{"id":18027,"date":"2025-01-11T15:06:17","date_gmt":"2025-01-11T07:06:17","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18027"},"modified":"2025-01-11T15:35:48","modified_gmt":"2025-01-11T07:35:48","slug":"agent-ai-tansuoduoai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/agent-ai-tansuoduoai\/","title":{"rendered":"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u524d\u6cbf\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]"},"content":{"rendered":"<p>\u300aAgent AI: Surveying the Horizons of Multimodal Interaction\u300b<\/p>\n<p>\u539f\u6587\uff1ahttps:\/\/ar5iv.labs.arxiv.org\/html\/2401.03568<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6458\u8981<\/strong><\/p>\n<p>\u591a\u6a21\u6001 AI \u7cfb\u7edf\u5f88\u53ef\u80fd\u5728\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u4e2d\u65e0\u5904\u4e0d\u5728\u3002\u4f7f\u8fd9\u4e9b\u7cfb\u7edf\u66f4\u5177\u4ea4\u4e92\u6027\u7684\u4e00\u79cd\u6709\u524d\u666f\u7684\u65b9\u6cd5\u662f\u5c06\u5b83\u4eec\u4f5c\u4e3a\u7269\u7406\u548c\u865a\u62df\u73af\u5883\u4e2d\u7684\u667a\u80fd\u4f53\u6765\u5b9e\u73b0\u3002\u76ee\u524d\uff0c\u7cfb\u7edf\u5229\u7528\u73b0\u6709\u7684\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u521b\u5efa\u5177\u8eab\u667a\u80fd\u4f53\u7684\u57fa\u672c\u6784\u5efa\u6a21\u5757\u3002\u5c06\u667a\u80fd\u4f53\u5d4c\u5165\u5230\u8fd9\u6837\u7684\u73af\u5883\u4e2d\uff0c\u6709\u52a9\u4e8e\u6a21\u578b\u5904\u7406\u548c\u89e3\u91ca\u89c6\u89c9\u548c\u4e0a\u4e0b\u6587\u6570\u636e\u7684\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e8e\u521b\u5efa\u66f4\u590d\u6742\u548c\u5177\u6709\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684 AI \u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u80fd\u591f\u611f\u77e5\u7528\u6237\u884c\u4e3a\u3001\u4eba\u7c7b\u884c\u4e3a\u3001\u73af\u5883\u7269\u4f53\u3001\u97f3\u9891\u8868\u8fbe\u4ee5\u53ca\u573a\u666f\u7684\u96c6\u4f53\u60c5\u611f\u7684\u7cfb\u7edf\uff0c\u53ef\u4ee5\u7528\u6765\u544a\u77e5\u548c\u6307\u5bfc\u667a\u80fd\u4f53\u5728\u7ed9\u5b9a\u73af\u5883\u4e2d\u7684\u54cd\u5e94\u3002\u4e3a\u4e86\u52a0\u901f\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u591a\u6a21\u6001\u667a\u80fd\u7814\u7a76\uff0c\u6211\u4eec\u5c06\u201cAgent AI\u201d\u5b9a\u4e49\u4e3a\u4e00\u7c7b\u4ea4\u4e92\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u53ef\u4ee5\u611f\u77e5\u89c6\u89c9\u523a\u6fc0\u3001\u8bed\u8a00\u8f93\u5165\u548c\u5176\u4ed6\u57fa\u4e8e\u73af\u5883\u7684\u6570\u636e\uff0c\u5e76\u53ef\u4ee5\u4ea7\u751f\u6709\u610f\u4e49\u7684\u5177\u8eab\u884c\u4e3a\u3002\u7279\u522b\u662f\uff0c\u6211\u4eec\u63a2\u7d22\u65e8\u5728\u901a\u8fc7\u6574\u5408\u5916\u90e8\u77e5\u8bc6\u3001\u591a\u611f\u5b98\u8f93\u5165\u548c\u4eba\u7c7b\u53cd\u9988\u6765\u6539\u8fdb\u57fa\u4e8e\u4e0b\u4e00\u5177\u8eab\u884c\u4e3a\u9884\u6d4b\u7684\u667a\u80fd\u4f53\u7684\u7cfb\u7edf\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u901a\u8fc7\u5728\u6709\u57fa\u7840\u7684\u73af\u5883\u4e2d\u5f00\u53d1\u667a\u80fd\u4f53 AI \u7cfb\u7edf\uff0c\u8fd8\u53ef\u4ee5\u51cf\u8f7b\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u5e7b\u89c9\u53ca\u5176\u4ea7\u751f\u73af\u5883\u4e0d\u6b63\u786e\u8f93\u51fa\u7684\u503e\u5411\u3002\u201cAgent AI\u201d\u7684\u65b0\u5174\u9886\u57df\u6db5\u76d6\u4e86\u591a\u6a21\u6001\u4ea4\u4e92\u4e2d\u66f4\u5e7f\u6cdb\u7684\u5177\u8eab\u548c\u667a\u80fd\u4f53\u65b9\u9762\u3002\u9664\u4e86\u5728\u7269\u7406\u4e16\u754c\u4e2d\u884c\u52a8\u548c\u4ea4\u4e92\u7684\u667a\u80fd\u4f53\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u8bbe\u60f3\u672a\u6765\u4eba\u4eec\u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u4efb\u4f55\u865a\u62df\u73b0\u5b9e\u6216\u6a21\u62df\u573a\u666f\uff0c\u5e76\u4e0e\u5d4c\u5165\u5728\u865a\u62df\u73af\u5883\u4e2d\u7684\u667a\u80fd\u4f53\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6dbf9ac2da09ee1.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-1\" \/><br \/>\n\u56fe 1: Agent AI \u7cfb\u7edf\u7684\u6982\u8ff0\uff0c\u8be5\u7cfb\u7edf\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u9886\u57df\u548c\u5e94\u7528\u4e2d\u611f\u77e5\u548c\u884c\u52a8\u3002Agent AI \u6b63\u5728\u6210\u4e3a\u901a\u5411\u901a\u7528\u4eba\u5de5\u667a\u80fd (AGI) \u7684\u4e00\u6761\u6709\u5e0c\u671b\u7684\u9014\u5f84\u3002Agent AI \u8bad\u7ec3\u5df2\u7ecf\u5c55\u793a\u4e86\u5728\u7269\u7406\u4e16\u754c\u4e2d\u8fdb\u884c\u591a\u6a21\u6001\u7406\u89e3\u7684\u80fd\u529b\u3002\u5b83\u901a\u8fc7\u5229\u7528\u751f\u6210\u5f0f AI \u548c\u591a\u4e2a\u72ec\u7acb\u6570\u636e\u6e90\uff0c\u4e3a\u4e0e\u73b0\u5b9e\u65e0\u5173\u7684\u8bad\u7ec3\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6846\u67b6\u3002\u5f53\u5728\u8de8\u73b0\u5b9e\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u4e3a\u667a\u80fd\u4f53\u548c\u884c\u52a8\u76f8\u5173\u4efb\u52a1\u8bad\u7ec3\u7684\u5927\u578b\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u5e94\u7528\u4e8e\u7269\u7406\u548c\u865a\u62df\u4e16\u754c\u3002\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u4e2a Agent AI \u7cfb\u7edf\u7684\u603b\u4f53\u6982\u8ff0\uff0c\u8be5\u7cfb\u7edf\u53ef\u4ee5\u5728\u8bb8\u591a\u4e0d\u540c\u7684\u9886\u57df\u548c\u5e94\u7528\u4e2d\u611f\u77e5\u548c\u884c\u52a8\uff0c\u53ef\u80fd\u4f5c\u4e3a\u4f7f\u7528\u667a\u80fd\u4f53\u8303\u5f0f\u901a\u5411 AGI \u7684\u4e00\u6761\u9014\u5f84\u3002<\/p>\n<p><strong>\u76ee\u5f55<\/strong><\/p>\n<ol>\n<li>1\u00a0<strong>\u5f15\u8a00<\/strong>\n<ol>\n<li>1.1\u00a0<strong>\u52a8\u673a<\/strong><\/li>\n<li>1.2\u00a0<strong>\u80cc\u666f<\/strong><\/li>\n<li>1.3\u00a0<strong>\u6982\u8ff0<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>2\u00a0<strong>Agent AI \u96c6\u6210<\/strong>\n<ol>\n<li>2.1\u00a0<strong>\u65e0\u9650 AI \u667a\u80fd\u4f53<\/strong><\/li>\n<li>2.2\u00a0<strong>\u4f7f\u7528\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684 Agent AI<\/strong>\n<ol>\n<li>2.2.1\u00a0<strong>\u5e7b\u89c9<\/strong><\/li>\n<li>2.2.2\u00a0<strong>\u504f\u89c1\u548c\u5305\u5bb9\u6027<\/strong><\/li>\n<li>2.2.3\u00a0<strong>\u6570\u636e\u9690\u79c1\u548c\u4f7f\u7528<\/strong><\/li>\n<li>2.2.4\u00a0<strong>\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u8bf4\u660e\u6027<\/strong><\/li>\n<li>2.2.5\u00a0<strong>\u63a8\u7406\u589e\u5f3a<\/strong><\/li>\n<li>2.2.6\u00a0<strong>\u76d1\u7ba1<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>2.3\u00a0<strong>Agent AI \u7528\u4e8e\u6d8c\u73b0\u80fd\u529b<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>3\u00a0<strong>Agent AI \u8303\u5f0f<\/strong>\n<ol>\n<li>3.1\u00a0<strong>\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/strong><\/li>\n<li>3.2\u00a0<strong>\u667a\u80fd\u4f53 Transformer \u5b9a\u4e49<\/strong><\/li>\n<li>3.3\u00a0<strong>\u667a\u80fd\u4f53 Transformer \u521b\u5efa<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>4\u00a0<strong>Agent AI \u5b66\u4e60<\/strong>\n<ol>\n<li>4.1\u00a0<strong>\u7b56\u7565\u548c\u673a\u5236<\/strong>\n<ol>\n<li>4.1.1\u00a0<strong>\u5f3a\u5316\u5b66\u4e60 (RL)<\/strong><\/li>\n<li>4.1.2\u00a0<strong>\u6a21\u4eff\u5b66\u4e60 (IL)<\/strong><\/li>\n<li>4.1.3\u00a0<strong>\u4f20\u7edf RGB<\/strong><\/li>\n<li>4.1.4\u00a0<strong>\u60c5\u5883\u5b66\u4e60<\/strong><\/li>\n<li>4.1.5\u00a0<strong>\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u7684\u4f18\u5316<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>4.2\u00a0<strong>\u667a\u80fd\u4f53\u7cfb\u7edf\uff08\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u7ea7\u522b\uff09<\/strong>\n<ol>\n<li>4.2.1\u00a0<strong>\u667a\u80fd\u4f53\u6a21\u5757<\/strong><\/li>\n<li>4.2.2\u00a0<strong>\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>4.3\u00a0<strong>\u667a\u80fd\u4f53\u57fa\u7840\u6a21\u578b\uff08\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7ea7\u522b\uff09<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>5\u00a0<strong>Agent AI \u5206\u7c7b<\/strong>\n<ol>\n<li>5.1\u00a0<strong>\u901a\u7528\u667a\u80fd\u4f53\u9886\u57df<\/strong><\/li>\n<li>5.2\u00a0<strong>\u5177\u8eab\u667a\u80fd\u4f53<\/strong>\n<ol>\n<li>5.2.1\u00a0<strong>\u884c\u52a8\u667a\u80fd\u4f53<\/strong><\/li>\n<li>5.2.2\u00a0<strong>\u4ea4\u4e92\u667a\u80fd\u4f53<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>5.3\u00a0<strong>\u6a21\u62df\u548c\u73af\u5883\u667a\u80fd\u4f53<\/strong><\/li>\n<li>5.4\u00a0<strong>\u751f\u6210\u5f0f\u667a\u80fd\u4f53<\/strong>\n<ol>\n<li>5.4.1\u00a0<strong>AR\/VR\/\u6df7\u5408\u73b0\u5b9e\u667a\u80fd\u4f53<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>5.5\u00a0<strong>\u77e5\u8bc6\u548c\u903b\u8f91\u63a8\u7406\u667a\u80fd\u4f53<\/strong>\n<ol>\n<li>5.5.1\u00a0<strong>\u77e5\u8bc6\u667a\u80fd\u4f53<\/strong><\/li>\n<li>5.5.2\u00a0<strong>\u903b\u8f91\u667a\u80fd\u4f53<\/strong><\/li>\n<li>5.5.3\u00a0<strong>\u7528\u4e8e\u60c5\u611f\u63a8\u7406\u7684\u667a\u80fd\u4f53<\/strong><\/li>\n<li>5.5.4\u00a0<strong>\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>5.6\u00a0<strong>\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>6\u00a0<strong>Agent AI \u5e94\u7528\u4efb\u52a1<\/strong>\n<ol>\n<li>6.1\u00a0<strong>\u7528\u4e8e\u6e38\u620f\u7684\u667a\u80fd\u4f53<\/strong>\n<ol>\n<li>6.1.1\u00a0<strong>NPC \u884c\u4e3a<\/strong><\/li>\n<li>6.1.2\u00a0<strong>\u4eba\u4e0e NPC \u7684\u4e92\u52a8<\/strong><\/li>\n<li>6.1.3\u00a0<strong>\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u6e38\u620f\u5206\u6790<\/strong><\/li>\n<li>6.1.4\u00a0<strong>\u7528\u4e8e\u6e38\u620f\u573a\u666f\u5408\u6210<\/strong><\/li>\n<li>6.1.5\u00a0<strong>\u5b9e\u9a8c\u548c\u7ed3\u679c<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>6.2\u00a0<strong>\u673a\u5668\u4eba\u6280\u672f<\/strong>\n<ol>\n<li>6.2.1\u00a0<strong>\u7528\u4e8e\u673a\u5668\u4eba\u6280\u672f\u7684\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u3002<\/strong><\/li>\n<li>6.2.2\u00a0<strong>\u5b9e\u9a8c\u548c\u7ed3\u679c\u3002<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>6.3\u00a0<strong>\u533b\u7597\u4fdd\u5065<\/strong>\n<ol>\n<li>6.3.1\u00a0<strong>\u5f53\u524d\u7684\u533b\u7597\u4fdd\u5065\u80fd\u529b<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>6.4\u00a0<strong>\u591a\u6a21\u6001\u667a\u80fd\u4f53<\/strong>\n<ol>\n<li>6.4.1\u00a0<strong>\u56fe\u50cf-\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210<\/strong><\/li>\n<li>6.4.2\u00a0<strong>\u89c6\u9891\u548c\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210<\/strong><\/li>\n<li>6.4.3\u00a0<strong>\u5b9e\u9a8c\u548c\u7ed3\u679c<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>6.5\u00a0<strong>\u89c6\u9891-\u8bed\u8a00\u5b9e\u9a8c<\/strong><\/li>\n<li>6.6\u00a0<strong>\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u667a\u80fd\u4f53<\/strong>\n<ol>\n<li>6.6.1\u00a0<strong>\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53<\/strong><\/li>\n<li>6.6.2\u00a0<strong>\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53<\/strong><\/li>\n<li>6.6.3\u00a0<strong>\u6307\u4ee4\u8ddf\u968f\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53<\/strong><\/li>\n<li>6.6.4\u00a0<strong>\u5b9e\u9a8c\u548c\u7ed3\u679c<\/strong><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/li>\n<li>7\u00a0<strong>\u8de8\u6a21\u6001\u3001\u9886\u57df\u548c\u73b0\u5b9e\u7684 Agent AI<\/strong>\n<ol>\n<li>7.1\u00a0<strong>\u7528\u4e8e\u8de8\u6a21\u6001\u7406\u89e3\u7684\u667a\u80fd\u4f53<\/strong><\/li>\n<li>7.2\u00a0<strong>\u7528\u4e8e\u8de8\u9886\u57df\u7406\u89e3\u7684\u667a\u80fd\u4f53<\/strong><\/li>\n<li>7.3\u00a0<strong>\u7528\u4e8e\u8de8\u6a21\u6001\u548c\u8de8\u73b0\u5b9e\u7684\u4ea4\u4e92\u667a\u80fd\u4f53<\/strong><\/li>\n<li>7.4\u00a0<strong>\u4ece\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8fc1\u79fb<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>8\u00a0<strong>Agent AI \u7684\u6301\u7eed\u548c\u81ea\u6211\u6539\u8fdb<\/strong>\n<ol>\n<li>8.1\u00a0<strong>\u57fa\u4e8e\u4eba\u7c7b\u4ea4\u4e92\u7684\u6570\u636e<\/strong><\/li>\n<li>8.2\u00a0<strong>\u57fa\u7840\u6a21\u578b\u751f\u6210\u7684\u6570\u636e<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>9\u00a0<strong>\u667a\u80fd\u4f53\u6570\u636e\u96c6\u548c\u6392\u884c\u699c<\/strong>\n<ol>\n<li>9.1\u00a0<strong>\u7528\u4e8e\u591a\u667a\u80fd\u4f53\u6e38\u620f\u7684\u201cCuisineWorld\u201d\u6570\u636e\u96c6<\/strong>\n<ol>\n<li>9.1.1\u00a0<strong>\u57fa\u51c6<\/strong><\/li>\n<li>9.1.2\u00a0<strong>\u4efb\u52a1<\/strong><\/li>\n<li>9.1.3\u00a0<strong>\u6307\u6807\u548c\u8bc4\u5224<\/strong><\/li>\n<li>9.1.4\u00a0<strong>\u8bc4\u4f30<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>9.2\u00a0<strong>\u97f3\u9891-\u89c6\u9891-\u8bed\u8a00\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u3002<\/strong><\/li>\n<\/ol>\n<\/li>\n<li>10\u00a0<strong>\u66f4\u5e7f\u6cdb\u7684\u5f71\u54cd\u58f0\u660e<\/strong><\/li>\n<li>11\u00a0<strong>\u4f26\u7406\u8003\u91cf<\/strong><\/li>\n<li>12\u00a0<strong>\u591a\u5143\u5316\u58f0\u660e<\/strong><\/li>\n<li>A\u00a0<strong>GPT-4V \u667a\u80fd\u4f53\u63d0\u793a\u8be6\u7ec6\u4fe1\u606f<\/strong><\/li>\n<li>B\u00a0<strong>\u7528\u4e8e Bleeding Edge \u7684 GPT-4V<\/strong><\/li>\n<li>C\u00a0<strong>\u7528\u4e8e Microsoft Flight Simulator \u7684 GPT-4V<\/strong><\/li>\n<li>D\u00a0<strong>\u7528\u4e8e Assassin\u2019s Creed Odyssey \u7684 GPT-4V<\/strong><\/li>\n<li>E\u00a0<strong>\u7528\u4e8e GEARS of WAR 4 \u7684 GPT-4V<\/strong><\/li>\n<li>F\u00a0<strong>\u7528\u4e8e Starfield \u7684 GPT-4V<\/strong><\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>1 \u5f15\u8a00<\/h2>\n<h3>1.1 \u52a8\u673a<\/h3>\n<p>\u4ece\u5386\u53f2\u4e0a\u770b\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728 1956 \u5e74\u7684\u8fbe\u7279\u8305\u65af\u4f1a\u8bae\u4e0a\u88ab\u5b9a\u4e49\u4e3a\u80fd\u591f\u4ece\u73af\u5883\u4e2d\u6536\u96c6\u4fe1\u606f\u5e76\u4ee5\u6709\u7528\u7684\u65b9\u5f0f\u4e0e\u4e4b\u4e92\u52a8\u7684\u201c\u4eba\u9020\u751f\u547d\u5f62\u5f0f\u201d\u3002\u53d7\u6b64\u5b9a\u4e49\u542f\u53d1\uff0cMinsky \u7684\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u5c0f\u7ec4\u5728 1970 \u5e74\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a\u201c\u590d\u5236\u6f14\u793a\u201d\u7684\u673a\u5668\u4eba\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u89c2\u5bdf\u201c\u79ef\u6728\u4e16\u754c\u201d\u573a\u666f\u5e76\u6210\u529f\u91cd\u5efa\u4e86\u89c2\u5bdf\u5230\u7684\u591a\u9762\u4f53\u79ef\u6728\u7ed3\u6784\u3002\u8be5\u7cfb\u7edf\u5305\u62ec\u89c2\u5bdf\u3001\u89c4\u5212\u548c\u64cd\u4f5c\u6a21\u5757\uff0c\u63ed\u793a\u4e86\u6bcf\u4e2a\u5b50\u95ee\u9898\u90fd\u6781\u5177\u6311\u6218\u6027\uff0c\u9700\u8981\u8fdb\u4e00\u6b65\u7814\u7a76\u3002\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5206\u88c2\u6210\u5404\u4e2a\u4e13\u4e1a\u5b50\u9886\u57df\uff0c\u8fd9\u4e9b\u5b50\u9886\u57df\u5728\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u548c\u5176\u4ed6\u95ee\u9898\u65b9\u9762\u53d6\u5f97\u4e86\u5f88\u5927\u8fdb\u5c55\uff0c\u4f46\u8fc7\u5ea6\u7b80\u5316\u6a21\u7cca\u4e86\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u603b\u4f53\u76ee\u6807\u3002<\/p>\n<p>\u4e3a\u4e86\u8d85\u8d8a\u73b0\u72b6\uff0c\u6709\u5fc5\u8981\u56de\u5230\u53d7\u4e9a\u91cc\u58eb\u591a\u5fb7\u6574\u4f53\u8bba\u9a71\u52a8\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u3002\u5e78\u8fd0\u7684\u662f\uff0c\u6700\u8fd1\u5927\u8bed\u8a00\u6a21\u578b (LLM\/Large Language Model) \u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b (VLM\/Visual Language Model) \u7684\u9769\u547d\u4f7f\u5f97\u521b\u5efa\u7b26\u5408\u6574\u4f53\u7406\u60f3\u7684\u65b0\u578b\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u6210\u4e3a\u53ef\u80fd\u3002\u6293\u4f4f\u8fd9\u4e2a\u673a\u4f1a\uff0c\u672c\u6587\u63a2\u8ba8\u4e86\u6574\u5408\u8bed\u8a00\u80fd\u529b\u3001\u89c6\u89c9\u8ba4\u77e5\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u76f4\u89c2\u63a8\u7406\u548c\u9002\u5e94\u6027\u7684\u6a21\u578b\u3002\u5b83\u63a2\u8ba8\u4e86\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5b8c\u6210\u8fd9\u79cd\u6574\u4f53\u7efc\u5408\u7684\u6f5c\u529b\u3002\u5728\u6211\u4eec\u7684\u63a2\u7d22\u4e2d\uff0c\u6211\u4eec\u8fd8\u91cd\u65b0\u5ba1\u89c6\u4e86\u57fa\u4e8e\u4e9a\u91cc\u58eb\u591a\u5fb7\u201c\u76ee\u7684\u56e0\u201d\uff0c\u5373\u76ee\u7684\u8bba\u7684\u201c\u7cfb\u7edf\u5b58\u5728\u7684\u539f\u56e0\u201d\u7684\u7cfb\u7edf\u8bbe\u8ba1\uff0c\u8fd9\u53ef\u80fd\u5728\u5148\u524d\u7684\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u4e2d\u88ab\u5ffd\u89c6\u4e86\u3002<\/p>\n<p>\u968f\u7740\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u590d\u5174\u5f97\u5230\u4e86\u50ac\u5316\u3002\u5927\u8bed\u8a00\u6a21\u578b\u73b0\u5728\u5c55\u793a\u4e86\u60ca\u4eba\u7684\u80fd\u529b\u6765\u89e3\u8bfb\u73b0\u5b9e\u4e16\u754c\u8bed\u8a00\u6570\u636e\u7684\u7ec6\u5fae\u5dee\u522b\uff0c\u5176\u80fd\u529b\u901a\u5e38\u4e0e\u4eba\u7c7b\u4e13\u4e1a\u77e5\u8bc6\u76f8\u5f53\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b OpenAI (2023)\u3002\u6700\u8fd1\uff0c\u7814\u7a76\u4eba\u5458\u8868\u660e\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u6269\u5c55\u4e3a\u5728\u5404\u79cd\u73af\u5883\u4e2d\u5145\u5f53<strong>\u667a\u80fd\u4f53<\/strong>\uff0c\u5728\u4e0e\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u548c\u6a21\u5757\u914d\u5bf9\u65f6\u6267\u884c\u590d\u6742\u7684\u52a8\u4f5c\u548c\u4efb\u52a1 Xi et al. (2023)\u3002\u8fd9\u4e9b\u573a\u666f\u7684\u7279\u70b9\u662f\u590d\u6742\u7684\u63a8\u7406\uff0c\u5bf9\u667a\u80fd\u4f53\u89d2\u8272\u53ca\u5176\u73af\u5883\u7684\u7406\u89e3\uff0c\u4ee5\u53ca\u591a\u6b65\u9aa4\u89c4\u5212\uff0c\u6d4b\u8bd5\u4e86\u667a\u80fd\u4f53\u5728\u5176\u73af\u5883\u7ea6\u675f\u5185\u505a\u51fa\u9ad8\u5ea6\u7ec6\u81f4\u548c\u590d\u6742\u51b3\u7b56\u7684\u80fd\u529b Wu et al. (2023); Meta Fundamental AI Research Diplomacy Team et al.(2022)Meta Fundamental AI Research (FAIR) Diplomacy Team, Bakhtin, Brown, Dinan, Farina, Flaherty, Fried, Goff, Gray, Hu, et al. (FAIR).<\/p>\n<p>\u5728\u8fd9\u4e9b\u521d\u6b65\u52aa\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u4eba\u5de5\u667a\u80fd\u793e\u533a\u6b63\u5904\u4e8e\u91cd\u5927\u8303\u5f0f\u8f6c\u53d8\u7684\u98ce\u53e3\u6d6a\u5c16\uff0c\u5373\u4ece\u521b\u5efa\u7528\u4e8e\u88ab\u52a8\u3001\u7ed3\u6784\u5316\u4efb\u52a1\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u8f6c\u5411\u80fd\u591f\u5047\u8bbe\u5728\u591a\u6837\u5316\u548c\u590d\u6742\u73af\u5883\u4e2d\u52a8\u6001\u3001\u667a\u80fd\u4f53\u89d2\u8272\u7684\u6a21\u578b\u3002\u5728\u8fd9\u79cd\u80cc\u666f\u4e0b\uff0c\u672c\u6587\u7814\u7a76\u4e86\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u667a\u80fd\u4f53\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u5f3a\u8c03\u4e86\u517c\u5177\u8bed\u8a00\u80fd\u529b\u3001\u89c6\u89c9\u8ba4\u77e5\u3001\u60c5\u5883\u8bb0\u5fc6\u3001\u76f4\u89c2\u63a8\u7406\u548c\u9002\u5e94\u6027\u7684\u6a21\u578b\u3002\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u667a\u80fd\u4f53\uff0c\u5c24\u5176\u662f\u5728\u6e38\u620f\u3001\u673a\u5668\u4eba\u548c\u533b\u7597\u4fdd\u5065\u7b49\u9886\u57df\uff0c\u4e0d\u4ec5\u4e3a\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e25\u683c\u7684\u8bc4\u4f30\u5e73\u53f0\uff0c\u800c\u4e14\u9884\u793a\u4e86\u4ee5\u667a\u80fd\u4f53\u4e3a\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd\u5c06\u5bf9\u793e\u4f1a\u548c\u884c\u4e1a\u4ea7\u751f\u7684\u53d8\u9769\u6027\u5f71\u54cd\u3002\u5f53\u5f97\u5230\u5145\u5206\u5229\u7528\u65f6\uff0c\u667a\u80fd\u4f53\u6a21\u578b\u53ef\u4ee5\u91cd\u65b0\u5b9a\u4e49\u4eba\u7c7b\u4f53\u9a8c\u5e76\u63d0\u9ad8\u8fd0\u8425\u6807\u51c6\u3002\u8fd9\u4e9b\u6a21\u578b\u5e26\u6765\u7684\u5168\u9762\u81ea\u52a8\u5316\u7684\u6f5c\u529b\u9884\u793a\u7740\u884c\u4e1a\u548c\u793e\u4f1a\u7ecf\u6d4e\u52a8\u6001\u7684\u5de8\u5927\u8f6c\u53d8\u3002\u8fd9\u4e9b\u8fdb\u6b65\u5c06\u4e0e\u591a\u65b9\u9762\u7684\u6392\u884c\u699c\u4ea4\u7ec7\u5728\u4e00\u8d77\uff0c\u4e0d\u4ec5\u662f\u6280\u672f\u4e0a\u7684\uff0c\u800c\u4e14\u662f\u4f26\u7406\u4e0a\u7684\uff0c\u6211\u4eec\u5c06\u5728\u7b2c\u00a011\u00a0\u8282\u4e2d\u8be6\u7ec6\u9610\u8ff0\u3002\u6211\u4eec\u6df1\u5165\u7814\u7a76\u4e86\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u8fd9\u4e9b\u5b50\u9886\u57df\u7684\u91cd\u53e0\u9886\u57df\uff0c\u5e76\u5728\u56fe\u00a01\u00a0\u4e2d\u8bf4\u660e\u4e86\u5b83\u4eec\u7684\u76f8\u4e92\u5173\u8054\u6027\u3002<\/p>\n<h3>1.2 \u80cc\u666f<\/h3>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u652f\u6301\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7684\u6982\u5ff5\u3001\u7406\u8bba\u80cc\u666f\u548c\u73b0\u4ee3\u5b9e\u73b0\u7684\u76f8\u5173\u7684\u7814\u7a76\u8bba\u6587\u3002<\/p>\n<h5>\u5927\u578b\u57fa\u7840\u6a21\u578b:<\/h5>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e00\u76f4\u5728\u63a8\u52a8\u5f00\u53d1\u901a\u7528\u667a\u80fd\u673a\u5668\u7684\u52aa\u529b (Bubeck et al.,\u00a02023; Mirchandani et al.,\u00a02023)\u3002\u5c3d\u7ba1\u5b83\u4eec\u662f\u4f7f\u7528\u5927\u578b\u6587\u672c\u8bed\u6599\u5e93\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u4f46\u5b83\u4eec\u5353\u8d8a\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u5e76\u4e0d\u5c40\u9650\u4e8e\u89c4\u8303\u7684\u8bed\u8a00\u5904\u7406\u9886\u57df\u3002\u5927\u8bed\u8a00\u6a21\u578b\u6709\u6f5c\u529b\u5904\u7406\u4ee5\u524d\u88ab\u8ba4\u4e3a\u662f\u4eba\u7c7b\u4e13\u5bb6\u6216\u7279\u5b9a\u9886\u57df\u7b97\u6cd5\u4e13\u5c5e\u7684\u590d\u6742\u4efb\u52a1\uff0c\u4ece\u6570\u5b66\u63a8\u7406 (Imani et al.,\u00a02023; Wei et al.,\u00a02022; Zhu et al.,\u00a02022) \u5230\u56de\u7b54\u4e13\u4e1a\u6cd5\u5f8b\u95ee\u9898 (Blair-Stanek et al.,\u00a02023; Choi et al.,\u00a02023; Nay,\u00a02022)\u3002\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u673a\u5668\u4eba\u548c\u6e38\u620f\u4eba\u5de5\u667a\u80fd\u751f\u6210\u590d\u6742\u7684\u8ba1\u5212 (Liang et al.,\u00a02022; Wang et al.,\u00a02023a,\u00a0b; Yao et al.,\u00a02023a; Huang et al.,\u00a02023a)\uff0c\u8fd9\u6807\u5fd7\u7740\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u901a\u7528\u667a\u80fd\u667a\u80fd\u4f53\u7684\u91cd\u8981\u91cc\u7a0b\u7891\u3002<\/p>\n<h5>\u5177\u8eab\u4eba\u5de5\u667a\u80fd:<\/h5>\n<p>\u4e00\u4e9b\u5de5\u4f5c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6267\u884c\u4efb\u52a1\u89c4\u5212 (Huang et al.,\u00a02022a; Wang et al.,\u00a02023b; Yao et al.,\u00a02023a; Li et al.,\u00a02023a)\uff0c\u7279\u522b\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e07\u7ef4\u7f51\u89c4\u6a21\u9886\u57df\u77e5\u8bc6\u548c\u6d8c\u73b0\u7684\u96f6\u6837\u672c\u5177\u8eab\u80fd\u529b\uff0c\u4ee5\u6267\u884c\u590d\u6742\u7684\u4efb\u52a1\u89c4\u5212\u548c\u63a8\u7406\u3002\u6700\u8fd1\u7684\u673a\u5668\u4eba\u7814\u7a76\u8fd8\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6267\u884c\u4efb\u52a1\u89c4\u5212 (Ahn et al.,\u00a02022a; Huang et al.,\u00a02022b; Liang et al.,\u00a02022)\uff0c\u901a\u8fc7\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u5b50\u4efb\u52a1\uff08\u4ee5\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u6216 Python \u4ee3\u7801\u5f62\u5f0f\uff09\uff0c\u7136\u540e\u4f7f\u7528\u4f4e\u7ea7\u63a7\u5236\u5668\u6267\u884c\u8fd9\u4e9b\u5b50\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u7ed3\u5408\u73af\u5883\u53cd\u9988\u6765\u63d0\u9ad8\u4efb\u52a1\u6027\u80fd (Huang et al.,\u00a02022b), (Liang et al.,\u00a02022), (Wang et al.,\u00a02023a), \u548c (Ikeuchi et al.,\u00a02023)\u3002<\/p>\n<h5>\u4ea4\u4e92\u5f0f\u5b66\u4e60\uff1a<\/h5>\n<p>\u4e3a\u4ea4\u4e92\u5f0f\u5b66\u4e60\u8bbe\u8ba1\u7684\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u548c\u7528\u6237\u4ea4\u4e92\u7684\u7ec4\u5408\u8fdb\u884c\u64cd\u4f5c\u3002\u6700\u521d\uff0c\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u5728\u5927\u578b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u6b64\u6570\u636e\u96c6\u5305\u542b\u5404\u79cd\u7c7b\u578b\u7684\u4fe1\u606f\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u667a\u80fd\u4f53\u7684\u9884\u671f\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u4e3a\u8bed\u8a00\u4efb\u52a1\u8bbe\u8ba1\u7684\u4eba\u5de5\u667a\u80fd\u5c06\u5728\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u8bad\u7ec3\u5305\u62ec\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5176\u4e2d\u53ef\u80fd\u5305\u62ec\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff08\u5982\u795e\u7ecf\u7f51\u7edc\uff09\u3002\u8fd9\u4e9b\u8bad\u7ec3\u6a21\u578b\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u8bc6\u522b\u6a21\u5f0f\u3001\u8fdb\u884c\u9884\u6d4b\u5e76\u6839\u636e\u5176\u8bad\u7ec3\u7684\u6570\u636e\u751f\u6210\u54cd\u5e94\u3002\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u8fd8\u53ef\u4ee5\u4ece\u4e0e\u7528\u6237\u7684\u5b9e\u65f6\u4ea4\u4e92\u4e2d\u5b66\u4e60\u3002\u8fd9\u79cd\u4ea4\u4e92\u5f0f\u5b66\u4e60\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u53d1\u751f\uff1a1) \u57fa\u4e8e\u53cd\u9988\u7684\u5b66\u4e60\uff1a\u4eba\u5de5\u667a\u80fd\u6839\u636e\u7528\u6237\u7684\u76f4\u63a5\u53cd\u9988\u8c03\u6574\u5176\u54cd\u5e94 Li et al. (2023b); Yu et al. (2023a); Parakh et al. (2023); Zha et al. (2023); Wake et al. (2023a,\u00a0b,\u00a0c)\u3002\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u7ea0\u6b63\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u54cd\u5e94\uff0c\u5219\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u4f7f\u7528\u6b64\u4fe1\u606f\u6765\u6539\u8fdb\u672a\u6765\u7684\u54cd\u5e94 Zha et al. (2023); Liu et al. (2023a)\u30022) \u89c2\u5bdf\u5f0f\u5b66\u4e60\uff1a\u4eba\u5de5\u667a\u80fd\u89c2\u5bdf\u7528\u6237\u4ea4\u4e92\u5e76\u9690\u5f0f\u5b66\u4e60\u3002\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u7ecf\u5e38\u63d0\u51fa\u7c7b\u4f3c\u7684\u95ee\u9898\u6216\u4ee5\u7279\u5b9a\u65b9\u5f0f\u4e0e\u4eba\u5de5\u667a\u80fd\u4ea4\u4e92\uff0c\u5219\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u4f1a\u8c03\u6574\u5176\u54cd\u5e94\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u8fd9\u4e9b\u6a21\u5f0f\u3002\u5b83\u5141\u8bb8\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u7406\u89e3\u548c\u5904\u7406\u4eba\u7c7b\u8bed\u8a00\u3001\u591a\u6a21\u6001\u8bbe\u7f6e\u3001\u89e3\u91ca\u8de8\u73b0\u5b9e\u60c5\u5883\u5e76\u751f\u6210\u4eba\u7c7b\u7528\u6237\u7684\u54cd\u5e94\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u901a\u8fc7\u66f4\u591a\u7684\u7528\u6237\u4ea4\u4e92\u548c\u53cd\u9988\uff0c\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u7684\u6027\u80fd\u901a\u5e38\u4f1a\u6301\u7eed\u63d0\u9ad8\u3002\u6b64\u8fc7\u7a0b\u901a\u5e38\u7531\u4eba\u7c7b\u64cd\u4f5c\u5458\u6216\u5f00\u53d1\u4eba\u5458\u76d1\u7763\uff0c\u4ed6\u4eec\u786e\u4fdd\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u9002\u5f53\u5730\u5b66\u4e60\uff0c\u5e76\u4e14\u6ca1\u6709\u5f62\u6210\u504f\u5dee\u6216\u4e0d\u6b63\u786e\u7684\u6a21\u5f0f\u3002<\/p>\n<h3>1.3 \u6982\u8ff0<\/h3>\n<p>\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd (MAA\/Multimodal Agent AI) \u662f\u4e00\u7cfb\u5217\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u57fa\u4e8e\u5bf9\u591a\u6a21\u6001\u611f\u5b98\u8f93\u5165\u7684\u7406\u89e3\uff0c\u5728\u7ed9\u5b9a\u73af\u5883\u4e2d\u751f\u6210\u6709\u6548\u7684\u52a8\u4f5c\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b (LLM\/Large Language Model) \u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b (VLM\/Visual Language Model) \u7684\u51fa\u73b0\uff0c\u5728\u4ece\u57fa\u7840\u7814\u7a76\u5230\u5e94\u7528\u7684\u5404\u4e2a\u9886\u57df\u63d0\u51fa\u4e86\u8bb8\u591a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u867d\u7136\u8fd9\u4e9b\u7814\u7a76\u9886\u57df\u901a\u8fc7\u4e0e\u6bcf\u4e2a\u9886\u57df\u7684\u4f20\u7edf\u6280\u672f\uff08\u4f8b\u5982\uff0c\u89c6\u89c9\u95ee\u7b54\u548c\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff09\u96c6\u6210\u800c\u8fc5\u901f\u53d1\u5c55\uff0c\u4f46\u5b83\u4eec\u5177\u6709\u5171\u540c\u7684\u5174\u8da3\uff0c\u4f8b\u5982\u6570\u636e\u6536\u96c6\u3001\u57fa\u51c6\u6d4b\u8bd5\u548c\u4f26\u7406\u89c2\u70b9\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u91cd\u70b9\u5173\u6ce8\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e9b\u4ee3\u8868\u6027\u7814\u7a76\u9886\u57df\uff0c\u5373\u591a\u6a21\u6001\u3001\u6e38\u620f (VR\/AR\/MR)\u3001\u673a\u5668\u4eba\u548c\u533b\u7597\u4fdd\u5065\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u63d0\u4f9b\u6709\u5173\u8fd9\u4e9b\u9886\u57df\u4e2d\u8ba8\u8bba\u7684\u5171\u540c\u5173\u6ce8\u70b9\u7684\u5168\u9762\u77e5\u8bc6\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e0c\u671b\u5b66\u4e60\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u5e76\u83b7\u5f97\u8fdb\u4e00\u6b65\u63a8\u8fdb\u5176\u7814\u7a76\u7684\u89c1\u89e3\u3002\u5177\u4f53\u7684\u5b66\u4e60\u6210\u679c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u6982\u8ff0\uff1a\u6df1\u5165\u63a2\u8ba8\u5176\u5728\u5f53\u4ee3\u5e94\u7528\u4e2d\u7684\u539f\u7406\u548c\u4f5c\u7528\uff0c\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u5bf9\u5176\u91cd\u8981\u6027\u548c\u7528\u9014\u7684\u5168\u9762\u638c\u63e1\u3002<\/li>\n<li>\u65b9\u6cd5\u8bba\uff1a\u901a\u8fc7\u6e38\u620f\u3001\u673a\u5668\u4eba\u548c\u533b\u7597\u4fdd\u5065\u7684\u6848\u4f8b\u7814\u7a76\u8be6\u7ec6\u8bf4\u660e\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u589e\u5f3a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u3002<\/li>\n<li>\u6027\u80fd\u8bc4\u4f30\uff1a\u6307\u5bfc\u4f7f\u7528\u76f8\u5173\u6570\u636e\u96c6\u8bc4\u4f30\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\uff0c\u91cd\u70b9\u5173\u6ce8\u5176\u6709\u6548\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<li>\u4f26\u7406\u8003\u91cf\uff1a\u8ba8\u8bba\u90e8\u7f72\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7684\u793e\u4f1a\u5f71\u54cd\u548c\u4f26\u7406\u6392\u884c\u699c\uff0c\u7a81\u51fa\u8d1f\u8d23\u4efb\u7684\u5f00\u53d1\u5b9e\u8df5\u3002<\/li>\n<li>\u65b0\u5174\u8d8b\u52bf\u548c\u672a\u6765\u6392\u884c\u699c\uff1a\u5bf9\u6bcf\u4e2a\u9886\u57df\u7684\u6700\u65b0\u53d1\u5c55\u8fdb\u884c\u5206\u7c7b\uff0c\u5e76\u8ba8\u8bba\u672a\u6765\u7684\u65b9\u5411\u3002<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u8ba1\u7b97\u673a\u7684\u52a8\u4f5c\u548c\u901a\u7528\u667a\u80fd\u4f53 (GA\/Generalist Agent) \u5bf9\u4e8e\u8bb8\u591a\u4efb\u52a1\u90fd\u5f88\u6709\u7528\u3002\u4e3a\u4e86\u4f7f\u901a\u7528\u667a\u80fd\u4f53\u5bf9\u5176\u7528\u6237\u771f\u6b63\u6709\u4ef7\u503c\uff0c\u5b83\u53ef\u4ee5\u81ea\u7136\u5730\u8fdb\u884c\u4ea4\u4e92\uff0c\u5e76\u53ef\u4ee5\u63a8\u5e7f\u5230\u5e7f\u6cdb\u7684\u4e0a\u4e0b\u6587\u548c\u6a21\u6001\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5728\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u793e\u533a\u4e2d\u57f9\u517b\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u7684\u7814\u7a76\u751f\u6001\u7cfb\u7edf\uff0c\u5e76\u521b\u9020\u4e00\u79cd\u5171\u540c\u7684\u8eab\u4efd\u611f\u548c\u76ee\u6807\u611f\u3002\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u6709\u53ef\u80fd\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u4e0a\u4e0b\u6587\u548c\u6a21\u6001\uff0c\u5305\u62ec\u6765\u81ea\u4eba\u7c7b\u7684\u8f93\u5165\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u76f8\u4fe1\u8fd9\u4e2a\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53ef\u4ee5\u5438\u5f15\u5404\u79cd\u5404\u6837\u7684\u7814\u7a76\u4eba\u5458\uff0c\u4ece\u800c\u4fc3\u8fdb\u4e00\u4e2a\u52a8\u6001\u7684\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u793e\u533a\u548c\u5171\u540c\u7684\u76ee\u6807\u3002\u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u77e5\u540d\u4e13\u5bb6\u7684\u5e26\u9886\u4e0b\uff0c\u6211\u4eec\u671f\u671b\u672c\u6587\u5c06\u662f\u4e00\u6b21\u4e92\u52a8\u4e14\u4e30\u5bcc\u7684\u4f53\u9a8c\uff0c\u5305\u62ec\u667a\u80fd\u4f53\u6307\u5bfc\u3001\u6848\u4f8b\u7814\u7a76\u3001\u4efb\u52a1\u4f1a\u8bae\u548c\u5b9e\u9a8c\u8ba8\u8bba\uff0c\u786e\u4fdd\u4e3a\u6240\u6709\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u5168\u9762\u4e14\u5f15\u4eba\u5165\u80dc\u7684\u5b66\u4e60\u4f53\u9a8c\u3002<\/p>\n<p>\u672c\u6587\u65e8\u5728\u63d0\u4f9b\u6709\u5173\u5f53\u524d\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7814\u7a76\u7684\u4e00\u822c\u548c\u5168\u9762\u7684\u77e5\u8bc6\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u7684\u5176\u4f59\u90e8\u5206\u7ec4\u7ec7\u5982\u4e0b\u3002\u7b2c\u00a02\u00a0\u8282\u6982\u8ff0\u4e86\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u901a\u8fc7\u4e0e\u76f8\u5173\u65b0\u5174\u6280\u672f\uff08\u5c24\u5176\u662f\u5927\u578b\u57fa\u7840\u6a21\u578b\uff09\u96c6\u6210\u800c\u53d7\u76ca\u3002\u7b2c\u00a03\u00a0\u8282\u63cf\u8ff0\u4e86\u6211\u4eec\u4e3a\u8bad\u7ec3\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u63d0\u51fa\u7684\u65b0\u8303\u5f0f\u548c\u6846\u67b6\u3002\u7b2c\u00a04\u00a0\u8282\u6982\u8ff0\u4e86\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u8bad\u7ec3\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u7684\u65b9\u6cd5\u3002\u7b2c\u00a05\u00a0\u8282\u5bf9\u5404\u79cd\u7c7b\u578b\u7684\u667a\u80fd\u4f53\u8fdb\u884c\u5206\u7c7b\u548c\u8ba8\u8bba\u3002\u7b2c\u00a06\u00a0\u8282\u4ecb\u7ecd\u4e86\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u5728\u6e38\u620f\u3001\u673a\u5668\u4eba\u548c\u533b\u7597\u4fdd\u5065\u4e2d\u7684\u5e94\u7528\u3002\u7b2c\u00a07\u00a0\u8282\u63a2\u8ba8\u4e86\u7814\u7a76\u754c\u4e3a\u5f00\u53d1\u4e00\u79cd\u901a\u7528\u7684\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u6240\u505a\u7684\u52aa\u529b\uff0c\u8be5\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5e94\u7528\u4e8e\u5404\u79cd\u6a21\u6001\u3001\u9886\u57df\uff0c\u5e76\u5f25\u5408\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u5dee\u8ddd\u3002\u7b2c\u00a08\u00a0\u8282\u8ba8\u8bba\u4e86\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\uff0c\u5b83\u4e0d\u4ec5\u4f9d\u8d56\u4e8e\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\uff0c\u800c\u4e14\u8fd8\u901a\u8fc7\u5229\u7528\u4e0e\u73af\u5883\u548c\u7528\u6237\u7684\u4ea4\u4e92\u6765\u4e0d\u65ad\u5b66\u4e60\u548c\u81ea\u6211\u6539\u8fdb\u3002\u7b2c\u00a09\u00a0\u8282\u4ecb\u7ecd\u4e86\u6211\u4eec\u4e3a\u8bad\u7ec3\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u800c\u8bbe\u8ba1\u7684\u65b0\u6570\u636e\u96c6\u3002\u7b2c\u00a011\u00a0\u8282\u8ba8\u8bba\u4e86\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u3001\u5c40\u9650\u6027\u548c\u6211\u4eec\u8bba\u6587\u7684\u793e\u4f1a\u5f71\u54cd\u7684\u4f26\u7406\u8003\u91cf\u8fd9\u4e00\u70ed\u95e8\u8bdd\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>2 \u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u96c6\u6210<\/h2>\n<p>\u6b63\u5982\u5148\u524d\u7814\u7a76\u4e2d\u63d0\u51fa\u7684\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u6a21\u578b\u5728\u5177\u8eab\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4ecd\u7136\u8868\u73b0\u51fa\u6709\u9650\u7684\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u7406\u89e3\u3001\u751f\u6210\u3001\u7f16\u8f91\u4ee5\u53ca\u5728\u672a\u89c1\u8fc7\u7684\u73af\u5883\u6216\u573a\u666f\u4e2d\u8fdb\u884c\u4ea4\u4e92\u65b9\u9762 Huang et al. (2023a); Zeng et al. (2023)\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u9650\u5236\u5bfc\u81f4\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u4e0d\u7406\u60f3\u3002\u5f53\u524d\u4ee5\u667a\u80fd\u4f53\u4e3a\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd\u5efa\u6a21\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u76f4\u63a5\u53ef\u8bbf\u95ee\u4e14\u660e\u786e\u5b9a\u4e49\u7684\u6570\u636e\uff08\u4f8b\u5982\uff0c\u4e16\u754c\u72b6\u6001\u7684\u6587\u672c\u6216\u5b57\u7b26\u4e32\u8868\u793a\uff09\uff0c\u5e76\u4e14\u901a\u5e38\u4f7f\u7528\u4ece\u5176\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4e2d\u5b66\u4e60\u5230\u7684\u4e0e\u9886\u57df\u548c\u73af\u5883\u65e0\u5173\u7684\u6a21\u5f0f\u6765\u9884\u6d4b\u6bcf\u4e2a\u73af\u5883\u7684\u52a8\u4f5c\u8f93\u51fa Xi et al. (2023); Wang et al. (2023c); Gong et al. (2023a); Wu et al. (2023)\u3002\u5728 (Huang et al.,\u00a02023a) \u4e2d\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u901a\u8fc7\u7ed3\u5408\u5927\u578b\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u77e5\u8bc6\u5f15\u5bfc\u7684\u534f\u4f5c\u548c\u4ea4\u4e92\u5f0f\u573a\u666f\u751f\u6210\u7684\u4efb\u52a1\uff0c\u5e76\u5c55\u793a\u4e86\u6709\u5e0c\u671b\u7684\u7ed3\u679c\uff0c\u8868\u660e\u57fa\u4e8e\u77e5\u8bc6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u53ef\u4ee5\u63d0\u9ad8\u4e8c\u7ef4\u548c\u4e09\u7ef4\u573a\u666f\u7406\u89e3\u3001\u751f\u6210\u548c\u7f16\u8f91\u7684\u6027\u80fd\uff0c\u4ee5\u53ca\u5176\u4ed6\u4eba\u673a\u4ea4\u4e92 Huang et al. (2023a)\u3002\u901a\u8fc7\u96c6\u6210\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u6846\u67b6\uff0c\u5927\u578b\u57fa\u7840\u6a21\u578b\u80fd\u591f\u66f4\u6df1\u5165\u5730\u7406\u89e3\u7528\u6237\u8f93\u5165\uff0c\u4ece\u800c\u5f62\u6210\u590d\u6742\u4e14\u81ea\u9002\u5e94\u7684\u4eba\u673a\u4ea4\u4e92\u7cfb\u7edf\u3002\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u6d8c\u73b0\u80fd\u529b\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3001\u5177\u8eab\u4eba\u5de5\u667a\u80fd\u3001\u591a\u6a21\u6001\u5b66\u4e60\u7684\u77e5\u8bc6\u589e\u5f3a\u3001\u6df7\u5408\u73b0\u5b9e\u751f\u6210\u3001\u6587\u672c\u5230\u89c6\u89c9\u7f16\u8f91\u3001\u6e38\u620f\u6216\u673a\u5668\u4eba\u4efb\u52a1\u4e2d\u4e8c\u7ef4\/\u4e09\u7ef4\u4eff\u771f\u7684\u4eba\u673a\u4ea4\u4e92\u4e2d\u53d1\u6325\u7740\u770b\u4e0d\u89c1\u7684\u4f5c\u7528\u3002\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u5728\u57fa\u7840\u6a21\u578b\u65b9\u9762\u7684\u6700\u65b0\u8fdb\u5c55\u4e3a\u89e3\u9501\u5177\u8eab\u667a\u80fd\u4f53\u4e2d\u7684\u901a\u7528\u667a\u80fd\u63d0\u4f9b\u4e86\u8feb\u5728\u7709\u776b\u7684\u50ac\u5316\u5242\u3002\u5927\u578b\u52a8\u4f5c\u6a21\u578b\u6216\u667a\u80fd\u4f53\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e3a\u901a\u7528\u5177\u8eab\u7cfb\u7edf\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\uff0c\u4f8b\u5982\u5728\u590d\u6742\u73af\u5883\u4e2d\u8fdb\u884c\u89c4\u5212\u3001\u89e3\u51b3\u95ee\u9898\u548c\u5b66\u4e60\u3002\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u5728\u5143\u5b87\u5b99\u4e2d\u8fc8\u51fa\u4e86\u8fdb\u4e00\u6b65\u7684\u6b65\u4f10\uff0c\u5e76\u4e3a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u65e9\u671f\u7248\u672c\u6307\u660e\u4e86\u65b9\u5411\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18058\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" width=\"3217\" height=\"1931\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf.png 3217w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf-300x180.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf-1024x615.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf-768x461.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf-1536x922.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf-2048x1229.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2dd99ca44577ecf-18x12.png 18w\" sizes=\"auto, (max-width: 3217px) 100vw, 3217px\" \/><br \/>\n\u56fe 2: \u7528\u4e8e\u8de8\u73b0\u5b9e\u4e2d\u4e8c\u7ef4\/\u4e09\u7ef4\u5177\u8eab\u751f\u6210\u548c\u7f16\u8f91\u4ea4\u4e92\u7684\u591a\u6a21\u6001\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n<h3>2.1 \u65e0\u9650\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53<\/h3>\n<p>\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u6709\u80fd\u529b\u6839\u636e\u5176\u8bad\u7ec3\u548c\u8f93\u5165\u6570\u636e\u8fdb\u884c\u89e3\u91ca\u3001\u9884\u6d4b\u548c\u54cd\u5e94\u3002\u867d\u7136\u8fd9\u4e9b\u80fd\u529b\u662f\u5148\u8fdb\u7684\u5e76\u4e14\u5728\u4e0d\u65ad\u6539\u8fdb\uff0c\u4f46\u91cd\u8981\u7684\u662f\u8981\u8ba4\u8bc6\u5230\u5b83\u4eec\u7684\u5c40\u9650\u6027\u4ee5\u53ca\u5b83\u4eec\u6240\u8bad\u7ec3\u7684\u5e95\u5c42\u6570\u636e\u7684\u5f71\u54cd\u3002\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u7cfb\u7edf\u901a\u5e38\u5177\u6709\u4ee5\u4e0b\u80fd\u529b\uff1a1) \u9884\u6d4b\u5efa\u6a21\uff1a\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u5386\u53f2\u6570\u636e\u548c\u8d8b\u52bf\u9884\u6d4b\u53ef\u80fd\u7684\u7ed3\u679c\u6216\u5efa\u8bae\u540e\u7eed\u6b65\u9aa4\u3002\u4f8b\u5982\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u9884\u6d4b\u6587\u672c\u7684\u5ef6\u7eed\u3001\u95ee\u9898\u7684\u7b54\u6848\u3001\u673a\u5668\u4eba\u7684\u4e0b\u4e00\u4e2a\u52a8\u4f5c\u6216\u573a\u666f\u7684\u89e3\u51b3\u65b9\u6848\u30022) \u51b3\u7b56\u5236\u5b9a\uff1a\u5728\u67d0\u4e9b\u5e94\u7528\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u5176\u63a8\u8bba\u505a\u51fa\u51b3\u7b56\u3002\u901a\u5e38\uff0c\u667a\u80fd\u4f53\u5c06\u6839\u636e\u6700\u6709\u53ef\u80fd\u5b9e\u73b0\u6307\u5b9a\u76ee\u6807\u7684\u5185\u5bb9\u505a\u51fa\u51b3\u7b56\u3002\u5bf9\u4e8e\u63a8\u8350\u7cfb\u7edf\u7b49\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u5176\u5bf9\u7528\u6237\u504f\u597d\u7684\u63a8\u65ad\u6765\u51b3\u5b9a\u63a8\u8350\u54ea\u4e9b\u4ea7\u54c1\u6216\u5185\u5bb9\u30023) \u5904\u7406\u6b67\u4e49\uff1a\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u6839\u636e\u4e0a\u4e0b\u6587\u548c\u8bad\u7ec3\u63a8\u65ad\u51fa\u6700\u53ef\u80fd\u7684\u89e3\u91ca\u6765\u5904\u7406\u6a21\u7cca\u7684\u8f93\u5165\u3002\u4f46\u662f\uff0c\u5b83\u4eec\u8fd9\u6837\u505a\u7684\u80fd\u529b\u53d7\u5230\u5176\u8bad\u7ec3\u6570\u636e\u548c\u7b97\u6cd5\u8303\u56f4\u7684\u9650\u5236\u30024) \u6301\u7eed\u6539\u8fdb\uff1a\u867d\u7136\u4e00\u4e9b\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u6709\u80fd\u529b\u4ece\u65b0\u6570\u636e\u548c\u4ea4\u4e92\u4e2d\u5b66\u4e60\uff0c\u4f46\u8bb8\u591a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u8bad\u7ec3\u540e\u4e0d\u4f1a\u6301\u7eed\u66f4\u65b0\u5176\u77e5\u8bc6\u5e93\u6216\u5185\u90e8\u8868\u793a\u3002\u5b83\u4eec\u7684\u63a8\u8bba\u901a\u5e38\u4ec5\u57fa\u4e8e\u622a\u81f3\u5176\u4e0a\u6b21\u8bad\u7ec3\u66f4\u65b0\u65f6\u53ef\u7528\u7684\u6570\u636e\u3002<\/p>\n<p>\u6211\u4eec\u5728\u56fe\u00a02\u00a0\u4e2d\u5c55\u793a\u4e86\u7528\u4e8e\u591a\u6a21\u6001\u548c\u8de8\u73b0\u5b9e\u4e0d\u53ef\u77e5\u96c6\u6210\u7684\u589e\u5f3a\u578b\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\uff0c\u5e76\u5177\u6709\u6d8c\u73b0\u673a\u5236\u3002\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u9700\u8981\u4e3a\u6bcf\u4e2a\u65b0\u4efb\u52a1\u6536\u96c6\u5927\u91cf\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u5bf9\u4e8e\u8bb8\u591a\u9886\u57df\u6765\u8bf4\u53ef\u80fd\u6210\u672c\u9ad8\u6602\u6216\u4e0d\u53ef\u80fd\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u65e0\u9650\u667a\u80fd\u4f53\uff0c\u8be5\u667a\u80fd\u4f53\u5b66\u4e60\u5c06\u6765\u81ea\u901a\u7528\u57fa\u7840\u6a21\u578b\uff08\u4f8b\u5982\uff0cGPT-X\u3001DALL-E\uff09\u7684\u5185\u5b58\u4fe1\u606f\u8f6c\u79fb\u5230\u65b0\u7684\u9886\u57df\u6216\u573a\u666f\uff0c\u4ee5\u4fbf\u5728\u7269\u7406\u6216\u865a\u62df\u4e16\u754c\u4e2d\u8fdb\u884c\u573a\u666f\u7406\u89e3\u3001\u751f\u6210\u548c\u4ea4\u4e92\u5f0f\u7f16\u8f91\u3002<\/p>\n<p>\u8fd9\u79cd\u65e0\u9650\u667a\u80fd\u4f53\u5728\u673a\u5668\u4eba\u6280\u672f\u4e2d\u7684\u4e00\u4e2a\u5e94\u7528\u662f RoboGen Wang et al. (2023d)\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u81ea\u4e3b\u8fd0\u884c\u4efb\u52a1\u5efa\u8bae\u3001\u73af\u5883\u751f\u6210\u548c\u6280\u80fd\u5b66\u4e60\u5468\u671f\u7684\u7ba1\u9053\u3002RoboGen \u662f\u4e00\u9879\u5c06\u5927\u578b\u6a21\u578b\u4e2d\u5d4c\u5165\u7684\u77e5\u8bc6\u8f6c\u79fb\u5230\u673a\u5668\u4eba\u6280\u672f\u7684\u52aa\u529b\u3002<\/p>\n<h3>2.2 \u5177\u6709\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u667a\u80fd\u4f53\u4eba\u5de5\u667a\u80fd<\/h3>\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0c\u5927\u578b\u57fa\u7840\u6a21\u578b\u5728\u521b\u5efa\u5145\u5f53\u57fa\u51c6\u7684\u6570\u636e\u65b9\u9762\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u8fd9\u4e9b\u57fa\u51c6\u7528\u4e8e\u786e\u5b9a\u667a\u80fd\u4f53\u5728\u73af\u5883\u65bd\u52a0\u7684\u7ea6\u675f\u5185\u7684\u52a8\u4f5c\u3002\u4f8b\u5982\uff0c\u5c06\u57fa\u7840\u6a21\u578b\u7528\u4e8e\u673a\u5668\u4eba\u64cd\u4f5c Black et al. (2023); Ko et al. (2023) \u548c\u5bfc\u822a Shah et al. (2023a); Zhou et al. (2023a)\u3002\u4e3a\u4e86\u8bf4\u660e\uff0cBlack et al. \u91c7\u7528\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\u4f5c\u4e3a\u9ad8\u7ea7\u89c4\u5212\u5668\u6765\u751f\u6210\u672a\u6765\u5b50\u76ee\u6807\u7684\u56fe\u50cf\uff0c\u4ece\u800c\u6307\u5bfc\u4f4e\u7ea7\u7b56\u7565 Black et al. (2023)\u3002\u5bf9\u4e8e\u673a\u5668\u4eba\u5bfc\u822a\uff0cShah et al. \u63d0\u51fa\u4e86\u4e00\u4e2a\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u91c7\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4ece\u6587\u672c\u4e2d\u8bc6\u522b\u5730\u6807\uff0c\u5e76\u91c7\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5c06\u8fd9\u4e9b\u5730\u6807\u4e0e\u89c6\u89c9\u8f93\u5165\u76f8\u5173\u8054\uff0c\u4ece\u800c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u589e\u5f3a\u5bfc\u822a Shah et al. (2023a)\u3002<\/p>\n<p>\u4eba\u4eec\u5bf9\u751f\u6210\u9488\u5bf9\u8bed\u8a00\u548c\u73af\u5883\u56e0\u7d20\u7684\u6761\u4ef6\u6027\u4eba\u7c7b\u8fd0\u52a8\u7684\u5174\u8da3\u4e5f\u65e5\u76ca\u6d53\u539a\u3002\u5df2\u7ecf\u63d0\u51fa\u4e86\u51e0\u79cd\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u6765\u751f\u6210\u6839\u636e\u7279\u5b9a\u8bed\u8a00\u6307\u4ee4\u5b9a\u5236\u7684\u8fd0\u52a8\u548c\u52a8\u4f5c Kim et al. (2023); Zhang et al. (2022); Tevet et al. (2022)\uff0c\u5e76\u9002\u5e94\u5404\u79cd\u4e09\u7ef4\u573a\u666f Wang et al. (2022a)\u3002\u8fd9\u9879\u7814\u7a76\u5f3a\u8c03\u4e86\u751f\u6210\u6a21\u578b\u5728\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u5728\u5404\u79cd\u573a\u666f\u4e2d\u7684\u9002\u5e94\u6027\u548c\u54cd\u5e94\u80fd\u529b\u65b9\u9762\u7684\u65e5\u76ca\u589e\u957f\u7684\u80fd\u529b\u3002<\/p>\n<h4>2.2.1 \u5e7b\u89c9<\/h4>\n<p>\u751f\u6210\u6587\u672c\u7684\u667a\u80fd\u4f53\u901a\u5e38\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\uff0c\u5373\u751f\u6210\u7684\u6587\u672c\u65e0\u610f\u4e49\u6216\u4e0e\u63d0\u4f9b\u7684\u6e90\u5185\u5bb9\u4e0d\u7b26\u7684\u60c5\u51b5 Raunak et al. (2021); Maynez et al. (2020)\u3002\u5e7b\u89c9\u53ef\u4ee5\u5206\u4e3a\u4e24\u7c7b\uff0c<strong>\u5185\u5728\u5e7b\u89c9<\/strong>\u548c<strong>\u5916\u5728\u5e7b\u89c9<\/strong>\u00a0Ji et al. (2023)\u3002\u5185\u5728\u5e7b\u89c9\u662f\u4e0e\u6e90\u6750\u6599\u76f8\u77db\u76fe\u7684\u5e7b\u89c9\uff0c\u800c\u5916\u5728\u5e7b\u89c9\u662f\u6307\u751f\u6210\u7684\u6587\u672c\u5305\u542b\u6e90\u6750\u6599\u4e2d\u6700\u521d\u672a\u5305\u542b\u7684\u9644\u52a0\u4fe1\u606f\u7684\u60c5\u51b5\u3002<\/p>\n<p>\u51cf\u5c11\u8bed\u8a00\u751f\u6210\u4e2d\u5e7b\u89c9\u7387\u7684\u4e00\u4e9b\u6709\u5e0c\u671b\u7684\u9014\u5f84\u5305\u62ec\u4f7f\u7528\u68c0\u7d22\u589e\u5f3a\u751f\u6210 Lewis et al. (2020); Shuster et al. (2021) \u6216\u5176\u4ed6\u901a\u8fc7\u5916\u90e8\u77e5\u8bc6\u68c0\u7d22\u6765\u652f\u6301\u81ea\u7136\u8bed\u8a00\u8f93\u51fa\u7684\u65b9\u6cd5 Dziri et al. (2021); Peng et al. (2023)\u3002\u901a\u5e38\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u65e8\u5728\u901a\u8fc7\u68c0\u7d22\u5176\u4ed6\u6e90\u6750\u6599\u5e76\u901a\u8fc7\u63d0\u4f9b\u68c0\u67e5\u751f\u6210\u54cd\u5e94\u548c\u6e90\u6750\u6599\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u77db\u76fe\u7684\u673a\u5236\u6765\u589e\u5f3a\u8bed\u8a00\u751f\u6210\u3002<\/p>\n<p>\u5728\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u80cc\u666f\u4e0b\uff0c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e5f\u5df2\u88ab\u8bc1\u660e\u4f1a\u4ea7\u751f\u5e7b\u89c9 Zhou et al. (2023b)\u3002\u57fa\u4e8e\u89c6\u89c9\u7684\u8bed\u8a00\u751f\u6210\u4ea7\u751f\u5e7b\u89c9\u7684\u4e00\u4e2a\u5e38\u89c1\u539f\u56e0\u662f\u8fc7\u5ea6\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u5bf9\u8c61\u548c\u89c6\u89c9\u7ebf\u7d22\u7684\u5171\u73b0 Rohrbach et al. (2018)\u3002\u5b8c\u5168\u4f9d\u8d56\u4e8e\u9884\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6216\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5e76\u4f7f\u7528\u6709\u9650\u7684\u73af\u5883\u7279\u5b9a\u5fae\u8c03\u7684\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\u53ef\u80fd\u7279\u522b\u5bb9\u6613\u51fa\u73b0\u5e7b\u89c9\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f9d\u8d56\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u5185\u90e8\u77e5\u8bc6\u5e93\u6765\u751f\u6210\u52a8\u4f5c\uff0c\u5e76\u4e14\u53ef\u80fd\u65e0\u6cd5\u51c6\u786e\u7406\u89e3\u5b83\u4eec\u6240\u90e8\u7f72\u7684\u4e16\u754c\u72b6\u6001\u7684\u52a8\u6001\u3002<\/p>\n<h4>2.2.2 \u504f\u89c1\u4e0e\u5305\u5bb9\u6027<\/h4>\n<p>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6216\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b\uff08LMM\uff09\u7684 AI \u667a\u80fd\u4f53\uff0c\u7531\u4e8e\u5176\u8bbe\u8ba1\u548c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u56fa\u6709\u7684\u591a\u79cd\u56e0\u7d20\u800c\u5b58\u5728\u504f\u89c1\u3002\u5728\u8bbe\u8ba1\u8fd9\u4e9b AI \u667a\u80fd\u4f53\u65f6\uff0c\u6211\u4eec\u5fc5\u987b\u6ce8\u610f\u5305\u5bb9\u6027\uff0c\u5e76\u610f\u8bc6\u5230\u6240\u6709\u7ec8\u7aef\u7528\u6237\u548c\u5229\u76ca\u76f8\u5173\u8005\u7684\u9700\u6c42\u3002\u5728 AI \u667a\u80fd\u4f53\u7684\u80cc\u666f\u4e0b\uff0c<strong>\u5305\u5bb9\u6027<\/strong>\u00a0\u6307\u7684\u662f\u4e3a\u786e\u4fdd\u667a\u80fd\u4f53\u7684\u54cd\u5e94\u548c\u4ea4\u4e92\u5177\u6709\u5305\u5bb9\u6027\u3001\u5c0a\u91cd\u6027\uff0c\u5e76\u5bf9\u6765\u81ea\u4e0d\u540c\u80cc\u666f\u7684\u5e7f\u6cdb\u7528\u6237\u4fdd\u6301\u654f\u611f\u800c\u91c7\u53d6\u7684\u63aa\u65bd\u548c\u539f\u5219\u3002\u6211\u4eec\u5c06\u5728\u4e0b\u9762\u5217\u51fa\u667a\u80fd\u4f53\u504f\u89c1\u548c\u5305\u5bb9\u6027\u7684\u5173\u952e\u65b9\u9762\u3002<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u57fa\u7840\u6a21\u578b\u662f\u5728\u4ece\u4e92\u8054\u7f51\u4e0a\u6536\u96c6\u7684\u5927\u91cf\u6587\u672c\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u8fd9\u4e9b\u6570\u636e\u5305\u62ec\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u7f51\u7ad9\u548c\u5176\u4ed6\u6587\u672c\u8d44\u6e90\u3002\u8fd9\u4e9b\u6570\u636e\u901a\u5e38\u53cd\u6620\u4e86\u4eba\u7c7b\u793e\u4f1a\u4e2d\u5b58\u5728\u7684\u504f\u89c1\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5728\u65e0\u610f\u4e2d\u5b66\u4e60\u5e76\u91cd\u73b0\u8fd9\u4e9b\u504f\u89c1\u3002\u8fd9\u5305\u62ec\u4e0e\u79cd\u65cf\u3001\u6027\u522b\u3001\u6c11\u65cf\u3001\u5b97\u6559\u548c\u5176\u4ed6\u4e2a\u4eba\u5c5e\u6027\u76f8\u5173\u7684\u523b\u677f\u5370\u8c61\u3001\u504f\u89c1\u548c\u6709\u504f\u89c1\u7684\u89c2\u70b9\u3002\u7279\u522b\u662f\uff0c\u901a\u8fc7\u5728\u4e92\u8054\u7f51\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u4e14\u901a\u5e38\u53ea\u4f7f\u7528\u82f1\u6587\u6587\u672c\u8fdb\u884c\u8bad\u7ec3\uff0c\u6a21\u578b\u4f1a\u9690\u5f0f\u5730\u5b66\u4e60\u897f\u65b9\u3001\u53d7\u8fc7\u6559\u80b2\u7684\u3001\u5de5\u4e1a\u5316\u7684\u3001\u5bcc\u88d5\u7684\u548c\u6c11\u4e3b\u7684\uff08WEIRD\uff09\u793e\u4f1a\u7684\u6587\u5316\u89c4\u8303 Henrich et al. 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\u89e3\u8026<\/h5>\n<p>\u667a\u80fd\u4f53\u901a\u5e38\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60(RL)\u6216\u6a21\u4eff\u5b66\u4e60(IL)\u4e2d\u7684\u8fde\u7eed\u53cd\u9988\u5faa\u73af\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u968f\u673a\u521d\u59cb\u5316\u7684\u7b56\u7565\u5f00\u59cb\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u4e0d\u719f\u6089\u7684\u73af\u5883\u4e2d\u83b7\u5f97\u521d\u59cb\u5956\u52b1\u65b9\u9762\u9762\u4e34\u74f6\u9888\uff0c\u5c24\u5176\u662f\u5728\u5956\u52b1\u7a00\u758f\u6216\u4ec5\u5728\u957f\u6b65\u9aa4\u4ea4\u4e92\u7ed3\u675f\u65f6\u624d\u53ef\u7528\u7684\u60c5\u51b5\u4e0b\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u66f4\u4f18\u7684\u89e3\u51b3\u65b9\u6848\u662f\u4f7f\u7528\u901a\u8fc7\u6a21\u4eff\u5b66\u4e60\u8bad\u7ec3\u7684\u65e0\u9650\u8bb0\u5fc6\u667a\u80fd\u4f53\uff0c\u5b83\u53ef\u4ee5\u4ece\u4e13\u5bb6\u6570\u636e\u4e2d\u5b66\u4e60\u7b56\u7565\uff0c\u4ece\u800c\u6539\u5584\u5bf9\u672a\u89c1\u73af\u5883\u7a7a\u95f4\u7684\u63a2\u7d22\u548c\u5229\u7528\uff0c\u4ee5\u53ca\u65b0\u5174\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5982\u56fe\u00a03\u00a0\u6240\u793a\u3002\u51ed\u501f\u4e13\u5bb6\u7279\u5f81\u6765\u5e2e\u52a9\u667a\u80fd\u4f53\u66f4\u597d\u5730\u63a2\u7d22\u548c\u5229\u7528\u672a\u89c1\u7684\u73af\u5883\u7a7a\u95f4\u3002\u667a\u80fd\u4f53 AI 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AI \u80cc\u540e\u7684\u5173\u952e\u601d\u60f3\u6709\u4e24\u4e2a\u90e8\u5206\uff1a1) \u65e0\u9650\u667a\u80fd\u4f53\uff0c\u5b83\u6536\u96c6\u7269\u7406\u4e16\u754c\u7684\u4e13\u5bb6\u6f14\u793a\u4f5c\u4e3a\u72b6\u6001-\u52a8\u4f5c\u5bf9\uff1b2) \u6a21\u4eff\u667a\u80fd\u4f53\u751f\u6210\u5668\u7684\u865a\u62df\u73af\u5883\u3002\u6a21\u4eff\u667a\u80fd\u4f53\u4ea7\u751f\u6a21\u4eff\u4e13\u5bb6\u884c\u4e3a\u7684\u52a8\u4f5c\uff0c\u800c\u667a\u80fd\u4f53\u901a\u8fc7\u51cf\u5c11\u4e13\u5bb6\u52a8\u4f5c\u548c\u5b66\u4e60\u7b56\u7565\u751f\u6210\u7684\u52a8\u4f5c\u4e4b\u95f4\u7684\u5dee\u5f02\u7684\u635f\u5931\u51fd\u6570\u6765\u5b66\u4e60\u4ece\u72b6\u6001\u5230\u52a8\u4f5c\u7684\u7b56\u7565\u6620\u5c04\u3002<\/p>\n<h5>\u89e3\u8026 \u2192 \u6cdb\u5316<\/h5>\n<p>\u667a\u80fd\u4f53\u4e0d\u662f\u4f9d\u8d56\u4e8e\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u5956\u52b1\u51fd\u6570\uff0c\u800c\u662f\u4ece\u4e13\u5bb6\u6f14\u793a\u4e2d\u5b66\u4e60\uff0c\u8fd9\u4e9b\u6f14\u793a\u63d0\u4f9b\u4e86\u4e00\u7ec4\u6db5\u76d6\u5404\u79cd\u4efb\u52a1\u65b9\u9762\u7684\u591a\u6837\u5316\u7684\u72b6\u6001-\u52a8\u4f5c\u5bf9\u3002\u7136\u540e\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u6a21\u4eff\u4e13\u5bb6\u7684\u884c\u4e3a\u6765\u5b66\u4e60\u5c06\u72b6\u6001\u6620\u5c04\u5230\u52a8\u4f5c\u7684\u7b56\u7565\u3002\u6a21\u4eff\u5b66\u4e60\u4e2d\u7684\u89e3\u8026\u662f\u6307\u5c06\u5b66\u4e60\u8fc7\u7a0b\u4e0e\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u5956\u52b1\u51fd\u6570\u5206\u79bb\uff0c\u4ece\u800c\u5141\u8bb8\u7b56\u7565\u5728\u4e0d\u540c\u7684\u4efb\u52a1\u4e2d\u6cdb\u5316\uff0c\u800c\u65e0\u9700\u660e\u786e\u4f9d\u8d56\u4e8e\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u5956\u52b1\u51fd\u6570\u3002\u901a\u8fc7\u89e3\u8026\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u4ece\u4e13\u5bb6\u6f14\u793a\u4e2d\u5b66\u4e60\uff0c\u5e76\u5b66\u4e60\u4e00\u79cd\u53ef\u4ee5\u9002\u5e94\u5404\u79cd\u60c5\u51b5\u7684\u7b56\u7565\u3002\u89e3\u8026\u4f7f\u8fc1\u79fb\u5b66\u4e60\u6210\u4e3a\u53ef\u80fd\uff0c\u5176\u4e2d\u5728\u4e00\u4e2a\u9886\u57df\u5b66\u4e60\u7684\u7b56\u7565\u53ef\u4ee5\u901a\u8fc7\u6700\u5c11\u7684\u5fae\u8c03\u6765\u9002\u5e94\u5176\u4ed6\u9886\u57df\u3002\u901a\u8fc7\u5b66\u4e60\u4e0d\u4e0e\u7279\u5b9a\u5956\u52b1\u51fd\u6570\u7ed1\u5b9a\u7684\u901a\u7528\u7b56\u7565\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5229\u7528\u5b83\u5728\u4e00\u4e2a\u4efb\u52a1\u4e2d\u83b7\u5f97\u7684\u77e5\u8bc6\u5728\u5176\u4ed6\u76f8\u5173\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\u3002\u7531\u4e8e\u667a\u80fd\u4f53\u4e0d\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7684\u5956\u52b1\u51fd\u6570\uff0c\u5b83\u53ef\u4ee5\u9002\u5e94\u5956\u52b1\u51fd\u6570\u6216\u73af\u5883\u7684\u53d8\u5316\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u5927\u91cf\u7684\u91cd\u65b0\u8bad\u7ec3\u3002\u8fd9\u4f7f\u5f97\u5b66\u4e60\u5230\u7684\u7b56\u7565\u5728\u4e0d\u540c\u7684\u73af\u5883\u4e2d\u66f4\u52a0\u7a33\u5065\u548c\u901a\u7528\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u89e3\u8026\u662f\u6307\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u4e24\u4e2a\u4efb\u52a1\u7684\u5206\u79bb\uff1a\u5b66\u4e60\u5956\u52b1\u51fd\u6570\u548c\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3cc0593b0703242.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-3\" \/><br \/>\n\u56fe 3: \u4f7f\u7528\u667a\u80fd\u4f53\u4ece\u5019\u9009\u6587\u672c\u4e2d\u8bc6\u522b\u4e0e\u56fe\u50cf\u76f8\u5173\u7684\u6587\u672c\u7684\u65b0\u5174\u4ea4\u4e92\u673a\u5236\u793a\u4f8b\u3002\u8be5\u4efb\u52a1\u6d89\u53ca\u4f7f\u7528\u6765\u81ea\u7f51\u7edc\u7684 \u591a\u6a21\u6001 AI \u667a\u80fd\u4f53\u548c\u4eba\u5de5\u6807\u6ce8\u7684\u77e5\u8bc6\u4ea4\u4e92\u6837\u672c\u6765\u6574\u5408\u5916\u90e8\u4e16\u754c\u4fe1\u606f\u3002<\/p>\n<h5>\u6cdb\u5316 \u2192 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AI\uff08\u5982\u5c06\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\u4e0e\u56fe\u50cf\u8bc6\u522b\u76f8\u7ed3\u5408\uff09\uff0c\u6216\u66f4\u65b0\u7b97\u6cd5\u4ee5\u66f4\u597d\u5730\u5904\u7406\u590d\u6742\u7684\u4efb\u52a1\u3002\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u63a8\u7406\u6d89\u53ca\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u3002\u8fd9\u5305\u62ec\u638c\u63e1\u8bed\u6c14\u3001\u610f\u56fe\u548c\u4e0d\u540c\u8bed\u8a00\u7ed3\u6784\u7684\u7ec6\u5fae\u5dee\u522b\u3002<\/p>\n<h5>\u4eba\u5728\u56de\u8def\u4e2d(HITL)\u3002<\/h5>\n<p>\u5728\u4eba\u7c7b\u5224\u65ad\u81f3\u5173\u91cd\u8981\u7684\u9886\u57df\uff08\u5982\u4f26\u7406\u8003\u91cf\u3001\u521b\u9020\u6027\u4efb\u52a1\u6216\u6a21\u68f1\u4e24\u53ef\u7684\u573a\u666f\uff09\u4e2d\uff0c\u8ba9\u4eba\u7c7b\u53c2\u4e0e\u4ee5\u589e\u5f3a AI 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AI \u7684\u63a8\u7406\u80fd\u529b\u53ef\u80fd\u6d89\u53ca\u5728\u4e13\u95e8\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3 AI 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\u667a\u80fd\u4f53\u4e2d\u7684\u63a8\u7406\u589e\u5f3a\u6d89\u53ca\u901a\u8fc7\u989d\u5916\u7684\u6570\u636e\u3001\u6539\u8fdb\u7684\u7b97\u6cd5\u3001\u4eba\u5de5\u8f93\u5165\u548c\u5176\u4ed6\u6280\u672f\u6765\u589e\u5f3a\u5176\u81ea\u7136\u63a8\u7406\u80fd\u529b\u7684\u65b9\u6cd5\u3002\u6839\u636e\u7528\u4f8b\uff0c\u8fd9\u79cd\u589e\u5f3a\u5bf9\u4e8e\u5904\u7406\u590d\u6742\u7684\u4efb\u52a1\u5e76\u786e\u4fdd\u667a\u80fd\u4f53\u8f93\u51fa\u7684\u51c6\u786e\u6027\u901a\u5e38\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h4>2.2.6 \u76d1\u7ba1<\/h4>\n<p>\u6700\u8fd1\uff0c\u667a\u80fd\u4f53 AI \u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u6b65\uff0c\u5e76\u4e14\u5176\u4e0e\u5177\u8eab\u7cfb\u7edf\u7684\u96c6\u6210\u4e3a\u901a\u8fc7\u66f4\u5177\u6c89\u6d78\u611f\u3001\u52a8\u6001\u611f\u548c\u5438\u5f15\u529b\u7684\u4f53\u9a8c\u4e0e\u667a\u80fd\u4f53\u8fdb\u884c\u4ea4\u4e92\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u4e3a\u4e86\u52a0\u5feb\u8fd9\u4e00\u8fdb\u7a0b\u5e76\u51cf\u8f7b\u667a\u80fd\u4f53 AI \u5f00\u53d1\u4e2d\u7684\u7e41\u7410\u5de5\u4f5c\uff0c\u6211\u4eec\u5efa\u8bae\u5f00\u53d1\u4e0b\u4e00\u4ee3 AI \u8d4b\u80fd\u7684\u667a\u80fd\u4f53\u4ea4\u4e92\u7ba1\u9053\u3002\u5f00\u53d1\u4e00\u4e2a\u4eba\u673a\u534f\u4f5c\u7cfb\u7edf\uff0c\u4f7f\u4eba\u7c7b\u548c\u673a\u5668\u80fd\u591f\u8fdb\u884c\u6709\u610f\u4e49\u7684\u6c9f\u901a\u548c\u4e92\u52a8\u3002\u8be5\u7cfb\u7edf\u53ef\u4ee5\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u6216\u89c6\u89c9\u8bed\u8a00\u6a21\u578b(VLM)\u7684\u5bf9\u8bdd\u80fd\u529b\u548c\u5e7f\u6cdb\u7684\u52a8\u4f5c\u6765\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u4ea4\u8c08\u5e76\u8bc6\u522b\u4eba\u7c7b\u7684\u9700\u6c42\u3002\u7136\u540e\uff0c\u5b83\u5c06\u6839\u636e\u8981\u6c42\u6267\u884c\u9002\u5f53\u7684\u52a8\u4f5c\u6765\u5e2e\u52a9\u4eba\u7c7b\u73a9\u5bb6\u3002<\/p>\n<p>\u5f53\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b(LLM)\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b(VLM)\u8fdb\u884c\u4eba\u673a\u534f\u4f5c\u7cfb\u7edf\u65f6\uff0c\u5fc5\u987b\u6ce8\u610f\uff0c\u8fd9\u4e9b\u6a21\u578b\u4f5c\u4e3a\u9ed1\u76d2\u5b50\u8fd0\u884c\uff0c\u4f1a\u4ea7\u751f\u4e0d\u53ef\u9884\u6d4b\u7684\u8f93\u51fa\u3002\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u5728\u7269\u7406\u8bbe\u7f6e\u4e2d\uff08\u4f8b\u5982\u64cd\u4f5c\u5b9e\u9645\u7684\u673a\u5668\u4eba\uff09\u53ef\u80fd\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u89e3\u51b3\u6b64\u6311\u6218\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u6765\u9650\u5236\u5927\u8bed\u8a00\u6a21\u578b(LLM)\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b(VLM)\u7684\u7126\u70b9\u3002\u4f8b\u5982\uff0c\u5728\u6839\u636e\u6307\u4ee4\u8fdb\u884c\u673a\u5668\u4eba\u4efb\u52a1\u89c4\u5212\u65f6\uff0c\u636e\u62a5\u9053\uff0c\u5728\u63d0\u793a\u4e2d\u63d0\u4f9b\u73af\u5883\u4fe1\u606f\u6bd4\u4ec5\u4f9d\u8d56\u6587\u672c Gramopadhye \u548c Szafir (2022) \u4ea7\u751f\u66f4\u7a33\u5b9a\u7684\u8f93\u51fa\u3002\u8be5\u62a5\u544a\u5f97\u5230\u4e86\u660e\u65af\u57fa\u7684 AI \u6846\u67b6\u7406\u8bba Minsky (1975) \u7684\u652f\u6301\uff0c\u8be5\u7406\u8bba\u8868\u660e\uff0c\u5927\u8bed\u8a00\u6a21\u578b(LLM)\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b(VLM)\u8981\u89e3\u51b3\u7684\u95ee\u9898\u7a7a\u95f4\u7531\u7ed9\u5b9a\u7684\u63d0\u793a\u5b9a\u4e49\u3002\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u8bbe\u8ba1\u63d0\u793a\uff0c\u4f7f\u5927\u8bed\u8a00\u6a21\u578b(LLM)\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b(VLM)\u5305\u542b\u89e3\u91ca\u6027\u6587\u672c\uff0c\u4ee5\u4f7f\u7528\u6237\u80fd\u591f\u7406\u89e3\u6a21\u578b\u5173\u6ce8\u6216\u8bc6\u522b\u7684\u5185\u5bb9\u3002\u6b64\u5916\uff0c\u5b9e\u73b0\u66f4\u9ad8\u5c42\uff0c\u5141\u8bb8\u5728\u4eba\u5de5\u6307\u5bfc\u4e0b\u8fdb\u884c\u9884\u6267\u884c\u9a8c\u8bc1\u548c\u4fee\u6539\uff0c\u53ef\u4ee5\u4fc3\u8fdb\u5728\u6b64\u7c7b\u6307\u5bfc\u4e0b\u5de5\u4f5c\u7684\u7cfb\u7edf\u7684\u8fd0\u884c\uff08\u56fe\u00a04\uff09\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6ffe2854665853e.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-4\" \/><br \/>\n\u56fe 4: \u5728 Wake \u7b49\u4eba (2023c) \u4e2d\u5f00\u53d1\u7684\u673a\u5668\u4eba\u6559\u5b66\u7cfb\u7edf\u3002\uff08\u5de6\uff09\u7cfb\u7edf\u5de5\u4f5c\u6d41\u7a0b\u3002\u8be5\u8fc7\u7a0b\u5305\u62ec\u4e09\u4e2a\u6b65\u9aa4\uff1a\u4efb\u52a1\u89c4\u5212\uff0c\u5176\u4e2d <a href=\"https:\/\/www.kdjingpai.com\/pt\/chatgpt-6\/\">ChatGPT<\/a> \u6839\u636e\u6307\u4ee4\u548c\u73af\u5883\u4fe1\u606f\u89c4\u5212\u673a\u5668\u4eba\u4efb\u52a1\uff1b\u6f14\u793a\uff0c\u7528\u6237\u4ee5\u53ef\u89c6\u5316\u65b9\u5f0f\u6f14\u793a\u52a8\u4f5c\u5e8f\u5217\u3002\u6240\u6709\u6b65\u9aa4\u90fd\u7531\u7528\u6237\u5ba1\u6838\uff0c\u5982\u679c\u4efb\u4f55\u6b65\u9aa4\u5931\u8d25\u6216\u663e\u793a\u7f3a\u9677\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u8981\u91cd\u65b0\u8bbf\u95ee\u4e4b\u524d\u7684\u6b65\u9aa4\u3002\uff08\u53f3\uff09\u4e00\u4e2a Web \u5e94\u7528\u7a0b\u5e8f\uff0c\u5141\u8bb8\u4e0a\u4f20\u6f14\u793a\u6570\u636e\u4ee5\u53ca\u7528\u6237\u548c ChatGPT \u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/p>\n<h3>2.3 \u7528\u4e8e\u6d8c\u73b0\u80fd\u529b\u7684\u667a\u80fd\u4f53 AI<\/h3>\n<p>\u5c3d\u7ba1\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53 AI \u7cfb\u7edf\u7684\u91c7\u7528\u8d8a\u6765\u8d8a\u591a\uff0c\u4f46\u5927\u591a\u6570\u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u672a\u89c1\u73af\u5883\u6216\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u6027\u80fd\u65b9\u9762\u4ecd\u7136\u9762\u4e34\u6311\u6218\u3002\u5f53\u524d\u7684\u5efa\u6a21\u5b9e\u8df5\u8981\u6c42\u5f00\u53d1\u4eba\u5458\u4e3a\u6bcf\u4e2a\u9886\u57df\u51c6\u5907\u5927\u578b\u6570\u636e\u96c6\uff0c\u4ee5\u5fae\u8c03\/\u9884\u8bad\u7ec3\u6a21\u578b\uff1b\u7136\u800c\uff0c\u5982\u679c\u8be5\u9886\u57df\u662f\u65b0\u7684\uff0c\u5219\u6b64\u8fc7\u7a0b\u6210\u672c\u9ad8\u6602\u751a\u81f3\u4e0d\u53ef\u80fd\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u5229\u7528\u901a\u7528\u57fa\u7840\u6a21\u578b\uff08ChatGPT\u3001Dall-E\u3001GPT-4 \u7b49\uff09\u7684\u77e5\u8bc6\u8bb0\u5fc6\u6765\u5904\u7406\u65b0\u573a\u666f\u7684\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\uff0c\u7279\u522b\u662f\u4e3a\u4e86\u5728\u4eba\u548c\u667a\u80fd\u4f53\u4e4b\u95f4\u751f\u6210\u534f\u4f5c\u7a7a\u95f4\u3002\u6211\u4eec\u53d1\u73b0\u4e86\u4e00\u79cd\u6d8c\u73b0\u673a\u5236\u2014\u2014\u6211\u4eec\u79f0\u4e4b\u4e3a\u5177\u6709\u77e5\u8bc6\u63a8\u7406\u4ea4\u4e92\u7684\u6df7\u5408\u73b0\u5b9e\u2014\u2014\u5b83\u6709\u52a9\u4e8e\u4e0e\u4eba\u7c7b\u534f\u4f5c\uff0c\u4ee5\u89e3\u51b3\u590d\u6742\u73b0\u5b9e\u73af\u5883\u4e2d\u7684\u6311\u6218\u6027\u4efb\u52a1\uff0c\u5e76\u80fd\u591f\u63a2\u7d22\u672a\u89c1\u7684\u73af\u5883\u4ee5\u9002\u5e94\u865a\u62df\u73b0\u5b9e\u3002\u5bf9\u4e8e\u8fd9\u79cd\u673a\u5236\uff0c\u667a\u80fd\u4f53\u5b66\u4e60 i) \u8de8\u6a21\u6001\u7684\u5fae\u53cd\u5e94\uff1a\u4ece\u663e\u5f0f\u7f51\u7edc\u6765\u6e90\u6536\u96c6\u6bcf\u4e2a\u4ea4\u4e92\u4efb\u52a1\u7684\u76f8\u5173\u4e2a\u4f53\u77e5\u8bc6\uff08\u4f8b\u5982\uff0c\u7406\u89e3\u672a\u89c1\u7684\u573a\u666f\uff09\uff0c\u5e76\u901a\u8fc7\u4ece\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u8f93\u51fa\u4e2d\u9690\u5f0f\u63a8\u65ad\uff1bii) \u5728\u4e0e\u73b0\u5b9e\u65e0\u5173\u7684\u5b8f\u89c2\u884c\u4e3a\uff1a\u6539\u8fdb\u8bed\u8a00\u548c\u591a\u6a21\u6001\u9886\u57df\u7684\u4ea4\u4e92\u7ef4\u5ea6\u548c\u6a21\u5f0f\uff0c\u5e76\u6839\u636e\u8868\u5f81\u7684\u89d2\u8272\u3001\u67d0\u4e9b\u76ee\u6807\u53d8\u91cf\u3001\u6df7\u5408\u73b0\u5b9e\u548c\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u4e2d\u534f\u4f5c\u4fe1\u606f\u7684\u5f71\u54cd\u591a\u6837\u5316\u8fdb\u884c\u66f4\u6539\u3002\u6211\u4eec\u7814\u7a76\u4e86\u77e5\u8bc6\u5f15\u5bfc\u7684\u4ea4\u4e92\u534f\u540c\u6548\u5e94\u7684\u4efb\u52a1\uff0c\u4ee5\u4fbf\u4e0e\u5404\u79cd OpenAI \u6a21\u578b\u534f\u4f5c\u8fdb\u884c\u573a\u666f\u751f\u6210\uff0c\u5e76\u5c55\u793a\u4e86\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\u7cfb\u7edf\u5982\u4f55\u5728\u6211\u4eec\u7684\u8bbe\u7f6e\u4e2d\u8fdb\u4e00\u6b65\u63d0\u5347\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u6709\u5e0c\u671b\u7684\u7ed3\u679c\u3002\u5b83\u6574\u5408\u5e76\u63d0\u9ad8\u4e86\u590d\u6742\u81ea\u9002\u5e94 AI \u7cfb\u7edf\u7684\u6cdb\u5316\u6df1\u5ea6\u3001\u610f\u8bc6\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>3 \u667a\u80fd\u4f53 AI \u8303\u5f0f<\/h2>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba\u4e00\u79cd\u7528\u4e8e\u8bad\u7ec3\u667a\u80fd\u4f53 AI \u7684\u65b0\u8303\u5f0f\u548c\u6846\u67b6\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u63d0\u51fa\u7684\u6846\u67b6\u5b9e\u73b0\u4ee5\u4e0b\u51e0\u4e2a\u76ee\u6807\uff1a<\/p>\n<ul>\n<li><strong>\u2022<\/strong><br \/>\n\u5229\u7528\u73b0\u6709\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u9884\u8bad\u7ec3\u7b56\u7565\uff0c\u6709\u6548\u5730\u5f15\u5bfc\u6211\u4eec\u7684\u667a\u80fd\u4f53\u7406\u89e3\u91cd\u8981\u7684\u6a21\u6001\uff0c\u4f8b\u5982\u6587\u672c\u6216\u89c6\u89c9\u8f93\u5165\u3002<\/li>\n<li><strong>\u2022<\/strong><br \/>\n\u652f\u6301\u8db3\u591f\u7684\u957f\u671f\u4efb\u52a1\u89c4\u5212\u80fd\u529b\u3002<\/li>\n<li><strong>\u2022<\/strong><br \/>\n\u5f15\u5165\u4e00\u4e2a\u8bb0\u5fc6\u6846\u67b6\uff0c\u5141\u8bb8\u5c06\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u7f16\u7801\u5e76\u5728\u4ee5\u540e\u68c0\u7d22\u3002<\/li>\n<li><strong>\u2022<\/strong><br \/>\n\u5141\u8bb8\u4f7f\u7528\u73af\u5883\u53cd\u9988\u6765\u6709\u6548\u5730\u8bad\u7ec3\u667a\u80fd\u4f53\u5b66\u4e60\u91c7\u53d6\u54ea\u4e9b\u884c\u52a8\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u5728\u56fe\u00a05\u00a0\u4e2d\u5c55\u793a\u4e86\u4e00\u4e2a\u9ad8\u7ea7\u7684\u65b0\u667a\u80fd\u4f53\u56fe\uff0c\u6982\u8ff0\u4e86\u8fd9\u79cd\u7cfb\u7edf\u7684\u91cd\u8981\u5b50\u6a21\u5757\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/893a5d2140b345e.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" \/><br \/>\n\u56fe 5: \u6211\u4eec\u63d0\u51fa\u7684\u7528\u4e8e\u591a\u6a21\u6001\u901a\u7528\u667a\u80fd\u4f53\u7684\u65b0\u667a\u80fd\u4f53\u8303\u5f0f\u3002\u5982\u56fe\u6240\u793a\uff0c\u6709 5 \u4e2a\u4e3b\u8981\u6a21\u5757\uff1a1) \u73af\u5883\u548c\u611f\u77e5\uff0c\u5305\u62ec\u4efb\u52a1\u89c4\u5212\u548c\u6280\u80fd\u89c2\u5bdf\uff1b2) \u667a\u80fd\u4f53\u5b66\u4e60\uff1b3) \u8bb0\u5fc6\uff1b4) \u667a\u80fd\u4f53\u884c\u52a8\uff1b5) \u8ba4\u77e5\u3002<\/p>\n<h3>3.1 \u5927\u8bed\u8a00\u6a21\u578b \u548c \u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/h3>\n<p>\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6216\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u6765\u5f15\u5bfc\u667a\u80fd\u4f53\u7684\u7ec4\u4ef6\uff0c\u5982\u56fe\u00a05\u00a0\u6240\u793a\u3002\u7279\u522b\u662f\uff0c\u5927\u8bed\u8a00\u6a21\u578b \u5df2\u88ab\u8bc1\u660e\u5728\u4efb\u52a1\u89c4\u5212\u65b9\u9762\u8868\u73b0\u826f\u597d Gong \u7b49\u4eba (2023a)\uff0c\u5305\u542b\u5927\u91cf\u7684\u4e16\u754c\u77e5\u8bc6 Yu \u7b49\u4eba (2023b)\uff0c\u5e76\u5c55\u73b0\u51fa\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b Creswell \u7b49\u4eba (2022)\u3002\u6b64\u5916\uff0c\u50cf CLIP Radford \u7b49\u4eba (2021) \u8fd9\u6837\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e0e\u8bed\u8a00\u5bf9\u9f50\u7684\u901a\u7528\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u4ee5\u53ca\u63d0\u4f9b\u96f6\u6837\u672c\u89c6\u89c9\u8bc6\u522b\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u6700\u5148\u8fdb\u7684\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5982 LLaVA Liu \u7b49\u4eba (2023c) \u548c InstructBLIP Dai \u7b49\u4eba (2023) \u4f9d\u8d56\u4e8e\u51bb\u7ed3\u7684 CLIP \u6a21\u578b\u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bbe6faec7c0ecfb.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-4\" \/><br \/>\n\u56fe 6: \u6211\u4eec\u5c55\u793a\u4e86\u901a\u8fc7\u5c06\u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u4e0e\u5927\u578b\u89c6\u89c9\u6a21\u578b \uff08LVM\uff09 \u76f8\u7ed3\u5408\u6765\u521b\u5efa\u591a\u6a21\u6001 AI \u667a\u80fd\u4f53\u7684\u5f53\u524d\u8303\u5f0f\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u8fd9\u4e9b\u6a21\u578b\u63a5\u53d7\u89c6\u89c9\u6216\u8bed\u8a00\u8f93\u5165\uff0c\u5e76\u4f7f\u7528\u9884\u8bad\u7ec3\u548c\u51bb\u7ed3\u7684\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b\uff0c\u5b66\u4e60\u8fde\u63a5\u548c\u6865\u63a5\u6a21\u6001\u7684\u8f83\u5c0f\u7684\u5b50\u7f51\u7edc\u3002\u4f8b\u5982 Flamingo Alayrac \u7b49\u4eba (2022), BLIP-2 Li \u7b49\u4eba (2023c), InstructBLIP Dai \u7b49\u4eba (2023), \u548c LLaVA Liu \u7b49\u4eba (2023c)\u3002<\/p>\n<h3>3.2 \u667a\u80fd\u4f53 Transformer \u5b9a\u4e49<\/h3>\n<p>\u9664\u4e86\u4f7f\u7528\u51bb\u7ed3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a AI \u667a\u80fd\u4f53\u4e4b\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e2a\u5355\u4e00\u7684\u667a\u80fd\u4f53 <a href=\"https:\/\/www.kdjingpai.com\/pt\/transformer\/\">Transformer<\/a> \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5c06\u89c6\u89c9 <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">Token<\/a> \u548c\u8bed\u8a00 Token \u4f5c\u4e3a\u8f93\u5165\uff0c\u7c7b\u4f3c\u4e8e Gato Reed \u7b49\u4eba (2022)\u3002\u9664\u4e86\u89c6\u89c9\u548c\u8bed\u8a00\uff0c\u6211\u4eec\u8fd8\u6dfb\u52a0\u4e86\u7b2c\u4e09\u79cd\u901a\u7528\u7c7b\u578b\u7684\u8f93\u5165\uff0c\u6211\u4eec\u5c06\u5176\u8868\u793a\u4e3a<strong>\u667a\u80fd\u4f53<\/strong>\u00a0Token\u3002\u4ece\u6982\u5ff5\u4e0a\u8bb2\uff0c\u667a\u80fd\u4f53 Token \u7528\u4e8e\u4e3a\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u7a7a\u95f4\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u4fdd\u7559\u4e00\u4e2a\u7279\u5b9a\u7684\u5b50\u7a7a\u95f4\u3002\u5bf9\u4e8e\u673a\u5668\u4eba\u6216\u6e38\u620f\uff0c\u8fd9\u53ef\u4ee5\u8868\u793a\u4e3a\u63a7\u5236\u5668\u7684\u8f93\u5165\u52a8\u4f5c\u7a7a\u95f4\u3002\u5f53\u8bad\u7ec3\u667a\u80fd\u4f53\u4f7f\u7528\u7279\u5b9a\u7684\u5de5\u5177\u65f6\uff0c\u4f8b\u5982\u56fe\u50cf\u751f\u6210\u6216\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\uff0c\u6216\u7528\u4e8e\u5176\u4ed6 API \u8c03\u7528\u65f6\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u667a\u80fd\u4f53 Token\u3002\u5982\u56fe\u00a07\u00a0\u6240\u793a\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u667a\u80fd\u4f53 Token \u4e0e\u89c6\u89c9\u548c\u8bed\u8a00 Token \u7ed3\u5408\u8d77\u6765\uff0c\u4e3a\u8bad\u7ec3\u591a\u6a21\u6001\u667a\u80fd\u4f53 AI \u751f\u6210\u7edf\u4e00\u7684\u63a5\u53e3\u3002\u4e0e\u4f7f\u7528\u5927\u578b\u4e13\u6709\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u667a\u80fd\u4f53\u76f8\u6bd4\uff0c\u4f7f\u7528\u667a\u80fd\u4f53 Transformer \u6709\u51e0\u4e2a\u4f18\u70b9\u3002\u9996\u5148\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5b9a\u5236\u5230\u975e\u5e38\u7279\u5b9a\u7684\u667a\u80fd\u4f53\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u53ef\u80fd\u5f88\u96be\u7528\u81ea\u7136\u8bed\u8a00\u8868\u793a\uff08\u4f8b\u5982\uff0c\u63a7\u5236\u5668\u8f93\u5165\u6216\u5176\u4ed6\u7279\u5b9a\u52a8\u4f5c\uff09\u3002\u56e0\u6b64\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u4ece\u73af\u5883\u4ea4\u4e92\u548c\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u4e2d\u5b66\u4e60\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002\u5176\u6b21\uff0c\u901a\u8fc7\u8bbf\u95ee\u667a\u80fd\u4f53 Token \u7684\u6982\u7387\uff0c\u53ef\u4ee5\u66f4\u5bb9\u6613\u5730\u7406\u89e3\u6a21\u578b\u4e3a\u4ec0\u4e48\u91c7\u53d6\u6216\u4e0d\u91c7\u53d6\u7279\u5b9a\u884c\u52a8\u3002\u7b2c\u4e09\uff0c\u67d0\u4e9b\u9886\u57df\uff08\u5982\u533b\u7597\u4fdd\u5065\u548c\u6cd5\u5f8b\uff09\u5177\u6709\u4e25\u683c\u7684\u6570\u636e\u9690\u79c1\u8981\u6c42\u3002\u6700\u540e\uff0c\u4e00\u4e2a\u76f8\u5bf9\u8f83\u5c0f\u7684\u667a\u80fd\u4f53 Transformer \u53ef\u80fd\u6bd4\u4e00\u4e2a\u8f83\u5927\u7684\u4e13\u6709\u8bed\u8a00\u6a21\u578b\u4fbf\u5b9c\u5f97\u591a\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b415bfaf197bc30.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" \/><br \/>\n\u56fe 7: \u7edf\u4e00\u7684\u667a\u80fd\u4f53\u591a\u6a21\u6001 Transformer \u6a21\u578b\u3002\u6211\u4eec\u6ca1\u6709\u8fde\u63a5\u51bb\u7ed3\u7684\u5b50\u6a21\u5757\u5e76\u4f7f\u7528\u73b0\u6709\u7684\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u6784\u5efa\u5757\uff0c\u800c\u662f\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u4e8e\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u7edf\u4e00\u7684\u7aef\u5230\u7aef\u8bad\u7ec3\u8303\u5f0f\u3002\u6211\u4eec\u4ecd\u7136\u53ef\u4ee5\u4f7f\u7528\u56fe 6 \u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5927\u578b\u89c6\u89c9\u6a21\u578b\u521d\u59cb\u5316\u5b50\u6a21\u5757\uff0c\u4f46\u4e5f\u53ef\u4ee5\u4f7f\u7528\u667a\u80fd\u4f53 Token\uff0c\u8fd9\u662f\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\uff08\u4f8b\u5982\uff0c\u673a\u5668\u4eba\uff09\u4e2d\u6267\u884c\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u4e13\u7528 Token\u3002\u6709\u5173\u667a\u80fd\u4f53 Token \u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u89c1\u7b2c 3.2 \u8282\u3002<\/p>\n<h3>3.3 \u667a\u80fd\u4f53 Transformer \u7684\u521b\u5efa<\/h3>\n<p>\u5982\u4e0a\u56fe\u00a05\u00a0\u6240\u793a\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u65b0\u7684\u667a\u80fd\u4f53\u8303\u5f0f\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5f15\u5bfc\u7684\u667a\u80fd\u4f53\u4e00\u8d77\u4f7f\u7528\uff0c\u5e76\u5229\u7528\u5927\u578b\u57fa\u7840\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u6765\u8bad\u7ec3\u667a\u80fd\u4f53 Transformer \u6a21\u578b\uff0c\u4ee5\u5b66\u4e60\u6267\u884c\u7279\u5b9a\u76ee\u6807\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u53ef\u4ee5\u4e13\u95e8\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u548c\u9886\u57df\u8fdb\u884c\u5b9a\u5236\u3002\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u60a8\u5229\u7528\u9884\u5148\u5b58\u5728\u7684\u57fa\u7840\u6a21\u578b\u6240\u5b66\u4e60\u5230\u7684\u7279\u5f81\u548c\u77e5\u8bc6\u3002\u6211\u4eec\u5728\u4e0b\u9762\u4ee5\u4e24\u4e2a\u6b65\u9aa4\u663e\u793a\u8be5\u8fc7\u7a0b\u7684\u7b80\u5316\u6982\u8ff0\uff1a<\/p>\n<h5>\u5728\u9886\u57df\u5185\u5b9a\u4e49\u76ee\u6807\u3002<\/h5>\n<p>\u4e3a\u4e86\u8bad\u7ec3\u667a\u80fd\u4f53 Transformer\uff0c\u9700\u8981\u660e\u786e\u5b9a\u4e49\u6bcf\u4e2a\u7279\u5b9a\u73af\u5883\u4e0b\u667a\u80fd\u4f53\u7684\u76ee\u6807\u548c\u52a8\u4f5c\u7a7a\u95f4\u3002\u8fd9\u5305\u62ec\u786e\u5b9a\u667a\u80fd\u4f53\u9700\u8981\u6267\u884c\u54ea\u4e9b\u7279\u5b9a\u4efb\u52a1\u6216\u64cd\u4f5c\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u6216\u64cd\u4f5c\u5206\u914d\u552f\u4e00\u7684\u667a\u80fd\u4f53 Token\u3002\u6b64\u5916\uff0c\u4efb\u4f55\u53ef\u7528\u4e8e\u8bc6\u522b\u4efb\u52a1\u6210\u529f\u5b8c\u6210\u7684\u81ea\u52a8\u89c4\u5219\u6216\u7a0b\u5e8f\u90fd\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u53ef\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\u91cf\u3002\u5426\u5219\uff0c\u5c06\u9700\u8981\u57fa\u7840\u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u6216\u4eba\u5de5\u6ce8\u91ca\u7684\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u6536\u96c6\u6570\u636e\u5e76\u53ef\u4ee5\u8bc4\u4f30\u667a\u80fd\u4f53\u7684\u6027\u80fd\u540e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u6301\u7eed\u6539\u8fdb\u7684\u8fc7\u7a0b\u3002<\/p>\n<h5>\u6301\u7eed\u6539\u8fdb\u3002<\/h5>\n<p>\u6301\u7eed\u76d1\u63a7\u6a21\u578b\u7684\u6027\u80fd\u548c\u6536\u96c6\u53cd\u9988\u662f\u8be5\u8fc7\u7a0b\u4e2d\u7684\u57fa\u672c\u6b65\u9aa4\u3002\u53cd\u9988\u5e94\u7528\u4e8e\u8fdb\u4e00\u6b65\u5fae\u8c03\u548c\u66f4\u65b0\u3002\u540c\u6837\u81f3\u5173\u91cd\u8981\u7684\u662f\u8981\u786e\u4fdd\u6a21\u578b\u4e0d\u4f1a\u4f7f\u504f\u89c1\u6216\u4e0d\u9053\u5fb7\u7684\u7ed3\u679c\u6c38\u4e45\u5316\u3002\u8fd9\u9700\u8981\u4ed4\u7ec6\u68c0\u67e5\u8bad\u7ec3\u6570\u636e\uff0c\u5b9a\u671f\u68c0\u67e5\u8f93\u51fa\u4e2d\u7684\u504f\u5dee\uff0c\u5e76\u4e14\u5982\u679c\u9700\u8981\uff0c\u8bad\u7ec3\u6a21\u578b\u4ee5\u8bc6\u522b\u548c\u907f\u514d\u504f\u5dee\u3002\u4e00\u65e6\u6a21\u578b\u8fbe\u5230\u4ee4\u4eba\u6ee1\u610f\u7684\u6027\u80fd\uff0c\u5c31\u53ef\u4ee5\u5c06\u5176\u90e8\u7f72\u5230\u9884\u671f\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u6301\u7eed\u76d1\u63a7\u4ecd\u7136\u81f3\u5173\u91cd\u8981\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u6309\u9884\u671f\u6267\u884c\u5e76\u4fc3\u8fdb\u5fc5\u8981\u7684\u8c03\u6574\u3002\u6709\u5173\u6b64\u8fc7\u7a0b\u3001\u8bad\u7ec3\u6570\u636e\u6765\u6e90\u4ee5\u53ca\u6709\u5173\u667a\u80fd\u4f53 AI \u6301\u7eed\u5b66\u4e60\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u89c1\u7b2c\u00a08\u00a0\u8282\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>4 \u667a\u80fd\u4f53 AI \u5b66\u4e60<\/h2>\n<h3>4.1 \u7b56\u7565\u548c\u673a\u5236<\/h3>\n<p>\u5728\u4e0d\u540c\u9886\u57df\u8fdb\u884c\u4ea4\u4e92\u5f0f AI \u7684\u7b56\u7565\u6269\u5c55\u4e86\u4f7f\u7528\u8bad\u7ec3\u6709\u7d20\u7684\u667a\u80fd\u4f53\u4e3b\u52a8\u5bfb\u6c42\u6536\u96c6\u7528\u6237\u53cd\u9988\u3001\u884c\u52a8\u4fe1\u606f\u3001\u7528\u4e8e\u751f\u6210\u548c\u4ea4\u4e92\u7684\u6709\u7528\u77e5\u8bc6\u6765\u8c03\u7528\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u8303\u5f0f\u3002\u6709\u65f6\uff0c\u65e0\u9700\u518d\u6b21\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u901a\u8fc7\u5728\u6d4b\u8bd5\u65f6\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u6539\u8fdb\u7684\u4e0a\u4e0b\u6587\u63d0\u793a\u6765\u63d0\u9ad8\u5b83\u4eec\u7684\u6027\u80fd\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u59cb\u7ec8\u6d89\u53ca\u901a\u8fc7\u4e09\u5143\u7cfb\u7edf\u7684\u7ec4\u5408\u8fdb\u884c\u77e5\u8bc6\/\u63a8\u7406\/\u5e38\u8bc6\/\u63a8\u7406\u4ea4\u4e92\u5efa\u6a21 &#8211; \u4e00\u4e2a\u7cfb\u7edf\u4ece\u591a\u6a21\u578b\u67e5\u8be2\u4e2d\u6267\u884c\u77e5\u8bc6\u68c0\u7d22\uff0c\u7b2c\u4e8c\u4e2a\u7cfb\u7edf\u4ece\u76f8\u5173\u667a\u80fd\u4f53\u6267\u884c\u4ea4\u4e92\u751f\u6210\uff0c\u6700\u540e\u4e00\u4e2a\u7cfb\u7edf\u901a\u8fc7\u6539\u8fdb\u7684\u65b9\u5f0f\u8bad\u7ec3\u65b0\u7684\u3001\u4fe1\u606f\u4e30\u5bcc\u7684\u81ea\u6211\u76d1\u7763\u8bad\u7ec3\u6216\u9884\u8bad\u7ec3\uff0c\u5305\u62ec\u5f3a\u5316\u5b66\u4e60\u6216\u6a21\u4eff\u5b66\u4e60\u3002<\/p>\n<h4>4.1.1 \u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/h4>\n<p>\u5229\u7528\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u8868\u73b0\u51fa\u667a\u80fd\u884c\u4e3a\u7684\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\u6709\u7740\u60a0\u4e45\u7684\u5386\u53f2\u3002\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u57fa\u4e8e\u5176\u884c\u52a8\u6240\u83b7\u5f97\u7684\u5956\u52b1\uff08\u6216\u60e9\u7f5a\uff09\u6765\u5b66\u4e60\u72b6\u6001\u548c\u884c\u52a8\u4e4b\u95f4\u6700\u4f73\u5173\u7cfb\u7684\u65b9\u6cd5\u3002\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u4e2a\u9ad8\u5ea6\u53ef\u6269\u5c55\u7684\u6846\u67b6\uff0c\u5df2\u5e94\u7528\u4e8e\u5305\u62ec\u673a\u5668\u4eba\u6280\u672f\u5728\u5185\u7684\u4f17\u591a\u5e94\u7528\uff0c\u4f46\u662f\uff0c\u5b83\u901a\u5e38\u9762\u4e34\u51e0\u4e2a\u6392\u884c\u699c\u95ee\u9898\uff0c\u5e76\u4e14\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5df2\u663e\u793a\u51fa\u5176\u51cf\u8f7b\u6216\u514b\u670d\u5176\u4e2d\u4e00\u4e9b\u56f0\u96be\u7684\u6f5c\u529b\uff1a<\/p>\n<ul>\n<li><strong>\u5956\u52b1\u8bbe\u8ba1<\/strong>\u7b56\u7565\u5b66\u4e60\u7684\u6548\u7387\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u5956\u52b1\u51fd\u6570\u7684\u8bbe\u8ba1\u3002\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570\u4e0d\u4ec5\u9700\u8981\u4e86\u89e3\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u8fd8\u9700\u8981\u6df1\u5165\u4e86\u89e3\u4efb\u52a1\u7684\u6027\u8d28\uff0c\u56e0\u6b64\u901a\u5e38\u9700\u8981\u6839\u636e\u4e13\u5bb6\u7ecf\u9a8c\u6765\u8bbe\u8ba1\u51fd\u6570\u3002\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570 Yu \u7b49\u4eba (2023a); Katara \u7b49\u4eba (2023); Ma \u7b49\u4eba (2023)\u3002<\/li>\n<li><strong>\u6570\u636e\u6536\u96c6\u548c\u6548\u7387<\/strong>\u00a0\u9274\u4e8e\u5176\u63a2\u7d22\u6027\u8d28\uff0c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u7b56\u7565\u5b66\u4e60\u9700\u8981\u5927\u91cf\u6570\u636e Padalkar \u7b49\u4eba (2023)\u3002\u5f53\u7b56\u7565\u6d89\u53ca\u7ba1\u7406\u957f\u5e8f\u5217\u6216\u96c6\u6210\u590d\u6742\u64cd\u4f5c\u65f6\uff0c\u5bf9\u5927\u91cf\u6570\u636e\u7684\u9700\u6c42\u53d8\u5f97\u5c24\u4e3a\u660e\u663e\u3002\u8fd9\u662f\u56e0\u4e3a\u8fd9\u4e9b\u573a\u666f\u9700\u8981\u66f4\u7ec6\u81f4\u7684\u51b3\u7b56\uff0c\u5e76\u4ece\u66f4\u5e7f\u6cdb\u7684\u60c5\u51b5\u4e2d\u5b66\u4e60\u3002\u5728\u6700\u8fd1\u7684\u7814\u7a76\u4e2d\uff0c\u4eba\u4eec\u81f4\u529b\u4e8e\u589e\u5f3a\u6570\u636e\u751f\u6210\u4ee5\u652f\u6301\u7b56\u7565\u5b66\u4e60 Kumar \u7b49\u4eba (2023); Du \u7b49\u4eba (2023)\u3002\u6b64\u5916\uff0c\u5728\u67d0\u4e9b\u7814\u7a76\u4e2d\uff0c\u8fd9\u4e9b\u6a21\u578b\u5df2\u96c6\u6210\u5230\u5956\u52b1\u51fd\u6570\u4e2d\uff0c\u4ee5\u6539\u8fdb\u7b56\u7565\u5b66\u4e60 Sontakke \u7b49\u4eba (2023)\u3002\u4e0e\u8fd9\u4e9b\u53d1\u5c55\u5e76\u884c\u7684\u662f\uff0c\u53e6\u4e00\u9879\u7814\u7a76\u4fa7\u91cd\u4e8e\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b Tang \u7b49\u4eba (2023); Li \u7b49\u4eba (2023d) \u548c\u5927\u8bed\u8a00\u6a21\u578b Shi \u7b49\u4eba (2023) \u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u53c2\u6570\u6548\u7387\u3002<\/li>\n<li><strong>\u957f\u65f6\u7a0b\u6b65\u9aa4<\/strong>\u00a0\u5173\u4e8e\u6570\u636e\u6548\u7387\u95ee\u9898\uff0c\u968f\u7740\u884c\u52a8\u5e8f\u5217\u957f\u5ea6\u7684\u589e\u52a0\uff0c\u5f3a\u5316\u5b66\u4e60\u53d8\u5f97\u66f4\u5177\u6311\u6218\u6027\u3002\u8fd9\u662f\u7531\u4e8e\u884c\u52a8\u548c\u5956\u52b1\u4e4b\u95f4\u7684\u5173\u7cfb\u4e0d\u660e\u786e\uff08\u79f0\u4e3a\u4fe1\u7528\u5206\u914d\u95ee\u9898\uff09\uff0c\u4ee5\u53ca\u9700\u8981\u63a2\u7d22\u7684\u72b6\u6001\u6570\u91cf\u589e\u52a0\uff0c\u9700\u8981\u5927\u91cf\u7684\u65f6\u95f4\u548c\u6570\u636e\u3002\u5bf9\u4e8e\u957f\u800c\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4e00\u79cd\u5178\u578b\u7684\u65b9\u6cd5\u662f\u5c06\u5b83\u4eec\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u5b50\u76ee\u6807\uff0c\u5e76\u5e94\u7528\u9884\u8bad\u7ec3\u7684\u7b56\u7565\u6765\u89e3\u51b3\u6bcf\u4e2a\u5b50\u76ee\u6807\uff08\u4f8b\u5982\uff0cTakamatsu \u7b49\u4eba (2022)\uff09\u3002\u8fd9\u4e2a\u60f3\u6cd5\u5c5e\u4e8e\u4efb\u52a1\u548c\u8fd0\u52a8\u89c4\u5212\uff08TAMP\uff09\u6846\u67b6 Garrett \u7b49\u4eba (2021)\u3002\u4efb\u52a1\u548c\u8fd0\u52a8\u89c4\u5212\u7531\u4e24\u4e2a\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\u7ec4\u6210\uff1a\u4efb\u52a1\u89c4\u5212\uff0c\u5b83\u9700\u8981\u8bc6\u522b\u9ad8\u7ea7\u64cd\u4f5c\u5e8f\u5217\uff0c\u4ee5\u53ca\u8fd0\u52a8\u89c4\u5212\uff0c\u5b83\u9700\u8981\u627e\u5230\u7269\u7406\u4e0a\u4e00\u81f4\u3001\u65e0\u78b0\u649e\u7684\u8f68\u8ff9\u6765\u5b9e\u73b0\u4efb\u52a1\u8ba1\u5212\u7684\u76ee\u6807\u3002\u5927\u8bed\u8a00\u6a21\u578b \u975e\u5e38\u9002\u5408\u4efb\u52a1\u548c\u8fd0\u52a8\u89c4\u5212\uff0c\u6700\u8fd1\u7684\u7814\u7a76\u901a\u5e38\u91c7\u7528\u8fd9\u6837\u4e00\u79cd\u65b9\u6cd5\uff0c\u5373\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6267\u884c\u9ad8\u7ea7\u4efb\u52a1\u89c4\u5212\uff0c\u800c\u4f4e\u7ea7\u63a7\u5236\u5219\u901a\u8fc7\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u7b56\u7565\u6765\u89e3\u51b3 Xu \u7b49\u4eba (2023); Sun \u7b49\u4eba (2023a); Li \u7b49\u4eba (2023b); Parakh \u7b49\u4eba (2023)\u3002\u5927\u8bed\u8a00\u6a21\u578b \u7684\u9ad8\u7ea7\u529f\u80fd\u4f7f\u5b83\u4eec\u80fd\u591f\u6709\u6548\u5730\u5c06\u62bd\u8c61\u6307\u4ee4\u5206\u89e3\u4e3a\u5b50\u76ee\u6807 Wake \u7b49\u4eba (2023c)\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u589e\u5f3a\u673a\u5668\u4eba\u7cfb\u7edf\u4e2d\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h4>4.1.2 \u6a21\u4eff\u5b66\u4e60\uff08IL\uff09<\/h4>\n<p>\u867d\u7136\u5f3a\u5316\u5b66\u4e60\u65e8\u5728\u57fa\u4e8e\u63a2\u7d22\u884c\u4e3a\u5e76\u6700\u5927\u5316\u4e0e\u73af\u5883\u4ea4\u4e92\u7684\u5956\u52b1\u6765\u8bad\u7ec3\u7b56\u7565\uff0c\u4f46\u6a21\u4eff\u5b66\u4e60\uff08IL\uff09\u65e8\u5728\u5229\u7528\u4e13\u5bb6\u6570\u636e\u6765\u6a21\u4eff\u7ecf\u9a8c\u4e30\u5bcc\u7684\u667a\u80fd\u4f53\u6216\u4e13\u5bb6\u7684\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u4eba\u6280\u672f\u4e2d\uff0c\u57fa\u4e8e\u6a21\u4eff\u5b66\u4e60\u7684\u4e3b\u8981\u6846\u67b6\u4e4b\u4e00\u662f\u884c\u4e3a\u514b\u9686\uff08BC\uff09\u3002\u884c\u4e3a\u514b\u9686\u662f\u4e00\u79cd\u901a\u8fc7\u76f4\u63a5\u590d\u5236\u6765\u8bad\u7ec3\u673a\u5668\u4eba\u6a21\u4eff\u4e13\u5bb6\u884c\u52a8\u7684\u65b9\u6cd5\u3002\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u8bb0\u5f55\u4e13\u5bb6\u5728\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u884c\u52a8\uff0c\u5e76\u8bad\u7ec3\u673a\u5668\u4eba\u5728\u7c7b\u4f3c\u60c5\u51b5\u4e0b\u590d\u5236\u8fd9\u4e9b\u884c\u52a8\u3002\u6700\u8fd1\u7684\u57fa\u4e8e\u884c\u4e3a\u514b\u9686\u7684\u65b9\u6cd5\u901a\u5e38\u7ed3\u5408\u4e86\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u6280\u672f\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7ea7\u7684\u7aef\u5230\u7aef\u6a21\u578b\u3002\u4f8b\u5982\uff0cBrohan \u7b49\u4eba\u63d0\u51fa\u4e86 RT-1 Brohan \u7b49\u4eba (2022) \u548c RT-2 Brohan \u7b49\u4eba (2023)\uff0c\u57fa\u4e8e Transformer \u7684\u6a21\u578b\uff0c\u5b83\u4eec\u4ee5\u4e00\u7cfb\u5217\u56fe\u50cf\u548c\u8bed\u8a00\u4f5c\u4e3a\u8f93\u5165\uff0c\u8f93\u51fa\u57fa\u5ea7\u548c\u624b\u81c2\u7684\u52a8\u4f5c\u5e8f\u5217\u3002\u636e\u62a5\u9053\uff0c\u8fd9\u4e9b\u6a21\u578b\u7531\u4e8e\u5728\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u800c\u663e\u793a\u51fa\u5f88\u9ad8\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/p>\n<h4>4.1.3 \u4f20\u7edf RGB<\/h4>\n<p>\u591a\u5e74\u6765\uff0c\u5229\u7528\u56fe\u50cf\u8f93\u5165\u5b66\u4e60\u667a\u80fd\u4f53\u884c\u4e3a\u4e00\u76f4\u5907\u53d7\u5173\u6ce8 Mnih \u7b49\u4eba (2015)\u3002\u4f7f\u7528 RGB \u8f93\u5165\u7684\u56fa\u6709\u6311\u6218\u662f\u7ef4\u5ea6\u707e\u96be\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u8981\u4e48\u4f7f\u7528\u66f4\u591a\u6570\u636e Jang \u7b49\u4eba (2022); Ha \u7b49\u4eba (2023)\uff0c\u8981\u4e48\u5728\u6a21\u578b\u8bbe\u8ba1\u4e2d\u5f15\u5165\u5f52\u7eb3\u504f\u5dee\u4ee5\u63d0\u9ad8\u6837\u672c\u6548\u7387\u3002\u7279\u522b\u662f\uff0c\u4f5c\u8005\u5c06 3D \u7ed3\u6784\u6574\u5408\u5230\u7528\u4e8e\u64cd\u4f5c\u7684\u6a21\u578b\u67b6\u6784\u4e2d Zeng \u7b49\u4eba (2021); Shridhar \u7b49\u4eba (2023); Goyal \u7b49\u4eba (2023); James \u548c Davison (2022)\u3002\u5bf9\u4e8e\u673a\u5668\u4eba\u5bfc\u822a\uff0c\u4f5c\u8005 Chaplot \u7b49\u4eba (2020a,\u00a0b) \u5229\u7528\u5730\u56fe\u4f5c\u4e3a\u8868\u793a\u3002\u5730\u56fe\u53ef\u4ee5\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u805a\u5408\u6240\u6709\u5148\u524d\u7684 RGB \u8f93\u5165\u6765\u5b66\u4e60\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7 3D \u91cd\u5efa\u65b9\u6cd5\uff08\u5982\u795e\u7ecf\u8f90\u5c04\u573a\uff09\u6765\u5b66\u4e60 Rosinol \u7b49\u4eba (2022)\u3002<\/p>\n<p>\u4e3a\u4e86\u83b7\u5f97\u66f4\u591a\u6570\u636e\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u56fe\u5f62\u6a21\u62df\u5668\u5408\u6210\u5408\u6210\u6570\u636e Mu \u7b49\u4eba (2021); Gong \u7b49\u4eba (2023b)\uff0c\u5e76\u5c1d\u8bd5\u7f29\u5c0f sim2real \u5dee\u8ddd Tobin \u7b49\u4eba (2017); Sadeghi \u548c Levine (2016); Peng \u7b49\u4eba (2018)\u3002\u6700\u8fd1\uff0c\u4eba\u4eec\u5171\u540c\u52aa\u529b\u7b56\u5212\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u65e8\u5728\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898 Padalkar \u7b49\u4eba (2023); Brohan \u7b49\u4eba (2023)\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u4e3a\u4e86\u63d0\u9ad8\u6837\u672c\u590d\u6742\u6027\uff0c\u4eba\u4eec\u4e5f\u5e7f\u6cdb\u7814\u7a76\u4e86\u6570\u636e\u589e\u5f3a\u6280\u672f Zeng \u7b49\u4eba (2021); Rao \u7b49\u4eba (2020); Haarnoja \u7b49\u4eba (2023); Lifshitz \u7b49\u4eba (2023)\u3002<\/p>\n<h4>4.1.4 \u4e0a\u4e0b\u6587\u5b66\u4e60<\/h4>\n<p>\u4e0a\u4e0b\u6587\u5b66\u4e60\u88ab\u8bc1\u660e\u662f\u4f7f\u7528\u50cf GPT-3 Brown \u7b49\u4eba (2020); Min \u7b49\u4eba (2022) \u8fd9\u6837\u7684\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u6709\u6548\u65b9\u6cd5\u3002\u901a\u8fc7\u5728\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u793a\u7684\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u4efb\u52a1\u793a\u4f8b\uff0c\u53ef\u4ee5\u770b\u5230\u5c11\u6837\u672c\u63d0\u793a\u662f\u4f7f\u6a21\u578b\u8f93\u51fa\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u5404\u79cd\u4efb\u52a1\u4e2d\u4e0a\u4e0b\u6587\u5316\u7684\u4e00\u79cd\u6709\u6548\u65b9\u6cd5\u3002\u793a\u4f8b\u7684\u591a\u6837\u6027\u548c\u4e0a\u4e0b\u6587\u4e2d\u5c55\u793a\u7684\u793a\u4f8b\u7684\u8d28\u91cf\u7b49\u56e0\u7d20\u53ef\u80fd\u4f1a\u63d0\u9ad8\u6a21\u578b\u8f93\u51fa\u7684\u8d28\u91cf An \u7b49\u4eba (2023); Dong \u7b49\u4eba (2022)\u3002\u5728\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u5f53\u4ec5\u7ed9\u51fa\u5c11\u91cf\u793a\u4f8b\u65f6\uff0c\u50cf Flamingo \u548c BLIP-2 Alayrac \u7b49\u4eba (2022); Li \u7b49\u4eba (2023c) \u8fd9\u6837\u7684\u6a21\u578b\u5df2\u88ab\u8bc1\u660e\u5728\u5404\u79cd\u89c6\u89c9\u7406\u89e3\u4efb\u52a1\u4e2d\u6709\u6548\u3002\u5f53\u91c7\u53d6\u67d0\u4e9b\u884c\u52a8\u65f6\uff0c\u901a\u8fc7\u6574\u5408\u7279\u5b9a\u4e8e\u73af\u5883\u7684\u53cd\u9988\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6539\u8fdb\u73af\u5883\u4e2d\u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60 Gong \u7b49\u4eba (2023a)\u3002<\/p>\n<h4>4.1.5 \u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u7684\u4f18\u5316<\/h4>\n<p>\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u4f18\u5316\u53ef\u4ee5\u5206\u4e3a\u7a7a\u95f4\u548c\u65f6\u95f4\u4e24\u4e2a\u65b9\u9762\u3002\u7a7a\u95f4\u4f18\u5316\u8003\u8651\u667a\u80fd\u4f53\u5982\u4f55\u5728\u7269\u7406\u7a7a\u95f4\u5185\u8fd0\u884c\u4ee5\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u5305\u62ec\u673a\u5668\u4eba\u4e4b\u95f4\u7684\u534f\u8c03\u3001\u8d44\u6e90\u5206\u914d\u548c\u4fdd\u6301\u6709\u7ec4\u7ec7\u7684\u7a7a\u95f4\u3002<\/p>\n<p>\u4e3a\u4e86\u6709\u6548\u5730\u4f18\u5316\u667a\u80fd\u4f53 AI \u7cfb\u7edf\uff0c\u7279\u522b\u662f\u5927\u91cf\u667a\u80fd\u4f53\u5e76\u884c\u8fd0\u884c\u7684\u7cfb\u7edf\uff0c\u4ee5\u524d\u7684\u5de5\u4f5c\u4fa7\u91cd\u4e8e\u4f7f\u7528\u5927\u6279\u91cf\u5f3a\u5316\u5b66\u4e60 Shacklett \u7b49\u4eba (2023)\u3002\u7531\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u6570\u636e\u96c6\u5f88\u5c11\uff0c\u56e0\u6b64\u81ea\u6211\u535a\u5f08\u5f3a\u5316\u5b66\u4e60\u4f7f\u667a\u80fd\u4f53\u56e2\u961f\u80fd\u591f\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u6539\u8fdb\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u53ef\u80fd\u5bfc\u81f4\u975e\u5e38\u8106\u5f31\u7684\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u53ea\u80fd\u5728\u81ea\u6211\u535a\u5f08\u4e0b\u5de5\u4f5c\uff0c\u800c\u4e0d\u80fd\u4e0e\u4eba\u7c7b\u6216\u5176\u4ed6\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u4e00\u8d77\u5de5\u4f5c\uff0c\u56e0\u4e3a\u5b83\u4eec\u8fc7\u5ea6\u62df\u5408\u81ea\u6211\u535a\u5f08\u8bad\u7ec3\u8303\u5f0f\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u6539\u4e3a\u53d1\u73b0\u4e00\u7ec4\u4e0d\u540c\u7684\u7ea6\u5b9a Cui \u7b49\u4eba (2023); Sarkar \u7b49\u4eba (2023)\uff0c\u5e76\u8bad\u7ec3\u4e00\u4e2a\u4e86\u89e3\u5404\u79cd\u7ea6\u5b9a\u7684\u667a\u80fd\u4f53\u3002\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5e2e\u52a9\u4e0e\u4eba\u7c7b\u6216\u5176\u4ed6\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u5efa\u7acb\u7ea6\u5b9a\uff0c\u4ece\u800c\u5b9e\u73b0\u4e0e\u65b0\u667a\u80fd\u4f53\u7684\u987a\u5229\u534f\u8c03\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u65f6\u95f4\u4f18\u5316\u4fa7\u91cd\u4e8e\u667a\u80fd\u4f53\u5982\u4f55\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u5305\u62ec\u4efb\u52a1\u8c03\u5ea6\u3001\u6392\u5e8f\u548c\u65f6\u95f4\u7ebf\u6548\u7387\u3002\u4f8b\u5982\uff0c\u4f18\u5316\u673a\u5668\u4eba\u624b\u81c2\u7684\u8f68\u8ff9\u662f\u6709\u6548\u4f18\u5316\u8fde\u7eed\u4efb\u52a1\u4e4b\u95f4\u79fb\u52a8\u7684\u4e00\u4e2a\u793a\u4f8b Zhou \u7b49\u4eba (2023c)\u3002\u5728\u4efb\u52a1\u8c03\u5ea6\u7ea7\u522b\uff0c\u5df2\u7ecf\u63d0\u51fa\u4e86\u50cf LLM-DP Dagan \u7b49\u4eba (2023) \u548c <a href=\"https:\/\/www.kdjingpai.com\/pt\/react\/\">ReAct<\/a> Yao \u7b49\u4eba (2023a) \u8fd9\u6837\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u4ea4\u4e92\u5f0f\u5730\u6574\u5408\u73af\u5883\u56e0\u7d20\u6765\u89e3\u51b3\u6709\u6548\u7684\u4efb\u52a1\u89c4\u5212\u3002<\/p>\n<h3>4.2 Agent \u7cfb\u7edf\uff08\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u7ea7\u522b\uff09<\/h3>\n<h4>4.2.1 Agent \u6a21\u5757<\/h4>\n<p>\u6211\u4eec\u5bf9 Agent \u8303\u5f0f\u7684\u521d\u6b65\u63a2\u7d22\u6d89\u53ca\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6216\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u5f00\u53d1\u7528\u4e8e\u4ea4\u4e92\u5f0f\u591a\u6a21\u6001 Agent \u7684 Agent AI \u201c\u6a21\u5757\u201d\u3002\u6211\u4eec\u6700\u521d\u7684 Agent \u6a21\u5757\u6709\u52a9\u4e8e\u8bad\u7ec3\u6216\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u5e76\u91c7\u7528\u6781\u7b80\u8bbe\u8ba1\uff0c\u76ee\u7684\u662f\u5c55\u793a Agent \u6709\u6548\u8c03\u5ea6\u548c\u534f\u8c03\u7684\u80fd\u529b\u3002\u6211\u4eec\u8fd8\u63a2\u7d22\u4e86\u6700\u521d\u7684\u57fa\u4e8e\u63d0\u793a\u7684\u8bb0\u5fc6\u6280\u672f\uff0c\u8fd9\u4e9b\u6280\u672f\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u89c4\u5212\uff0c\u5e76\u4e3a\u8be5\u9886\u57df\u672a\u6765\u7684\u884c\u52a8\u65b9\u6cd5\u63d0\u4f9b\u4fe1\u606f\u3002\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u6211\u4eec\u7684\u201cMindAgent\u201d\u57fa\u7840\u8bbe\u65bd\u5305\u542b 5 \u4e2a\u4e3b\u8981\u6a21\u5757\uff1a1\uff09\u5177\u6709\u4efb\u52a1\u89c4\u5212\u7684\u73af\u5883\u611f\u77e5\uff0c2\uff09Agent \u5b66\u4e60\uff0c3\uff09\u8bb0\u5fc6\uff0c4\uff09\u901a\u7528 Agent \u52a8\u4f5c\u9884\u6d4b\u548c 5\uff09\u8ba4\u77e5\uff0c\u5982\u56fe\u00a05\u6240\u793a\u3002<\/p>\n<h4>4.2.2 Agent \u57fa\u7840\u8bbe\u65bd<\/h4>\n<p>\u57fa\u4e8e Agent \u7684 AI \u662f\u5a31\u4e50\u3001\u7814\u7a76\u548c\u5de5\u4e1a\u9886\u57df\u4e2d\u4e00\u4e2a\u5e9e\u5927\u4e14\u5feb\u901f\u53d1\u5c55\u7684\u793e\u533a\u3002\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u53d1\u5c55\u663e\u7740\u63d0\u9ad8\u4e86 Agent AI \u7cfb\u7edf\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u521b\u5efa Agent \u53d7\u9650\u4e8e\u521b\u5efa\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u6240\u9700\u7684\u65e5\u76ca\u589e\u52a0\u7684\u5de5\u4f5c\u91cf\u548c\u603b\u4f53\u6210\u672c\u3002\u5728 Microsoft\uff0c\u901a\u8fc7\u4f7f\u7528\u5148\u8fdb\u7684\u786c\u4ef6\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u6e90\u548c\u5f3a\u5927\u7684\u8f6f\u4ef6\u5e93\uff0c\u6784\u5efa\u9ad8\u8d28\u91cf\u7684 Agent \u57fa\u7840\u8bbe\u65bd\u5bf9\u591a\u6a21\u6001 Agent \u526f\u9a7e\u9a76\u4ea7\u751f\u4e86\u91cd\u5927\u5f71\u54cd\u3002\u968f\u7740 Microsoft \u4e0d\u65ad\u63a8\u8fdb Agent \u6280\u672f\u7684\u8fb9\u754c\uff0cAI Agent \u5e73\u53f0\u6709\u671b\u5728\u672a\u6765\u51e0\u5e74\u5185\u7ee7\u7eed\u6210\u4e3a\u591a\u6a21\u6001\u667a\u80fd\u9886\u57df\u7684\u4e3b\u5bfc\u529b\u91cf\u3002\u5c3d\u7ba1\u5982\u6b64\uff0cAgent AI \u4ea4\u4e92\u76ee\u524d\u4ecd\u7136\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u591a\u79cd\u6280\u80fd\u7684\u7ed3\u5408\u3002\u6700\u8fd1\u5728\u5927\u578b\u751f\u6210\u5f0f AI \u6a21\u578b\u9886\u57df\u53d6\u5f97\u7684\u8fdb\u5c55\uff0c\u6709\u53ef\u80fd\u5927\u5927\u964d\u4f4e\u76ee\u524d\u4ea4\u4e92\u5f0f\u5185\u5bb9\u6240\u9700\u7684\u9ad8\u6210\u672c\u548c\u65f6\u95f4\uff0c\u65e0\u8bba\u662f\u5bf9\u4e8e\u5927\u578b\u5de5\u4f5c\u5ba4\uff0c\u8fd8\u662f\u4e3a\u8f83\u5c0f\u7684\u72ec\u7acb\u5185\u5bb9\u521b\u4f5c\u8005\u63d0\u4f9b\u8bbe\u8ba1\u8d85\u51fa\u4ed6\u4eec\u76ee\u524d\u80fd\u529b\u7684\u9ad8\u8d28\u91cf\u4f53\u9a8c\u7684\u80fd\u529b\u3002\u591a\u6a21\u6001 Agent \u5185\u90e8\u5f53\u524d\u7684\u4eba\u673a\u4ea4\u4e92\u7cfb\u7edf\u4e3b\u8981\u57fa\u4e8e\u89c4\u5219\u3002\u5b83\u4eec\u786e\u5b9e\u5177\u6709\u54cd\u5e94\u4eba\u7c7b\/\u7528\u6237\u64cd\u4f5c\u7684\u667a\u80fd\u884c\u4e3a\uff0c\u5e76\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u62e5\u6709\u7f51\u7edc\u77e5\u8bc6\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u4ea4\u4e92\u901a\u5e38\u4f1a\u53d7\u5230\u8f6f\u4ef6\u5f00\u53d1\u6210\u672c\u7684\u9650\u5236\uff0c\u4ece\u800c\u65e0\u6cd5\u5728\u7cfb\u7edf\u4e2d\u5b9e\u73b0\u7279\u5b9a\u7684\u884c\u4e3a\u3002\u6b64\u5916\uff0c\u5f53\u524d\u7684\u6a21\u578b\u5e76\u975e\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u65e0\u6cd5\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u76ee\u6807\u3002\u56e0\u6b64\uff0c\u9700\u8981\u4e00\u4e2a Agent AI \u7cfb\u7edf\u57fa\u7840\u8bbe\u65bd\u6765\u5206\u6790\u7528\u6237\u7684\u884c\u4e3a\u5e76\u5728\u9700\u8981\u65f6\u63d0\u4f9b\u9002\u5f53\u7684\u652f\u6301\u3002<\/p>\n<h3>4.3 Agent \u5f0f\u57fa\u7840\u6a21\u578b\uff08\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7ea7\u522b\uff09<\/h3>\n<p>\u9884\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u7684\u4f7f\u7528\u5728\u5404\u79cd\u7528\u4f8b\u4e2d\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u65b9\u9762\u63d0\u4f9b\u4e86\u663e\u7740\u7684\u4f18\u52bf\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u96c6\u6210\u4f7f\u5f97\u80fd\u591f\u4e3a\u5404\u79cd\u5e94\u7528\u5f00\u53d1\u5b9a\u5236\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4e3a\u6bcf\u4e2a\u7279\u5b9a\u4efb\u52a1\u51c6\u5907\u5927\u91cf\u6807\u8bb0\u6570\u636e\u96c6\u7684\u9700\u6c42\u3002<\/p>\n<p>\u5bfc\u822a\u9886\u57df\u7684\u4e00\u4e2a\u663e\u7740\u4f8b\u5b50\u662f LM-Nav \u7cfb\u7edf Shah et al. (2023a)\uff0c\u8be5\u7cfb\u7edf\u5728\u65b0\u65b9\u6cd5\u4e2d\u7ed3\u5408\u4e86 GPT-3 \u548c CLIP\u3002\u5b83\u6709\u6548\u5730\u5229\u7528\u4e86\u7531\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u5730\u6807\uff0c\u5c06\u5b83\u4eec\u951a\u5b9a\u5728\u673a\u5668\u4eba\u83b7\u53d6\u7684\u56fe\u50cf\u4e2d\u8fdb\u884c\u5bfc\u822a\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c55\u793a\u4e86\u6587\u672c\u548c\u89c6\u89c9\u6570\u636e\u7684\u65e0\u7f1d\u878d\u5408\uff0c\u663e\u7740\u589e\u5f3a\u4e86\u673a\u5668\u4eba\u5bfc\u822a\u7684\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u5e7f\u6cdb\u7684\u9002\u7528\u6027\u3002<\/p>\n<p>\u5728\u673a\u5668\u4eba\u64cd\u4f5c\u4e2d\uff0c\u4e00\u4e9b\u7814\u7a76\u63d0\u51fa\u4e86\u4f7f\u7528\u73b0\u6210\u7684 LLM\uff08\u4f8b\u5982\uff0cChatGPT\uff09\uff0c\u540c\u65f6\u4f7f\u7528\u5f00\u653e\u8bcd\u6c47\u5bf9\u8c61\u68c0\u6d4b\u5668\u3002LLM \u548c\u9ad8\u7ea7\u5bf9\u8c61\u68c0\u6d4b\u5668\uff08\u4f8b\u5982\uff0cDetic Zhou et al. (2022)\uff09\u7684\u7ed3\u5408\u6709\u52a9\u4e8e\u7406\u89e3\u4eba\u7c7b\u7684\u6307\u4ee4\uff0c\u540c\u65f6\u5c06\u6587\u672c\u4fe1\u606f\u7f6e\u4e8e\u573a\u666f\u4fe1\u606f\u4e2d Parakh et al. (2023)\u3002\u6b64\u5916\uff0c\u6700\u65b0\u7684\u8fdb\u5c55\u5c55\u793a\u4e86\u5c06\u63d0\u793a\u5de5\u7a0b\u4e0e\u5148\u8fdb\u7684\u591a\u6a21\u6001\u6a21\u578b\uff08\u4f8b\u5982 GPT-4V(ision) Wake et al. (2023b)\uff09\u7ed3\u5408\u4f7f\u7528\u7684\u6f5c\u529b\u3002\u8fd9\u79cd\u6280\u672f\u4e3a\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u5f00\u8f9f\u4e86\u9053\u8def\uff0c\u7a81\u51fa\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u5404\u79cd\u73af\u5883\u4e2d\u7684\u591a\u529f\u80fd\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>5 Agent AI \u5206\u7c7b<\/h2>\n<h3>5.1 \u901a\u7528 Agent \u9886\u57df<\/h3>\n<p>\u57fa\u4e8e\u8ba1\u7b97\u673a\u7684\u52a8\u4f5c\u548c\u901a\u7528 Agent (GA) \u5bf9\u4e8e\u8bb8\u591a\u4efb\u52a1\u90fd\u5f88\u6709\u7528\u3002\u5927\u578b\u57fa\u7840\u6a21\u578b\u548c\u4ea4\u4e92\u5f0f AI \u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u4e3a GA \u542f\u7528\u4e86\u65b0\u7684\u529f\u80fd\u3002\u7136\u800c\uff0c\u4e3a\u4e86\u4f7f GA \u5bf9\u5176\u7528\u6237\u771f\u6b63\u6709\u4ef7\u503c\uff0c\u5b83\u5fc5\u987b\u6613\u4e8e\u4ea4\u4e92\uff0c\u5e76\u80fd\u63a8\u5e7f\u5230\u5e7f\u6cdb\u7684\u73af\u5883\u548c\u6a21\u6001\u3002\u6211\u4eec\u5728\u7b2c\u00a06\u00a0\u8282\u4e2d\u9ad8\u8d28\u91cf\u5730\u6269\u5c55\u4e86\u5173\u4e8e Agent \u57fa\u7840 AI \u7684\u4e3b\u8981\u7ae0\u8282\uff0c\u7279\u522b\u662f\u5728\u4e0e\u8fd9\u4e9b\u4e3b\u9898\u603b\u4f53\u76f8\u5173\u7684\u9886\u57df\u4e2d\uff1a<\/p>\n<p>\u591a\u6a21\u6001 Agent AI (MMA) \u662f\u4e00\u4e2a\u5373\u5c06\u5230\u6765\u7684\u8bba\u575b^1^^1^\u5f53\u524d URL:\u00a0https:\/\/multimodalagentai.github.io\/\uff0c\u4f9b\u6211\u4eec\u7684\u7814\u7a76\u548c\u884c\u4e1a\u793e\u533a\u5f7c\u6b64\u4e92\u52a8\uff0c\u5e76\u4e0e\u66f4\u5e7f\u6cdb\u7684 Agent AI \u7814\u7a76\u548c\u6280\u672f\u793e\u533a\u4e92\u52a8\u3002\u5927\u578b\u57fa\u7840\u6a21\u578b\u548c\u4ea4\u4e92\u5f0f AI \u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u4e3a\u901a\u7528 Agent (GA) \u542f\u7528\u4e86\u65b0\u7684\u529f\u80fd\uff0c\u4f8b\u5982\u5728\u53d7\u9650\u73af\u5883\u4e2d\u9884\u6d4b\u7528\u6237\u884c\u4e3a\u548c\u4efb\u52a1\u89c4\u5212\uff08\u4f8b\u5982\uff0cMindAgent Gong et al. (2023a)\uff0c\u7ec6\u7c92\u5ea6\u591a\u6a21\u6001\u89c6\u9891\u7406\u89e3 Luo et al. (2022)\uff0c\u673a\u5668\u4eba\u6280\u672f Ahn et al. (2022b)\uff1bBrohan et al. (2023)\uff09\uff0c\u6216\u4e3a\u7528\u6237\u63d0\u4f9b\u5305\u542b\u77e5\u8bc6\u53cd\u9988\u7684\u804a\u5929\u4f34\u4fa3\uff08\u4f8b\u5982\uff0c\u533b\u7597\u4fdd\u5065\u7cfb\u7edf\u7684\u7f51\u7ad9\u5ba2\u6237\u652f\u6301 Peng et al. (2023)\uff09\u3002\u6709\u5173\u4ee3\u8868\u6027\u5de5\u4f5c\u548c\u6700\u65b0\u4ee3\u8868\u6027\u5de5\u4f5c\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u5982\u4e0b\u6240\u793a\u3002\u6211\u4eec\u5e0c\u671b\u8ba8\u8bba\u6211\u4eec\u5bf9 MAA \u672a\u6765\u7684\u613f\u666f\uff0c\u5e76\u6fc0\u52b1\u672a\u6765\u7684\u7814\u7a76\u4eba\u5458\u5728\u8be5\u9886\u57df\u5de5\u4f5c\u3002\u672c\u6587\u548c\u6211\u4eec\u7684\u8bba\u575b\u6db5\u76d6\u4ee5\u4e0b\u4e3b\u8981\u4e3b\u9898\uff0c\u4f46\u4e0d\u9650\u4e8e\u8fd9\u4e9b\u4e3b\u9898\uff1a<\/p>\n<ul>\n<li><strong>\u4e3b\u8981\u4e3b\u9898\uff1a<\/strong>\u00a0\u591a\u6a21\u6001 Agent AI\uff0c\u901a\u7528 Agent AI<\/li>\n<li><strong>\u6b21\u8981\u4e3b\u9898\uff1a<\/strong>\u00a0\u5177\u8eab Agent\u3001\u52a8\u4f5c Agent\u3001\u57fa\u4e8e\u8bed\u8a00\u7684 Agent\u3001\u89c6\u89c9\u548c\u8bed\u8a00 Agent\u3001\u77e5\u8bc6\u548c\u63a8\u7406 Agent\u3001\u7528\u4e8e\u6e38\u620f\u3001\u673a\u5668\u4eba\u6280\u672f\u3001\u533b\u7597\u4fdd\u5065\u7b49\u7684 Agent\u3002<\/li>\n<li><strong>\u6269\u5c55\u4e3b\u9898\uff1a<\/strong>\u00a0\u89c6\u89c9\u5bfc\u822a\u3001\u6a21\u62df\u73af\u5883\u3001\u91cd\u6392\u3001Agent \u5f0f\u57fa\u7840\u6a21\u578b\u3001VR\/AR\/MR\u3001\u5177\u8eab\u89c6\u89c9\u548c\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5217\u51fa\u4ee5\u4e0b\u4ee3\u8868\u6027\u7684 Agent \u7c7b\u522b\uff1a<\/p>\n<h3>5.2 \u5177\u8eab Agent<\/h3>\n<p>\u6211\u4eec\u7684\u751f\u7269\u5927\u8111\u5b58\u5728\u4e8e\u8eab\u4f53\u4e2d\uff0c\u6211\u4eec\u7684\u8eab\u4f53\u5728\u4e0d\u65ad\u53d8\u5316\u7684\u4e16\u754c\u4e2d\u79fb\u52a8\u3002\u5177\u8eab\u4eba\u5de5\u667a\u80fd\u7684\u76ee\u6807\u662f\u521b\u5efa Agent\uff0c\u4f8b\u5982\u673a\u5668\u4eba\uff0c\u5b66\u4e60\u521b\u9020\u6027\u5730\u89e3\u51b3\u9700\u8981\u4e0e\u73af\u5883\u4ea4\u4e92\u7684\u6311\u6218\u6027\u4efb\u52a1\u3002\u867d\u7136\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\uff0c\u4f46\u6df1\u5ea6\u5b66\u4e60\u7684\u91cd\u5927\u8fdb\u6b65\u548c ImageNet \u7b49\u5927\u578b\u6570\u636e\u96c6\u7684\u65e5\u76ca\u666e\u53ca\uff0c\u4f7f\u5f97\u5728\u4ee5\u524d\u88ab\u8ba4\u4e3a\u96be\u4ee5\u5904\u7406\u7684\u5404\u79cd AI \u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86\u8d85\u4eba\u7684\u6027\u80fd\u3002\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5728\u8bed\u8a00\u7ffb\u8bd1\u548c\u56fe\u50cf\u5206\u7c7b\u7b49\u88ab\u52a8\u8f93\u5165\u8f93\u51fa\u4efb\u52a1\u4e2d\u7ecf\u5386\u4e86\u53d8\u9769\u6027\u7684\u9769\u547d\uff0c\u800c\u5f3a\u5316\u5b66\u4e60\u5728\u6e38\u620f\u7b49\u4ea4\u4e92\u5f0f\u4efb\u52a1\u4e2d\u4e5f\u53d6\u5f97\u4e86\u4e16\u754c\u4e00\u6d41\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u8fdb\u6b65\u4e3a\u5177\u8eab AI \u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u52a8\u529b\uff0c\u4f7f\u5f97\u8d8a\u6765\u8d8a\u591a\u7684\u7528\u6237\u80fd\u591f\u5feb\u901f\u671d\u7740\u53ef\u4ee5\u4e0e\u673a\u5668\u4ea4\u4e92\u7684\u667a\u80fd Agent \u8fc8\u8fdb\u3002<\/p>\n<h4>5.2.1 \u52a8\u4f5c Agent<\/h4>\n<p>\u52a8\u4f5c Agent \u662f\u6307\u9700\u8981\u5728\u6a21\u62df\u7269\u7406\u73af\u5883\u6216\u73b0\u5b9e\u4e16\u754c\u4e2d\u6267\u884c\u7269\u7406\u52a8\u4f5c\u7684 Agent\u3002\u7279\u522b\u662f\uff0c\u5b83\u4eec\u9700\u8981\u79ef\u6781\u53c2\u4e0e\u4e0e\u73af\u5883\u7684\u6d3b\u52a8\u3002\u6211\u4eec\u6839\u636e\u5176\u5e94\u7528\u9886\u57df\u5c06\u52a8\u4f5c Agent \u5927\u81f4\u5206\u4e3a\u4e24\u79cd\u4e0d\u540c\u7684\u7c7b\u522b\uff1a\u6e38\u620f AI \u548c\u673a\u5668\u4eba\u6280\u672f\u3002<\/p>\n<p>\u5728\u6e38\u620f AI \u4e2d\uff0cAgent \u5c06\u4e0e\u6e38\u620f\u73af\u5883\u548c\u5176\u4ed6\u72ec\u7acb\u5b9e\u4f53\u8fdb\u884c\u4ea4\u4e92\u3002\u5728\u8fd9\u4e9b\u8bbe\u7f6e\u4e2d\uff0c\u81ea\u7136\u8bed\u8a00\u53ef\u4ee5\u5b9e\u73b0 Agent \u548c\u4eba\u7c7b\u4e4b\u95f4\u7684\u987a\u7545\u6c9f\u901a\u3002\u6839\u636e\u6e38\u620f\u7684\u4e0d\u540c\uff0c\u53ef\u80fd\u6709\u4e00\u9879\u7279\u5b9a\u7684\u4efb\u52a1\u8981\u5b8c\u6210\uff0c\u4ece\u800c\u63d0\u4f9b\u771f\u6b63\u7684\u5956\u52b1\u4fe1\u53f7\u3002\u4f8b\u5982\uff0c\u5728\u7ade\u4e89\u6027\u5916\u4ea4\u6e38\u620f\u4e2d\uff0c\u4f7f\u7528\u4eba\u7c7b\u5bf9\u8bdd\u6570\u636e\u548c\u5e26\u6709\u5f3a\u5316\u5b66\u4e60\u7684\u52a8\u4f5c\u7b56\u7565\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u5b9e\u73b0\u4eba\u7c7b\u6c34\u5e73\u7684\u535a\u5f08 Meta Fundamental AI Research Diplomacy Team et al.(2022)Meta Fundamental AI Research (FAIR) Diplomacy Team, Bakhtin, Brown, Dinan, Farina, Flaherty, Fried, Goff, Gray, Hu, et al. (FAIR)\u3002<\/p>\n<p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0cAgent \u4f1a\u50cf\u57ce\u9547\u4e2d\u7684\u666e\u901a\u5c45\u6c11\u4e00\u6837\u884c\u52a8 Park et al. (2023a)\uff0c\u800c\u4e0d\u4f1a\u8bd5\u56fe\u4f18\u5316\u7279\u5b9a\u76ee\u6807\u3002\u57fa\u7840\u6a21\u578b\u5728\u8fd9\u4e9b\u8bbe\u7f6e\u4e2d\u5f88\u6709\u7528\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\u6765\u6a21\u62df\u770b\u8d77\u6765\u66f4\u81ea\u7136\u7684\u4ea4\u4e92\u3002\u5f53\u4f7f\u7528\u5916\u90e8\u8bb0\u5fc6\u589e\u5f3a\u65f6\uff0c\u5b83\u4eec\u4f1a\u4ea7\u751f\u4ee4\u4eba\u4fe1\u670d\u7684 Agent\uff0c\u53ef\u4ee5\u8fdb\u884c\u5bf9\u8bdd\u3001\u5b89\u6392\u65e5\u5e38\u6d3b\u52a8\u3001\u5efa\u7acb\u5173\u7cfb\u5e76\u62e5\u6709\u865a\u62df\u751f\u6d3b\u3002<\/p>\n<h4>5.2.2 \u4ea4\u4e92\u5f0f Agent<\/h4>\n<p>\u4ea4\u4e92\u5f0f Agent \u7b80\u5355\u5730\u6307\u53ef\u4ee5\u4e0e\u4e16\u754c\u4ea4\u4e92\u7684 Agent\uff0c\u8fd9\u662f\u4e00\u7c7b\u6bd4\u52a8\u4f5c Agent \u66f4\u5e7f\u6cdb\u7684 Agent\u3002\u5b83\u4eec\u7684\u4ea4\u4e92\u5f62\u5f0f\u4e0d\u4e00\u5b9a\u9700\u8981<strong>\u7269\u7406<\/strong>\u52a8\u4f5c\uff0c\u4f46\u53ef\u80fd\u6d89\u53ca\u5411\u7528\u6237\u4f20\u8fbe\u4fe1\u606f\u6216\u4fee\u6539\u73af\u5883\u3002\u4f8b\u5982\uff0c\u5177\u8eab\u7684\u4ea4\u4e92\u5f0f Agent \u53ef\u4ee5\u901a\u8fc7\u5bf9\u8bdd\u56de\u7b54\u7528\u6237\u5173\u4e8e\u67d0\u4e2a\u4e3b\u9898\u7684\u95ee\u9898\uff0c\u6216\u8005\u5e2e\u52a9\u7528\u6237\u89e3\u6790\u73b0\u6709\u4fe1\u606f\uff0c\u7c7b\u4f3c\u4e8e\u804a\u5929\u673a\u5668\u4eba\u3002\u901a\u8fc7\u5c06 Agent \u7684\u80fd\u529b\u6269\u5c55\u5230\u5305\u62ec\u4fe1\u606f\u5171\u4eab\uff0cAgent AI \u7684\u6838\u5fc3\u8bbe\u8ba1\u548c\u7b97\u6cd5\u53ef\u4ee5\u6709\u6548\u5730\u9002\u5e94\u4e00\u7cfb\u5217\u5e94\u7528\uff0c\u4f8b\u5982\u8bca\u65ad Lee et al. (2023) \u548c\u77e5\u8bc6\u68c0\u7d22 Agent Peng et al. (2023)\u3002<\/p>\n<h3>5.3 \u6a21\u62df\u548c\u73af\u5883 Agent<\/h3>\n<p>AI Agent \u5b66\u4e60\u5982\u4f55\u5728\u73af\u5883\u4e2d\u884c\u52a8\u7684\u6709\u6548\u65b9\u6cd5\u662f\u901a\u8fc7\u4e0e\u73af\u5883\u4ea4\u4e92\u7684\u53cd\u590d\u8bd5\u9a8c\u7684\u7ecf\u9a8c\u3002\u4e00\u79cd\u4ee3\u8868\u6027\u7684\u65b9\u6cd5\u662f\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\uff0c\u5b83\u9700\u8981\u5927\u91cf\u7684\u5931\u8d25\u7ecf\u9a8c\u6765\u8bad\u7ec3 Agent\u3002\u867d\u7136\u5b58\u5728\u4f7f\u7528\u7269\u7406 Agent \u7684\u65b9\u6cd5 Kalashnikov et al. (2018)\uff0c\u4f46\u4f7f\u7528\u7269\u7406 Agent \u65e2\u8017\u65f6\u53c8\u6602\u8d35\u3002\u6b64\u5916\uff0c\u5f53\u5b9e\u9645\u73af\u5883\u4e2d\u7684\u5931\u8d25\u53ef\u80fd\u5f88\u5371\u9669\u65f6\uff08\u4f8b\u5982\uff0c\u81ea\u52a8\u9a7e\u9a76\u3001\u6c34\u4e0b\u8f66\u8f86\uff09\uff0c\u5728\u7269\u7406\u73af\u5883\u4e2d\u8fdb\u884c\u8bad\u7ec3\u901a\u5e38\u662f\u4e0d\u53ef\u884c\u7684\u3002\u56e0\u6b64\uff0c\u4f7f\u7528\u6a21\u62df\u5668\u6765\u5b66\u4e60\u7b56\u7565\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u5df2\u7ecf\u63d0\u51fa\u4e86\u8bb8\u591a\u7528\u4e8e\u5177\u8eab AI \u7814\u7a76\u7684\u6a21\u62df\u5e73\u53f0\uff0c\u8303\u56f4\u4ece\u5bfc\u822a Tsoi et al. (2022)\uff1bDeitke et al. (2020)\uff1bKolve et al. (2017) \u5230\u7269\u4f53\u64cd\u4f5c Wang et al. (2023d)\uff1bMees et al. (2022)\uff1bYang et al. (2023a)\uff1bEhsani et al. (2021)\u3002\u4e00\u4e2a\u4f8b\u5b50\u662f Habitat Savva et al. (2019)\uff1bSzot et al. (2021)\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a 3D \u5ba4\u5185\u73af\u5883\uff0c\u4eba\u7c7b\u548c\u673a\u5668\u4eba Agent \u53ef\u4ee5\u5728\u5176\u4e2d\u6267\u884c\u5404\u79cd\u4efb\u52a1\uff0c\u4f8b\u5982\u5bfc\u822a\u3001\u6307\u4ee4\u9075\u5faa\u548c\u95ee\u9898\u56de\u7b54\u3002\u53e6\u4e00\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u6a21\u62df\u5e73\u53f0\u662f VirtualHome Puig et al. (2018)\uff0c\u5b83\u652f\u6301\u4eba\u7c7b\u5316\u8eab\u5728 3D \u5ba4\u5185\u73af\u5883\u4e2d\u8fdb\u884c\u7269\u4f53\u64cd\u4f5c\u3002\u5728\u6e38\u620f\u9886\u57df\uff0cCarroll et al. \u63a8\u51fa\u4e86\u201cOvercooked-AI\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u65e8\u5728\u7814\u7a76\u4eba\u7c7b\u548c AI \u4e4b\u95f4\u5408\u4f5c\u4efb\u52a1\u7684\u57fa\u51c6\u73af\u5883 Carroll et al. (2019)\u3002\u4e0e\u6b64\u7c7b\u4f3c\uff0c\u4e00\u4e9b\u5de5\u4f5c\u65e8\u5728\u5c06\u771f\u5b9e\u7684\u4eba\u5de5\u5e72\u9884\u7eb3\u5165 Agent \u4e0e\u73af\u5883\u4e4b\u95f4\u4ea4\u4e92\u7684\u91cd\u70b9\u4e4b\u5916 Puig et al. (2023)\uff1bLi et al. (2021a)\uff1bSrivastava et al. (2022)\u3002\u8fd9\u4e9b\u6a21\u62df\u5668\u6709\u52a9\u4e8e\u5728\u6d89\u53ca Agent \u548c\u673a\u5668\u4eba\u4ea4\u4e92\u7684\u5b9e\u9645\u73af\u5883\u4e2d\u5b66\u4e60\u7b56\u7565\uff0c\u4ee5\u53ca\u5229\u7528\u4eba\u7c7b\u6f14\u793a\u52a8\u4f5c\u8fdb\u884c\u57fa\u4e8e IL \u7684\u7b56\u7565\u5b66\u4e60\u3002<\/p>\n<p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u7b56\u7565\u7684\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u5728\u6a21\u62df\u5668\u4e2d\u96c6\u6210\u4e13\u95e8\u7684\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u5728\u5b66\u4e60\u57fa\u4e8e\u56fe\u50cf\u7684\u7b56\u7565\u65f6\uff0c\u901a\u5e38\u9700\u8981\u903c\u771f\u7684\u6e32\u67d3\u6765\u4fc3\u8fdb\u5bf9\u771f\u5b9e\u73af\u5883\u7684\u9002\u5e94\u6027 Mittal et al. (2023)\uff1bZhong et al. (2023)\u3002\u4f7f\u7528\u903c\u771f\u7684\u6e32\u67d3\u5f15\u64ce\u5bf9\u4e8e\u751f\u6210\u53cd\u6620\u5404\u79cd\u6761\u4ef6\uff08\u4f8b\u5982\u7167\u660e\u73af\u5883\uff09\u7684\u56fe\u50cf\u662f\u6709\u6548\u7684\u3002\u6b64\u5916\uff0c\u9700\u8981\u91c7\u7528\u7269\u7406\u5f15\u64ce\u7684\u6a21\u62df\u5668\u6765\u6a21\u62df\u4e0e\u7269\u4f53\u7684\u7269\u7406\u4ea4\u4e92 Liu and Negrut (2021)\u3002\u6a21\u62df\u4e2d\u7269\u7406\u5f15\u64ce\u7684\u96c6\u6210\u5df2\u88ab\u8bc1\u660e\u6709\u52a9\u4e8e\u83b7\u53d6\u9002\u7528\u4e8e\u73b0\u5b9e\u573a\u666f\u7684\u6280\u80fd Saito et al. (2023)\u3002<\/p>\n<h3>5.4 \u751f\u6210\u5f0f Agent<\/h3>\n<p>\u6700\u8fd1\u5728\u5927\u578b\u751f\u6210\u5f0f AI \u6a21\u578b\u9886\u57df\u53d6\u5f97\u7684\u8fdb\u5c55\uff0c\u6709\u53ef\u80fd\u5927\u5927\u964d\u4f4e\u76ee\u524d\u4ea4\u4e92\u5f0f\u5185\u5bb9\u6240\u9700\u7684\u9ad8\u6210\u672c\u548c\u65f6\u95f4\uff0c\u65e0\u8bba\u662f\u5bf9\u4e8e\u5927\u578b\u6e38\u620f\u5de5\u4f5c\u5ba4\uff0c\u8fd8\u662f\u4e3a\u8f83\u5c0f\u7684\u72ec\u7acb\u5de5\u4f5c\u5ba4\u63d0\u4f9b\u521b\u5efa\u8d85\u51fa\u4ed6\u4eec\u76ee\u524d\u80fd\u529b\u7684\u9ad8\u8d28\u91cf\u4f53\u9a8c\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u5c06\u5927\u578b AI \u6a21\u578b\u5d4c\u5165\u6c99\u76d2\u73af\u5883\u4e2d\uff0c\u5c06\u5141\u8bb8\u7528\u6237\u7f16\u5199\u81ea\u5df1\u7684\u4f53\u9a8c\uff0c\u5e76\u4ee5\u76ee\u524d\u65e0\u6cd5\u5b9e\u73b0\u7684\u65b9\u5f0f\u8868\u8fbe\u4ed6\u4eec\u7684\u521b\u9020\u529b\u3002<\/p>\n<p>\u6b64 Agent \u7684\u76ee\u6807\u4e0d\u4ec5\u4ec5\u662f\u5c06\u4ea4\u4e92\u5f0f 3D \u5185\u5bb9\u6dfb\u52a0\u5230\u573a\u666f\u4e2d\uff0c\u8fd8\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u5411\u5bf9\u8c61\u6dfb\u52a0\u4efb\u610f\u884c\u4e3a\u548c\u4ea4\u4e92\u89c4\u5219\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u6700\u5c11\u7684\u63d0\u793a\u521b\u5efa\u81ea\u5df1\u7684 VR \u89c4\u5219\u3002<\/li>\n<li>\u901a\u8fc7\u4f7f\u7528\u591a\u6a21\u6001 GPT4-v \u6a21\u578b\uff0c\u4ee5\u53ca\u5176\u4ed6\u6d89\u53ca\u89c6\u89c9 AI \u6a21\u578b\u7684\u6a21\u578b\u94fe\uff0c\u4ece\u7eb8\u4e0a\u7684\u8349\u56fe\u751f\u6210\u6574\u4e2a\u5173\u5361\u51e0\u4f55\u56fe\u5f62\u3002<\/li>\n<li>\u4f7f\u7528\u6269\u6563\u6a21\u578b\u5bf9\u573a\u666f\u4e2d\u7684\u5185\u5bb9\u8fdb\u884c\u91cd\u65b0\u7eb9\u7406\u5316<\/li>\n<li>\u901a\u8fc7\u7b80\u5355\u7684\u7528\u6237\u63d0\u793a\u521b\u5efa\u81ea\u5b9a\u4e49\u7740\u8272\u5668\u548c\u89c6\u89c9\u7279\u6548<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u6f5c\u5728\u7684\u77ed\u671f\u5e94\u7528\u662f VR \u521b\u5efa\u6545\u4e8b\u677f\/\u539f\u578b\u5de5\u5177\uff0c\u5141\u8bb8\u5355\u4e2a\u7528\u6237\u4ee5\u6bd4\u76ee\u524d\u53ef\u884c\u7684\u65b9\u5f0f\u5feb\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684\u901f\u5ea6\u521b\u5efa\u4e00\u4e2a\u4f53\u9a8c\/\u6e38\u620f\u7684\u7c97\u7565\uff08\u4f46\u529f\u80fd\u9f50\u5168\uff09\u7684\u8349\u56fe\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6269\u5c55\u548c\u6539\u8fdb\u8fd9\u6837\u4e00\u4e2a\u539f\u578b\u3002<\/p>\n<h4>5.4.1 AR\/VR\/\u6df7\u5408\u73b0\u5b9e Agent<\/h4>\n<p>AR\/VR\/\u6df7\u5408\u73b0\u5b9e\uff08\u7edf\u79f0\u4e3a XR\uff09\u8bbe\u7f6e\u76ee\u524d\u9700\u8981\u719f\u7ec3\u7684\u827a\u672f\u5bb6\u548c\u52a8\u753b\u5e08\u6765\u521b\u5efa\u89d2\u8272\u3001\u73af\u5883\u548c\u5bf9\u8c61\uff0c\u4ee5\u4fbf\u5728\u865a\u62df\u4e16\u754c\u4e2d\u6a21\u62df\u4ea4\u4e92\u3002\u8fd9\u662f\u4e00\u4e2a\u6210\u672c\u9ad8\u6602\u7684\u8fc7\u7a0b\uff0c\u6d89\u53ca\u6982\u5ff5\u827a\u672f\u30013D \u5efa\u6a21\u3001\u7eb9\u7406\u5904\u7406\u3001\u7ed1\u5b9a\u548c\u52a8\u753b\u3002XR Agent \u53ef\u4ee5\u901a\u8fc7\u4fc3\u8fdb\u521b\u4f5c\u8005\u4e4b\u95f4\u7684\u4ea4\u4e92\u548c\u6784\u5efa\u5e2e\u52a9\u6784\u5efa\u6700\u7ec8\u865a\u62df\u73af\u5883\u7684\u5de5\u5177\u6765\u534f\u52a9\u6b64\u8fc7\u7a0b\u3002<\/p>\n<p>\u6211\u4eec\u65e9\u671f\u7684\u5b9e\u9a8c\u5df2\u7ecf\u8868\u660e\uff0cGPT \u6a21\u578b\u53ef\u4ee5\u5728 Unity \u5f15\u64ce\u4e2d\u7684\u5c11\u6837\u672c\u673a\u5236\u4e2d\u4f7f\u7528\uff08\u65e0\u9700\u4efb\u4f55\u989d\u5916\u7684\u5fae\u8c03\uff09\u6765\u8c03\u7528\u5f15\u64ce\u7279\u5b9a\u7684\u65b9\u6cd5\uff0c\u4f7f\u7528 API \u8c03\u7528\u4ece\u4e92\u8054\u7f51\u4e0b\u8f7d 3D \u6a21\u578b\u5e76\u5c06\u5176\u653e\u5165\u573a\u666f\u4e2d\uff0c\u5e76\u4e3a\u5b83\u4eec\u5206\u914d\u884c\u4e3a\u548c\u52a8\u753b\u7684\u72b6\u6001\u6811 Huang et al. (2023a)\u3002\u8fd9\u79cd\u884c\u4e3a\u53ef\u80fd\u662f\u7531\u4e8e\u4f7f\u7528 Unity \u7684\u5f00\u6e90\u6e38\u620f\u5b58\u50a8\u5e93\u4e2d\u5b58\u5728\u7c7b\u4f3c\u4ee3\u7801\u800c\u51fa\u73b0\u7684\u3002\u56e0\u6b64\uff0cGPT \u6a21\u578b\u80fd\u591f\u6839\u636e\u7b80\u5355\u7684\u7528\u6237\u63d0\u793a\u5728\u573a\u666f\u4e2d\u52a0\u8f7d\u8bb8\u591a\u5bf9\u8c61\uff0c\u4ece\u800c\u6784\u5efa\u4e30\u5bcc\u7684\u89c6\u89c9\u573a\u666f\u3002<\/p>\n<p>\u8fd9\u4e00\u7c7b Agent \u7684\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u5e73\u53f0\u548c\u4e00\u5957\u5de5\u5177\uff0c\u5728\u5927\u578b AI \u6a21\u578b\uff08GPT \u7cfb\u5217\u6a21\u578b\u4ee5\u53ca\u6269\u6563\u56fe\u50cf\u6a21\u578b\uff09\u548c\u6e32\u67d3\u5f15\u64ce\u4e4b\u95f4\u63d0\u4f9b\u6709\u6548\u7684\u63a5\u53e3\u3002\u6211\u4eec\u5728\u8fd9\u91cc\u63a2\u7d22\u4e24\u4e2a\u4e3b\u8981\u9014\u5f84\uff1a<\/p>\n<ul>\n<li>\u5c06\u5927\u578b\u6a21\u578b\u96c6\u6210\u5230 Agent \u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u5404\u79cd\u7f16\u8f91\u5668\u5de5\u5177\u4e2d\uff0c\u4ece\u800c\u663e\u7740\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6\u3002<\/li>\n<li>\u901a\u8fc7\u751f\u6210\u9075\u5faa\u7528\u6237\u6307\u4ee4\u5e76\u5728\u8fd0\u884c\u65f6\u7f16\u8bd1\u7684\u4ee3\u7801\uff0c\u4ece\u7528\u6237\u4f53\u9a8c\u4e2d\u63a7\u5236\u6e32\u67d3\u5f15\u64ce\uff0c\u4ece\u800c\u5141\u8bb8\u7528\u6237\u4ee5\u4efb\u610f\u65b9\u5f0f\u7f16\u8f91\u4ed6\u4eec\u6b63\u5728\u4ea4\u4e92\u7684 VR\/\u6a21\u62df\uff0c\u751a\u81f3\u5f15\u5165\u65b0\u7684 Agent \u673a\u5236\u3002<\/li>\n<\/ul>\n<p>\u5f15\u5165\u4e13\u6ce8\u4e8e XR \u8bbe\u7f6e\u7684 AI \u526f\u9a7e\u9a76\u5bf9 XR 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\u77e5\u8bc6\u548c\u903b\u8f91\u63a8\u7406\u667a\u80fd\u4f53<\/h3>\n<p>\u63a8\u7406\u548c\u5e94\u7528\u77e5\u8bc6\u7684\u80fd\u529b\u662f\u4eba\u7c7b\u8ba4\u77e5\u7684\u51b3\u5b9a\u6027\u7279\u5f81\uff0c\u5728\u903b\u8f91\u6f14\u7ece\u4ee5\u53ca\u7406\u89e3\u5fc3\u667a\u7406\u8bba\u7b49\u590d\u6742\u4efb\u52a1\u4e2d\u5c24\u4e3a\u660e\u663e ^2^^2^https:\/\/plato.stanford.edu\/entries\/cognitive-science\u3002\u5bf9\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\u786e\u4fdd\u4e86 AI \u7684\u54cd\u5e94\u548c\u884c\u4e3a\u4e0e\u5df2\u77e5\u4e8b\u5b9e\u548c\u903b\u8f91\u539f\u5219\u4e00\u81f4\u3002\u8fd9\u79cd\u8fde\u8d2f\u6027\u662f\u7ef4\u6301 AI \u7cfb\u7edf\u4fe1\u4efb\u548c\u53ef\u9760\u6027\u7684\u5173\u952e\u673a\u5236\uff0c\u5c24\u5176\u662f\u5728\u533b\u7597\u8bca\u65ad\u6216\u6cd5\u5f8b\u5206\u6790\u7b49\u5173\u952e\u5e94\u7528\u4e2d\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e00\u4e9b\u7ed3\u5408\u4e86\u77e5\u8bc6\u548c\u63a8\u7406\u4e4b\u95f4\u76f8\u4e92\u4f5c\u7528\u7684\u667a\u80fd\u4f53\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u65e8\u5728\u89e3\u51b3\u667a\u80fd\u548c\u63a8\u7406\u7684\u7279\u5b9a\u65b9\u9762\u3002<\/p>\n<h4>5.5.1 \u77e5\u8bc6\u667a\u80fd\u4f53<\/h4>\n<p>\u77e5\u8bc6\u667a\u80fd\u4f53\u4ee5\u4e24\u79cd\u65b9\u5f0f\u5bf9\u5176\u83b7\u53d6\u7684\u77e5\u8bc6\u7cfb\u7edf\u8fdb\u884c\u63a8\u7406\uff1a\u9690\u5f0f\u548c\u663e\u5f0f\u3002\u9690\u5f0f\u77e5\u8bc6\u901a\u5e38\u662f\u50cf GPT \u7cfb\u5217\u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b Brown et al. \uff082020\uff09\uff1bOpenAI \uff082023\uff09\u5728\u63a5\u53d7\u5927\u91cf\u6587\u672c\u6570\u636e\u8bad\u7ec3\u540e\u6240\u5c01\u88c5\u7684\u77e5\u8bc6\u3002\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u7ed9\u4eba\u4ee5\u7406\u89e3\u5370\u8c61\u7684\u54cd\u5e94\uff0c\u56e0\u4e3a\u5b83\u4eec\u5229\u7528\u4e86\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9690\u5f0f\u5b66\u4e60\u7684\u6a21\u5f0f\u548c\u4fe1\u606f\u3002\u76f8\u53cd\uff0c\u663e\u5f0f\u77e5\u8bc6\u662f\u7ed3\u6784\u5316\u7684\uff0c\u53ef\u4ee5\u76f4\u63a5\u67e5\u8be2\uff0c\u4f8b\u5982\u5728\u77e5\u8bc6\u5e93\u6216\u6570\u636e\u5e93\u4e2d\u627e\u5230\u7684\u4fe1\u606f\uff0c\u4f20\u7edf\u4e0a\u901a\u8fc7\u5f15\u7528\u53ef\u9a8c\u8bc1\u7684\u5916\u90e8\u8d44\u6e90\u6765\u589e\u5f3a AI \u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5c3d\u7ba1\u8bed\u8a00\u6a21\u578b\u53d6\u5f97\u4e86\u8fdb\u6b65\uff0c\u4f46\u5b83\u4eec\u7684\u9690\u5f0f\u77e5\u8bc6\u662f\u9759\u6001\u7684\uff0c\u5e76\u4e14\u4f1a\u968f\u7740\u4e16\u754c\u7684\u53d1\u5c55\u800c\u8fc7\u65f6 Lewis et al. \uff082020\uff09\uff1bPeng et al. \uff082023\uff09\u3002\u8fd9\u79cd\u5c40\u9650\u6027\u4f7f\u5f97\u5fc5\u987b\u6574\u5408\u6301\u7eed\u66f4\u65b0\u7684\u663e\u5f0f\u77e5\u8bc6\u6765\u6e90\uff0c\u4ee5\u786e\u4fdd AI \u7cfb\u7edf\u80fd\u591f\u63d0\u4f9b\u51c6\u786e\u548c\u6700\u65b0\u7684\u54cd\u5e94\u3002\u9690\u5f0f\u548c\u663e\u5f0f\u77e5\u8bc6\u7684\u878d\u5408\u4f7f AI \u667a\u80fd\u4f53\u5177\u5907\u4e86\u66f4\u7ec6\u81f4\u7684\u7406\u89e3\u80fd\u529b\uff0c\u4ee5\u53ca\u50cf\u4eba\u7c7b\u667a\u80fd\u4e00\u6837\u5728\u4e0a\u4e0b\u6587\u4e2d\u5e94\u7528\u77e5\u8bc6\u7684\u80fd\u529b Gao et al. \uff082022\uff09\u3002\u8fd9\u79cd\u6574\u5408\u5bf9\u4e8e\u6784\u5efa\u4ee5\u77e5\u8bc6\u4e3a\u4e2d\u5fc3\u7684 AI \u667a\u80fd\u4f53\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u4e0d\u4ec5\u62e5\u6709\u4fe1\u606f\uff0c\u800c\u4e14\u53ef\u4ee5\u7406\u89e3\u3001\u89e3\u91ca\u548c\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\uff0c\u4ece\u800c\u7f29\u5c0f\u4e86\u5e7f\u6cdb\u5b66\u4e60\u548c\u6df1\u523b\u77e5\u8bc6\u4e4b\u95f4\u7684\u5dee\u8ddd (Marcus and Davis,\u00a02019\uff1bGao et al.,\u00a02020\uff09\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u65e8\u5728\u4ee5\u7075\u6d3b\u7684\u65b9\u5f0f\u548c\u5173\u4e8e\u4e16\u754c\u7684\u52a8\u6001\u4fe1\u606f\u8fdb\u884c\u63a8\u7406\uff0c\u4ece\u800c\u589e\u5f3a\u5b83\u4eec\u7684\u7a33\u5065\u6027\u548c\u9002\u5e94\u6027 (Marcus,\u00a02020)\u3002<\/p>\n<h4>5.5.2 \u903b\u8f91\u667a\u80fd\u4f53<\/h4>\n<p>\u901a\u5e38\uff0c\u903b\u8f91\u667a\u80fd\u4f53\u662f\u7cfb\u7edf\u4e2d\u8bbe\u8ba1\u7528\u4e8e\u5e94\u7528\u903b\u8f91\u63a8\u7406\u6765\u5904\u7406\u6570\u636e\u6216\u89e3\u51b3\u7279\u5b9a\u4e8e\u903b\u8f91\u63a8\u7406\u6216\u903b\u8f91\u8bba\u8bc1\u4efb\u52a1\u7684\u7ec4\u4ef6\u3002\u5728\u50cf GPT-4 \u8fd9\u6837\u7684\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u80cc\u666f\u4e0b\uff0c\u903b\u8f91\u667a\u80fd\u4f53\u6307\u7684\u662f\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u7684\u4e13\u95e8\u7ec4\u4ef6\u6216\u5b50\u6a21\u5757\u3002\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u6d89\u53ca\u7406\u89e3\u548c\u64cd\u4f5c\u62bd\u8c61\u6982\u5ff5\u3001\u4ece\u7ed9\u5b9a\u7684\u524d\u63d0\u4e2d\u63a8\u65ad\u7ed3\u8bba\uff0c\u6216\u89e3\u51b3\u9700\u8981\u7ed3\u6784\u5316\u3001\u903b\u8f91\u65b9\u6cd5\u7684\u95ee\u9898\u3002\u5e7f\u4e49\u4e0a\u8bb2\uff0c\u50cf GPT-4 \u8fd9\u6837\u7684\u57fa\u7840\u6a21\u578b\u662f\u5728\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\u8bed\u6599\u5e93\u4e0a\u8bad\u7ec3\u7684\uff0c\u5e76\u5b66\u4e60\u6267\u884c\u5404\u79cd\u4efb\u52a1\uff0c\u5305\u62ec\u90a3\u4e9b\u9700\u8981\u67d0\u79cd\u5f62\u5f0f\u7684\u903b\u8f91\u63a8\u7406\u7684\u4efb\u52a1\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u88ab\u96c6\u6210\u5230\u6574\u4f53\u67b6\u6784\u4e2d\uff0c\u5e76\u4e14\u5b83\u4eec\u901a\u5e38\u4e0d\u62e5\u6709\u72ec\u7acb\u7684\u3001\u5b64\u7acb\u7684\u201c\u903b\u8f91\u667a\u80fd\u4f53\u201d\u3002\u867d\u7136 GPT-4 \u548c\u7c7b\u4f3c\u7684\u6a21\u578b\u53ef\u4ee5\u6267\u884c\u6d89\u53ca\u903b\u8f91\u7684\u4efb\u52a1\uff0c\u4f46\u5b83\u4eec\u7684\u65b9\u6cd5\u4e0e\u4eba\u7c7b\u6216\u4f20\u7edf\u7684\u57fa\u4e8e\u903b\u8f91\u7684\u7cfb\u7edf\u7684\u8fd0\u4f5c\u65b9\u5f0f\u6839\u672c\u4e0d\u540c\u3002\u5b83\u4eec\u4e0d\u9075\u5faa\u6b63\u5f0f\u7684\u903b\u8f91\u89c4\u5219\uff0c\u4e5f\u4e0d\u5bf9\u903b\u8f91\u6709\u660e\u786e\u7684\u7406\u89e3\uff1b\u76f8\u53cd\uff0c\u5b83\u4eec\u57fa\u4e8e\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u7684\u6a21\u5f0f\u751f\u6210\u54cd\u5e94\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u5728\u903b\u8f91\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u53ef\u80fd\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u4e5f\u53ef\u80fd\u56e0\u8bad\u7ec3\u6570\u636e\u7684\u6027\u8d28\u548c\u6a21\u578b\u8bbe\u8ba1\u7684\u56fa\u6709\u5c40\u9650\u6027\u800c\u5bfc\u81f4\u4e0d\u4e00\u81f4\u6216\u53d7\u9650\u3002\u5728\u67b6\u6784\u4e2d\u5d4c\u5165\u5355\u72ec\u7684\u903b\u8f91\u5b50\u6a21\u5757\u7684\u4e00\u4e2a\u4f8b\u5b50\u662f (Wang et al.,\u00a02023e)\uff0c\u5b83\u901a\u8fc7\u5c06\u6587\u672c\u89e3\u6790\u4e3a\u903b\u8f91\u6bb5\u5e76\u5728 Token \u5d4c\u5165\u4e2d\u663e\u5f0f\u5efa\u6a21\u903b\u8f91\u5c42\u6b21\u7ed3\u6784\uff0c\u4ece\u800c\u4fee\u6539\u4e86 LLM \u5728\u9884\u8bad\u7ec3\u671f\u95f4\u4f7f\u7528\u7684 Token \u5d4c\u5165\u8fc7\u7a0b\u3002<\/p>\n<h4>5.5.3 \u7528\u4e8e\u60c5\u611f\u63a8\u7406\u7684\u667a\u80fd\u4f53<\/h4>\n<p>\u60c5\u611f\u7406\u89e3\u548c\u540c\u7406\u5fc3\u662f\u667a\u80fd\u4f53\u5728\u8bb8\u591a\u4eba\u673a\u4ea4\u4e92\u4e2d\u9700\u8981\u5177\u5907\u7684\u91cd\u8981\u6280\u80fd\u3002\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u521b\u5efa\u5f15\u4eba\u5165\u80dc\u7684\u5bf9\u8bdd\u667a\u80fd\u4f53\u7684\u4e00\u4e2a\u91cd\u8981\u76ee\u6807\u662f\u8ba9\u667a\u80fd\u4f53\u5728\u884c\u52a8\u65f6\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u60c5\u611f\u548c\u540c\u7406\u5fc3\uff0c\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u5728\u793e\u4ea4\u4e0a\u4e0d\u9002\u5f53\u6216\u5192\u72af\u6027\u7684\u8f93\u51fa\u3002\u4e3a\u4e86\u63a8\u8fdb\u5bf9\u8bdd\u667a\u80fd\u4f53\u7684\u8fd9\u4e00\u76ee\u6807\uff0c\u6211\u4eec\u53d1\u5e03\u4e86\u5177\u6709\u540c\u7406\u5fc3\u7684\u795e\u7ecf\u56fe\u50cf\u8bc4\u8bba (<strong>NICE<\/strong>) \u6570\u636e\u96c6 Chen et al. (2021)\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u8fd1 200 \u4e07\u5f20\u56fe\u50cf\u4ee5\u53ca\u76f8\u5e94\u7684\u4eba\u5de5\u751f\u6210\u7684\u8bc4\u8bba\u548c\u4e00\u7ec4\u4eba\u7c7b\u60c5\u611f\u6ce8\u91ca\u3002\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u2014\u2014\u7528\u4e8e\u56fe\u50cf\u8bc4\u8bba\u7684\u60c5\u611f\u751f\u6210\u5efa\u6a21 (<strong>MAGIC<\/strong>) Chen et al. (2021)\u2014\u2014\u65e8\u5728\u751f\u6210\u56fe\u50cf\u7684\u8bc4\u8bba\uff0c\u8fd9\u4e9b\u8bc4\u8bba\u4ee5\u6355\u6349\u98ce\u683c\u548c\u60c5\u611f\u7684\u8bed\u8a00\u8868\u793a\u4e3a\u6761\u4ef6\uff0c\u5e76\u6709\u52a9\u4e8e\u751f\u6210\u66f4\u5bcc\u6709\u540c\u60c5\u5fc3\u3001\u60c5\u611f\u5316\u3001\u5f15\u4eba\u5165\u80dc\u548c\u5728\u793e\u4ea4\u4e0a\u9002\u5f53\u7684\u8bc4\u8bba\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u5728\u8bad\u7ec3\u66f4\u50cf\u4eba\u7c7b\u4e14\u5f15\u4eba\u5165\u80dc\u7684\u56fe\u50cf\u8bc4\u8bba\u667a\u80fd\u4f53\u65b9\u9762\u662f\u6709\u6548\u7684\u3002\u5f00\u53d1\u5177\u6709\u540c\u7406\u5fc3\u610f\u8bc6\u7684\u667a\u80fd\u4f53\u662f\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\u7684\u4e00\u4e2a\u6709\u5e0c\u671b\u7684\u65b9\u5411\uff0c\u5e76\u4e14\u91cd\u8981\u7684\u662f\u4e3a\u5e7f\u6cdb\u7684\u7fa4\u4f53\u548c\u4eba\u7fa4\u521b\u5efa\u5177\u6709\u60c5\u611f\u7406\u89e3\u80fd\u529b\u7684\u667a\u80fd\u4f53\uff0c\u5c24\u5176\u8003\u8651\u5230\u8bb8\u591a\u5f53\u524d\u7684\u8bed\u8a00\u6a21\u578b\u5728\u5b83\u4eec\u7684\u60c5\u611f\u7406\u89e3\u548c\u540c\u7406\u5fc3\u63a8\u7406\u80fd\u529b\u65b9\u9762\u8868\u73b0\u51fa\u504f\u5dee Mao et al. (2022)\uff1bWake et al. (2023d)\u3002<\/p>\n<h4>5.5.4 \u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53<\/h4>\n<p>\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53\u5728\u795e\u7ecf\u5143\u548c\u7b26\u53f7\u7684\u6df7\u5408\u7cfb\u7edf\u4e0a\u8fd0\u884c d\u2019Avila Garcez and Lamb (2020)\u3002\u89e3\u51b3\u81ea\u7136\u8bed\u8a00\u8868\u8ff0\u7684\u95ee\u9898\u662f\u4e00\u9879\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u663e\u5f0f\u6355\u83b7\u8f93\u5165\u4e2d\u9690\u542b\u7684\u79bb\u6563\u7b26\u53f7\u7ed3\u6784\u4fe1\u606f\u3002\u7136\u800c\uff0c\u5927\u591a\u6570\u901a\u7528\u795e\u7ecf\u5e8f\u5217\u6a21\u578b\u6ca1\u6709\u663e\u5f0f\u6355\u83b7\u6b64\u7c7b\u7ed3\u6784\u4fe1\u606f\uff0c\u4ece\u800c\u9650\u5236\u4e86\u5b83\u4eec\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002Chen et al. (2020) \u7684\u5de5\u4f5c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u7ed3\u6784\u5316\u795e\u7ecf\u8868\u793a\u667a\u80fd\u4f53\u7684\u65b0\u578b\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6a21\u578b\uff0cTP-N2F \u7684\u7f16\u7801\u5668\u91c7\u7528 TPR\u201c\u7ed1\u5b9a\u201d\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u7f16\u7801\u81ea\u7136\u8bed\u8a00\u7b26\u53f7\u7ed3\u6784\uff0c\u89e3\u7801\u5668\u4f7f\u7528 TPR\u201c\u89e3\u7ed1\u201d\u5728\u7b26\u53f7\u7a7a\u95f4\u4e2d\u751f\u6210\u7531\u5173\u7cfb\u5143\u7ec4\u8868\u793a\u7684\u987a\u5e8f\u7a0b\u5e8f\uff0c\u6bcf\u4e2a\u5143\u7ec4\u90fd\u5305\u542b\u4e00\u4e2a\u5173\u7cfb\uff08\u6216\u64cd\u4f5c\uff09\u548c\u4e00\u4e9b\u53c2\u6570\u3002<\/p>\n<p>\u50cf GPT-4 \u8fd9\u6837\u7684\u6307\u4ee4\u8ddf\u968f\u89c6\u89c9\u8bed\u8a00 (VL) \u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7075\u6d3b\u7684\u63a5\u53e3\uff0c\u5b83\u4ee5\u96f6\u6837\u672c\u7684\u65b9\u5f0f\u652f\u6301\u5e7f\u6cdb\u7684\u591a\u6a21\u6001\u4efb\u52a1\u3002\u7136\u800c\uff0c\u5728\u5b8c\u6574\u56fe\u50cf\u4e0a\u8fd0\u884c\u7684\u63a5\u53e3\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\u6237\u201c\u6307\u5411\u201d\u548c\u8bbf\u95ee\u56fe\u50cf\u5185\u7684\u7279\u5b9a\u533a\u57df\u3002\u8fd9\u79cd\u80fd\u529b\u4e0d\u4ec5\u5bf9\u4e8e\u652f\u6301\u57fa\u4e8e\u53c2\u8003\u7684 VL \u57fa\u51c6\u975e\u5e38\u91cd\u8981\uff0c\u800c\u4e14\u5bf9\u4e8e\u9700\u8981\u7cbe\u786e\u7684\u56fe\u50cf\u5185\u63a8\u7406\u7684\u5b9e\u9645\u5e94\u7528\u4e5f\u81f3\u5173\u91cd\u8981\u3002\u5728 (Park et al.,\u00a02023b) \u4e2d\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u5c40\u90e8\u89c6\u89c9\u5e38\u8bc6\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5141\u8bb8\u7528\u6237\u6307\u5b9a\uff08\u591a\u4e2a\uff09\u533a\u57df\u4f5c\u4e3a\u8f93\u5165\u3002\u6211\u4eec\u901a\u8fc7\u4ece\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4e2d\u91c7\u6837\u5c40\u90e8\u5e38\u8bc6\u77e5\u8bc6\u6765\u8bad\u7ec3\u6211\u4eec\u7684\u6a21\u578b\uff1a\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u63d0\u793a LLM \u6839\u636e\u5168\u5c40\u5b57\u9762\u56fe\u50cf\u63cf\u8ff0\u548c\u4e00\u7ec4 VL \u6a21\u578b\u81ea\u52a8\u751f\u6210\u7684\u5c40\u90e8\u5b57\u9762\u533a\u57df\u63cf\u8ff0\u6765\u6536\u96c6\u5e38\u8bc6\u77e5\u8bc6\u3002\u8be5\u6d41\u7a0b\u662f\u53ef\u6269\u5c55\u4e14\u5b8c\u5168\u81ea\u52a8\u7684\uff0c\u56e0\u4e3a\u4e0d\u9700\u8981\u5bf9\u9f50\u7684\u6216\u4eba\u5de5\u7f16\u5199\u7684\u56fe\u50cf\u548c\u6587\u672c\u5bf9\u3002\u901a\u8fc7\u5355\u72ec\u8bad\u7ec3\u7684\u9009\u62e9\u9ad8\u8d28\u91cf\u793a\u4f8b\u7684\u8bc4\u8bba\u6a21\u578b\uff0c\u6211\u4eec\u53d1\u73b0\u4ec5\u4ece\u56fe\u50cf\u6269\u5c55\u7684\u5c40\u90e8\u5e38\u8bc6\u8bed\u6599\u5e93\u4e0a\u7684\u8bad\u7ec3\u53ef\u4ee5\u6210\u529f\u5730\u63d0\u70bc\u73b0\u6709\u7684 VL \u6a21\u578b\uff0c\u4ee5\u652f\u6301\u4ee5\u5f15\u7528\u4f5c\u4e3a\u8f93\u5165\u7684\u63a5\u53e3\u3002\u96f6\u6837\u672c\u8bbe\u7f6e\u4e2d\u7684\u7ecf\u9a8c\u7ed3\u679c\u548c\u4eba\u5de5\u8bc4\u4f30\u8868\u660e\uff0c\u4e0e\u4f20\u9012\u751f\u6210\u7684\u6307\u4ee3\u8868\u8fbe\u5f0f\u7684\u57fa\u7ebf\u76f8\u6bd4\uff0c\u6211\u4eec\u7684\u63d0\u70bc\u65b9\u6cd5\u53ef\u4ee5\u4ea7\u751f\u66f4\u7cbe\u786e\u7684\u63a8\u7406 VL \u6a21\u578b\u3002<\/p>\n<h3>5.6 \u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53<\/h3>\n<p>\u8bb8\u591a\u5de5\u4f5c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u667a\u80fd\u4f53\u6765\u6267\u884c\u4efb\u52a1\u89c4\u5212 (Huang et al.,\u00a02022a\uff1bWang et al.,\u00a02023b\uff1bYao et al.,\u00a02023a\uff1bLi et al.,\u00a02023a)\uff0c\u5e76\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u9886\u57df\u77e5\u8bc6\u548c\u96f6\u6837\u672c\u89c4\u5212\u80fd\u529b\u6765\u6267\u884c\u8bf8\u5982\u89c4\u5212\u548c\u63a8\u7406\u4e4b\u7c7b\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u3002\u6700\u8fd1\u7684\u673a\u5668\u4eba\u7814\u7a76\u8fd8\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6765\u6267\u884c\u4efb\u52a1\u89c4\u5212 (Ahn et al.,\u00a02022a\uff1bHuang et al.,\u00a02022b\uff1bLiang et al.,\u00a02022)\uff0c\u65b9\u6cd5\u662f\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u5b50\u4efb\u52a1\uff0c\u53ef\u4ee5\u91c7\u7528\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u6216 Python \u4ee3\u7801\uff0c\u7136\u540e\u4f7f\u7528\u4f4e\u7ea7\u63a7\u5236\u5668\u6267\u884c\u8fd9\u4e9b\u5b50\u4efb\u52a1\u3002\u6b64\u5916\uff0cHuang et al. (2022b)\u3001Liang et al. (2022) \u548c Wang et al. (2023a) \u8fd8\u6574\u5408\u4e86\u73af\u5883\u53cd\u9988\u4ee5\u63d0\u9ad8\u4efb\u52a1\u6027\u80fd\u3002\u8fd8\u6709\u8bb8\u591a\u5de5\u4f5c\u8bc1\u660e\u4e86\u5728\u5927\u578b\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u901a\u7528\u89c6\u89c9\u5bf9\u9f50\u5927\u578b\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u4f5c\u4e3a\u521b\u5efa\u53ef\u4ee5\u5728\u5404\u79cd\u73af\u5883\u4e2d\u4f53\u73b0\u548c\u884c\u52a8\u7684\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u57fa\u7840 Baker et al. (2022)\uff1bDriess et al. (2023)\uff1bBrohan et al. (2023)\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>6 \u667a\u80fd\u4f53 AI \u5e94\u7528\u4efb\u52a1<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18049\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-2\" width=\"3158\" height=\"1797\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914.png 3158w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914-300x171.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914-1024x583.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914-768x437.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914-1536x874.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914-2048x1165.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/51782170a54f914-18x10.png 18w\" sizes=\"auto, (max-width: 3158px) 100vw, 3158px\" \/><br \/>\n\u56fe 8\uff1a\u901a\u8fc7 GPT-4V \u8fdb\u884c Minecraft \u5730\u7262\u6e38\u620f\u611f\u6a21\u62df\u548c\u751f\u6210\uff0c\u7528\u4e8e\u7528\u6237\u4ea4\u4e92\u6e38\u620f\u52a8\u4f5c\u9884\u6d4b\u548c\u4ea4\u4e92\u7f16\u8f91\u7684\u5177\u8eab\u667a\u80fd\u4f53\u3002<\/p>\n<h3>6.1 \u6e38\u620f\u667a\u80fd\u4f53<\/h3>\n<p>\u6e38\u620f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u72ec\u7279\u7684\u6c99\u76d2\u6765\u6d4b\u8bd5\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u4f53\u884c\u4e3a\uff0c\u63a8\u52a8\u4e86\u5b83\u4eec\u534f\u4f5c\u548c\u51b3\u7b56\u80fd\u529b\u7684\u8fb9\u754c\u3002\u6211\u4eec\u7279\u522b\u63cf\u8ff0\u4e86\u4e09\u4e2a\u9886\u57df\uff0c\u8fd9\u4e9b\u9886\u57df\u7a81\u51fa\u4e86\u667a\u80fd\u4f53\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u548c\u5176\u4ed6\u667a\u80fd\u4f53\u4e92\u52a8\u4ee5\u53ca\u5728\u73af\u5883\u4e2d\u91c7\u53d6\u6709\u610f\u4e49\u884c\u52a8\u7684\u80fd\u529b\u3002<\/p>\n<h4>6.1.1 NPC \u884c\u4e3a<\/h4>\n<p>\u5728\u73b0\u4ee3\u6e38\u620f\u7cfb\u7edf\u4e2d\uff0c\u975e\u73a9\u5bb6\u89d2\u8272 (NPC) \u7684\u884c\u4e3a\u4e3b\u8981\u7531\u5f00\u53d1\u4eba\u5458\u7f16\u5199\u7684\u9884\u5b9a\u4e49\u811a\u672c\u51b3\u5b9a\u3002\u8fd9\u4e9b\u811a\u672c\u5305\u542b\u57fa\u4e8e\u6e38\u620f\u73af\u5883\u4e2d\u5404\u79cd\u89e6\u53d1\u56e0\u7d20\u6216\u73a9\u5bb6\u64cd\u4f5c\u7684\u4e00\u7cfb\u5217\u53cd\u5e94\u548c\u4ea4\u4e92\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u811a\u672c\u5316\u7684\u6027\u8d28\u901a\u5e38\u4f1a\u5bfc\u81f4\u53ef\u9884\u6d4b\u7684\u6216\u91cd\u590d\u7684 NPC \u884c\u4e3a\uff0c\u800c\u8fd9\u79cd\u884c\u4e3a\u65e0\u6cd5\u6839\u636e\u73a9\u5bb6\u7684\u64cd\u4f5c\u6216\u6e38\u620f\u7684\u52a8\u6001\u73af\u5883\u800c\u6f14\u53d8\u3002\u8fd9\u79cd\u50f5\u5316\u963b\u788d\u4e86\u52a8\u6001\u6e38\u620f\u73af\u5883\u4e2d\u6240\u9884\u671f\u7684\u6c89\u6d78\u5f0f\u4f53\u9a8c\u3002\u56e0\u6b64\uff0c\u4eba\u4eec\u8d8a\u6765\u8d8a\u6709\u5174\u8da3\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf1\u5bfc NPC \u884c\u4e3a\u7684\u81ea\u4e3b\u6027\u548c\u9002\u5e94\u6027\uff0c\u4f7f\u4ea4\u4e92\u66f4\u52a0\u7ec6\u81f4\u548c\u5f15\u4eba\u5165\u80dc\u3002\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684 NPC \u53ef\u4ee5\u4ece\u73a9\u5bb6\u884c\u4e3a\u4e2d\u5b66\u4e60\uff0c\u9002\u5e94\u4e0d\u540c\u7684\u7b56\u7565\uff0c\u5e76\u63d0\u4f9b\u66f4\u5177\u6311\u6218\u6027\u548c\u66f4\u4e0d\u53ef\u9884\u6d4b\u7684\u6e38\u620f\u4f53\u9a8c\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u53ef\u4ee5\u4e3a\u6e38\u620f\u4e2d NPC \u884c\u4e3a\u7684\u6f14\u53d8\u505a\u51fa\u91cd\u5927\u8d21\u732e\u3002\u901a\u8fc7\u5904\u7406\u5927\u91cf\u7684\u6587\u672c\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u6a21\u5f0f\u5e76\u751f\u6210\u66f4\u591a\u6837\u5316\u4e14\u66f4\u50cf\u4eba\u7c7b\u7684\u54cd\u5e94\u3002\u5b83\u4eec\u53ef\u7528\u4e8e\u521b\u5efa\u52a8\u6001\u5bf9\u8bdd\u7cfb\u7edf\uff0c\u4f7f\u4e0e NPC \u7684\u4ea4\u4e92\u66f4\u5177\u5438\u5f15\u529b\u4e14\u66f4\u4e0d\u53ef\u9884\u6d4b\u3002\u6b64\u5916\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u73a9\u5bb6\u53cd\u9988\u548c\u6e38\u620f\u5185\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u4e0d\u65ad\u6539\u8fdb NPC \u884c\u4e3a\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u73a9\u5bb6\u7684\u671f\u671b\u548c\u6e38\u620f\u52a8\u6001\u3002<\/p>\n<h4>6.1.2 \u4eba\u673a NPC \u4ea4\u4e92<\/h4>\n<p>\u4eba\u7c7b\u73a9\u5bb6\u548c NPC \u4e4b\u95f4\u7684\u4ea4\u4e92\u662f\u6e38\u620f\u4f53\u9a8c\u7684\u5173\u952e\u65b9\u9762\u3002\u4f20\u7edf\u7684\u4ea4\u4e92\u6a21\u5f0f\u4e3b\u8981\u662f\u4e00\u7ef4\u7684\uff0cNPC \u4ee5\u9884\u8bbe\u7684\u65b9\u5f0f\u5bf9\u73a9\u5bb6\u7684\u8f93\u5165\u505a\u51fa\u53cd\u5e94\u3002\u8fd9\u79cd\u9650\u5236\u627c\u6740\u4e86\u5728\u865a\u62df\u9886\u57df\u5185\u5b9e\u73b0\u66f4\u81ea\u7136\u548c\u66f4\u4e30\u5bcc\u7684\u4ea4\u4e92\uff08\u7c7b\u4f3c\u4e8e\u4eba\u4e0e\u4eba\u4e4b\u95f4\u7684\u4ea4\u4e92\uff09\u7684\u6f5c\u529b\u3002\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6280\u672f\u7684\u51fa\u73b0\u6709\u671b\u6539\u53d8\u8fd9\u79cd\u6a21\u5f0f\u3002\u901a\u8fc7\u91c7\u7528\u8fd9\u4e9b\u6280\u672f\uff0c\u6e38\u620f\u7cfb\u7edf\u53ef\u4ee5\u5206\u6790\u548c\u5b66\u4e60\u4eba\u7c7b\u884c\u4e3a\uff0c\u4ee5\u63d0\u4f9b\u66f4\u50cf\u4eba\u7c7b\u7684\u4ea4\u4e92\u3002\u8fd9\u4e0d\u4ec5\u589e\u5f3a\u4e86\u6e38\u620f\u7684\u771f\u5b9e\u611f\u548c\u53c2\u4e0e\u5ea6\uff0c\u800c\u4e14\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5728\u53d7\u63a7\u4f46\u590d\u6742\u7684\u73af\u5883\u4e2d\u63a2\u7d22\u548c\u7406\u89e3\u4eba\u673a\u4ea4\u4e92\u7684\u5e73\u53f0\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8e683187a00e5d4.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-3\" \/><br \/>\n\u56fe 9\uff1a\u5f53\u5728\u63d0\u793a\u4e2d\u7ed9\u51fa\u201c\u52a8\u4f5c\u5386\u53f2\u8bb0\u5f55\u201d\u548c\u201c\u6e38\u620f\u76ee\u6807\u201d\u65f6\uff0cGPT-4V \u53ef\u4ee5\u6709\u6548\u5730\u9884\u6d4b\u9ad8\u5c42\u6b21\u7684\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3002\u6b64\u5916\uff0cGPT-4V \u51c6\u786e\u5730\u8bc6\u522b\u51fa\u73a9\u5bb6\u624b\u4e2d\u62ff\u7740\u6728\u5934\u539f\u6728\uff0c\u5e76\u53ef\u4ee5\u5c06\u8fd9\u79cd\u611f\u77e5\u5230\u7684\u4fe1\u606f\u7eb3\u5165\u5176\u672a\u6765\u884c\u52a8\u8ba1\u5212\u4e2d\u3002\u5c3d\u7ba1 GPT-4V \u4f3c\u4e4e\u80fd\u591f\u9884\u6d4b\u4e00\u4e9b\u4f4e\u7ea7\u52a8\u4f5c\uff08\u4f8b\u5982\u6309\u4e0b\u201cE\u201d\u952e\u6253\u5f00\u80cc\u5305\uff09\uff0c\u4f46\u6a21\u578b\u7684\u8f93\u51fa\u672c\u8d28\u4e0a\u4e0d\u9002\u5408\u8fdb\u884c\u539f\u59cb\u7684\u4f4e\u7ea7\u52a8\u4f5c\u9884\u6d4b\uff08\u5305\u62ec\u9f20\u6807\u79fb\u52a8\uff09\uff0c\u5e76\u4e14\u53ef\u80fd\u9700\u8981\u7528\u4e8e\u4f4e\u7ea7\u52a8\u4f5c\u63a7\u5236\u7684\u8865\u5145\u6a21\u5757\u3002<\/p>\n<h4>6.1.3 \u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u6e38\u620f\u5206\u6790<\/h4>\n<p>\u6e38\u620f\u662f\u65e5\u5e38\u751f\u6d3b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\uff0c\u4f30\u8ba1\u5438\u5f15\u4e86\u4e16\u754c\u4e00\u534a\u7684\u4eba\u53e3 https:\/\/www.dfcint.com\/global-video-game-audience-reaches-3-7-billion\/\u3002\u6b64\u5916\uff0c\u5b83\u5bf9\u5fc3\u7406\u5065\u5eb7\u4e5f\u6709\u79ef\u6781\u5f71\u54cd https:\/\/news.microsoft.com\/source\/features\/work-life\/mind-games-how-gaming-can-play-a-positive-role-in-mental-health\/\u3002\u7136\u800c\uff0c\u5f53\u4ee3\u6e38\u620f\u7cfb\u7edf\u5728\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u7684\u4ea4\u4e92\u65b9\u9762\u5b58\u5728\u7f3a\u9677\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u884c\u4e3a\u4e3b\u8981\u7531\u6e38\u620f\u5f00\u53d1\u4eba\u5458\u624b\u5de5\u5236\u4f5c\u3002\u8fd9\u4e9b\u9884\u5148\u7f16\u7a0b\u7684\u884c\u4e3a\u901a\u5e38\u65e0\u6cd5\u9002\u5e94\u73a9\u5bb6\u7684\u9700\u6c42\u3002\u56e0\u6b64\uff0c\u6e38\u620f\u4e2d\u9700\u8981\u65b0\u7684 AI \u7cfb\u7edf\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u53ef\u4ee5\u5206\u6790\u73a9\u5bb6\u884c\u4e3a\u5e76\u5728\u5fc5\u8981\u65f6\u63d0\u4f9b\u9002\u5f53\u7684\u652f\u6301\u3002\u667a\u80fd\u4ea4\u4e92\u7cfb\u7edf\u6709\u53ef\u80fd\u5f7b\u5e95\u6539\u53d8\u6e38\u620f\u73a9\u5bb6\u4e0e\u6e38\u620f\u7cfb\u7edf\u8fdb\u884c\u4ea4\u4e92\u7684\u65b9\u5f0f\u3002NPC 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\u6e38\u620f\u573a\u666f\u5408\u6210<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18048\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-3\" width=\"1443\" height=\"1570\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a.png 1443w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a-276x300.png 276w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a-941x1024.png 941w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a-768x836.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a-1412x1536.png 1412w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0b63e575812de0a-11x12.png 11w\" sizes=\"auto, (max-width: 1443px) 100vw, 1443px\" \/><br \/>\n\u56fe 10\uff1a\u5728\u672a\u89c1\u8fc7\u7684 Minecraft \u89c6\u9891\u4e0a\u7684\u63a9\u7801\u89c6\u9891\u9884\u6d4b\u3002\u4ece\u5de6\u5230\u53f3\uff1a\u539f\u59cb\u5e27\u3001\u63a9\u7801\u5e27\u3001\u91cd\u5efa\u5e27\u548c\u5e26\u6709\u8865\u4e01\u7684\u91cd\u5efa\u5e27\u3002<\/p>\n<p>\u573a\u666f\u5408\u6210\u662f\u521b\u5efa\u548c\u589e\u5f3a\u6c89\u6d78\u5f0f\u6e38\u620f\u73af\u5883\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u5b83\u9700\u8981\u81ea\u52a8\u6216\u534a\u81ea\u52a8\u5730\u5728\u6e38\u620f\u4e2d\u751f\u6210\u4e09\u7ef4 (3D) 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size-full wp-image-18062\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" width=\"1758\" height=\"1795\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2.png 1758w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2-294x300.png 294w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2-1003x1024.png 1003w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2-768x784.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2-1504x1536.png 1504w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/dad22c0f828f9a2-12x12.png 12w\" sizes=\"auto, (max-width: 1758px) 100vw, 1758px\" \/><br \/>\n\u56fe 11\uff1a\u5728 Minecraft 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\u5b9e\u9a8c\u548c\u7ed3\u679c<\/h4>\n<h5>\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6216\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u96f6\u6837\u672c\/\u5c11\u6837\u672c\u5b66\u4e60\u3002<\/h5>\n<p>\u6b63\u5982\u6211\u4eec\u5728\u56fe\u00a08\u00a0\u548c\u56fe\u00a09\u00a0\u4e2d\u6240\u793a\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4V \u8fdb\u884c\u9ad8\u5c42\u6b21\u63cf\u8ff0\u548c\u52a8\u4f5c\u9884\u6d4b\u3002\u56fe\u00a08\u00a0\u663e\u793a\u4e86\u4e00\u4e9b\u4f7f\u7528 GPT-4V \u751f\u6210\u52a8\u4f5c\u63cf\u8ff0\u548c\u7f16\u8f91\u7684\u5b9a\u6027\u793a\u4f8b\u3002\u667a\u80fd\u4f53\u589e\u5f3a\u7684\u6587\u672c\u5f00\u542f\u4e86\u4e00\u79cd\u5229\u7528\u6e38\u620f\u52a8\u4f5c\u5148\u9a8c\u751f\u6210 3D \u573a\u666f\u7684\u65b0\u65b9\u6cd5\uff0c\u4ee5\u5e2e\u52a9\u63d0\u9ad8\u573a\u666f\u7684\u81ea\u7136\u6027\u3002\u56e0\u6b64\uff0cGPT-4V \u751f\u6210\u4e0e\u6e38\u620f\u89c6\u9891\u76f8\u5173\u7684\u76f8\u5173\u9ad8\u5c42\u6b21\u63cf\u8ff0\u3002<\/p>\n<h5>\u5c0f\u578b\u667a\u80fd\u4f53\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/h5>\n<p>\u4e3a\u4e86\u5c55\u793a\u6211\u4eec\u7684\u667a\u80fd\u4f53\u89c6\u89c9\u8bed\u8a00\u67b6\u6784\uff0c\u6211\u4eec\u9996\u5148\u7814\u7a76\u5176\u5728 Minecraft \u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\u5e94\u7528\uff0c\u8be5\u9886\u57df\u5e7f\u6cdb\u7528\u4e8e\u6e38\u620f\u667a\u80fd\u4f53\u3002\u5982\u56fe\u00a07\u00a0\u6240\u793a\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165\u52a8\u4f5c\u667a\u80fd\u4f53\u3001\u89c6\u9891\u5173\u952e\u5e27\u548c\u76f8\u5e94\u7684\u6587\u672c\uff0c\u53ef\u4ee5\u4f7f\u7528\u6807\u51c6\u7f16\u7801\u5668-\u89e3\u7801\u5668\u5c06\u667a\u80fd\u4f53\u52a8\u4f5c\u548c\u56fe\u50cf\u8f6c\u6362\u4e3a\u52a8\u4f5c\u6587\u672c Token \u548c\u56fe\u50cf\u8865\u4e01 Token\uff0c\u7136\u540e\u4f7f\u7528\u667a\u80fd\u4f53\u89c6\u89c9\u8bed\u8a00\u89e3\u7801\u5668\u5c06\u5176\u8f6c\u6362\u4e3a\u52a8\u4f5c\u9884\u6d4b\u53e5\u5b50\u3002\u6574\u4f53\u67b6\u6784\u5982\u56fe\u00a07\u00a0\u6240\u793a\u3002\u6211\u4eec\u4f7f\u7528\u51e0\u4e2a Minecraft \u6f14\u793a\u8bc4\u4f30\u6211\u4eec\u7684\u65b9\u6cd5\u3002Minecraft \u89c6\u9891\u6570\u636e\u7531 5 \u5206\u949f\u7684\u7247\u6bb5\u7ec4\u6210\uff0c\u6211\u4eec\u7528\u4e8e\u9884\u8bad\u7ec3\u7684\u89c6\u9891\u5305\u542b 78K \u4e2a\u89c6\u9891\uff0c\u6211\u4eec\u4f7f\u7528 5K \u4e2a\u89c6\u9891\uff08\u5360\u9884\u8bad\u7ec3\u6570\u636e\u7684 6%\uff09\u8fdb\u884c\u7b2c\u4e00\u8f6e\u9884\u8bad\u7ec3\u3002\u6211\u4eec\u5728 16 \u4e2a NVIDIA v100 GPU \u4e0a\u8bad\u7ec3\u4e00\u4e2a 2.5 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\u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" width=\"3272\" height=\"1799\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c.png 3272w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c-300x165.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c-1024x563.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c-768x422.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c-1536x845.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c-2048x1126.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f1d9e9333ec6a9c-18x10.png 18w\" sizes=\"auto, (max-width: 3272px) 100vw, 3272px\" \/><br \/>\n\u56fe 12\uff1a\u60c5\u5883\u5b66\u4e60\u6e38\u620f\u57fa\u7840\u8bbe\u65bd\u7684 MindAgent\u3002\u89c4\u5212\u6280\u80fd\u548c\u5de5\u5177\u4f7f\u7528\uff1a\u6e38\u620f\u73af\u5883\u9700\u8981\u591a\u6837\u5316\u7684\u89c4\u5212\u6280\u80fd\u548c\u5de5\u5177\u4f7f\u7528\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u5b83\u751f\u6210\u76f8\u5173\u7684\u6e38\u620f\u4fe1\u606f\uff0c\u5e76\u5c06\u6e38\u620f\u6570\u636e\u8f6c\u6362\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u7684\u7ed3\u6784\u5316\u6587\u672c\u683c\u5f0f\u3002\u5927\u8bed\u8a00\u6a21\u578b\uff1a\u6211\u4eec\u57fa\u7840\u8bbe\u65bd\u7684\u4e3b\u8981\u5de5\u4f5c\u5f15\u64ce\u505a\u51fa\u51b3\u7b56\uff0c\u4ece\u800c\u5145\u5f53\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8c03\u5ea6\u5458\u3002\u5185\u5b58\u5386\u53f2\u8bb0\u5f55\uff1a\u7528\u4e8e\u5b58\u50a8\u76f8\u5173\u4fe1\u606f\u7684\u5b9e\u7528\u5de5\u5177\u3002\u52a8\u4f5c\u6a21\u5757\uff1a\u4ece\u6587\u672c\u8f93\u5165\u4e2d\u63d0\u53d6\u52a8\u4f5c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u7279\u5b9a\u9886\u57df\u7684\u8bed\u8a00\uff0c\u5e76\u9a8c\u8bc1 DSL\uff0c\u4f7f\u5176\u5728\u6267\u884c\u671f\u95f4\u4e0d\u4f1a\u53d1\u751f\u9519\u8bef\u3002<\/p>\n<h5>\u591a\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd\u3002<\/h5>\n<p>\u6b63\u5982\u5728\u56fe\u00a05\u00a0\u4e2d\u7684\u667a\u80fd\u4f53\u8303\u5f0f\u6240\u793a\uff0c\u6211\u4eec\u4e3a\u540d\u4e3a\u201cCuisineWorld\u201d\u7684\u65b0\u6e38\u620f\u573a\u666f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u7684\u57fa\u7840\u8bbe\u65bd Gong et al. (2023a)\u3002\u6211\u4eec\u5728\u56fe\u00a012\u00a0\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u6211\u4eec\u7684\u65b9\u6cd5\u3002\u6211\u4eec\u7684\u57fa\u7840\u8bbe\u65bd\u5141\u8bb8\u901a\u8fc7\u5229\u7528 GPT-4 \u4f5c\u4e3a\u4e2d\u592e\u89c4\u5212\u5668\u5e76\u5728\u591a\u4e2a\u6e38\u620f\u9886\u57df\u5de5\u4f5c\u6765\u5b9e\u73b0\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u6211\u4eec\u7814\u7a76\u4e86\u7cfb\u7edf\u7684\u591a\u667a\u80fd\u4f53\u89c4\u5212\u80fd\u529b\uff0c\u5e76\u5c06\u8be5\u57fa\u7840\u8bbe\u65bd\u90e8\u7f72\u5230\u771f\u5b9e\u4e16\u754c\u7684\u89c6\u9891\u6e38\u620f\u4e2d\uff0c\u4ee5\u5c55\u793a\u5176\u591a\u667a\u80fd\u4f53\u548c\u4eba\u673a\u534f\u4f5c\u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5c55\u793a\u4e86\u201cCuisineworld\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u6587\u672c\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u57fa\u51c6\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u81ea\u52a8\u6307\u6807\u534f\u4f5c\u8bc4\u5206 (CoS) \u6765\u91cf\u5316\u534f\u4f5c\u6548\u7387\u3002<\/p>\n<p>\u6709\u5173\u6e38\u620f\u63cf\u8ff0\u3001\u9ad8\u5c42\u6b21\u52a8\u4f5c\u9884\u6d4b\u548c GPT-4V \u63d0\u793a\u7684\u66f4\u591a\u793a\u4f8b\u548c\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u9644\u5f55\u3002\u6211\u4eec\u5c55\u793a\u4e86 Bleeding Edge \u7684\u793a\u4f8b\uff0c\u89c1\u56fe\u00a032\u00a0\u548c\u9644\u5f55\u00a0B\uff1bMicrosoft Flight Simulator \u7684\u793a\u4f8b\uff0c\u89c1\u56fe\u00a033\u00a0\u548c\u9644\u5f55\u00a0C\uff1bASSASSIN\u2019s CREED ODYSSEY \u7684\u793a\u4f8b\uff0c\u89c1\u56fe\u00a034\u00a0\u548c\u9644\u5f55\u00a0D\uff1bGEARS of WAR 4 \u7684\u793a\u4f8b\uff0c\u89c1\u56fe\u00a035\u00a0\u548c\u9644\u5f55\u00a0E\uff1b\u4ee5\u53ca Starfield \u7684\u793a\u4f8b\uff0c\u89c1\u56fe\u00a036\u00a0\u548c\u9644\u5f55\u00a0F\u3002\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86\u7528\u4e8e\u751f\u6210 Minecraft \u793a\u4f8b\u7684 GPT4V \u63d0\u793a\u8fc7\u7a0b\u7684\u8be6\u7ec6\u5c4f\u5e55\u622a\u56fe\uff0c\u89c1\u56fe\u00a031\u00a0\u548c\u9644\u5f55\u00a0A\u3002<\/p>\n<h3>6.2 \u673a\u5668\u4eba\u6280\u672f<\/h3>\n<p>\u673a\u5668\u4eba\u662f\u9700\u8981\u4e0e\u73af\u5883\u8fdb\u884c\u6709\u6548\u4ea4\u4e92\u7684\u5178\u578b\u667a\u80fd\u4f53\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u9ad8\u6548\u673a\u5668\u4eba\u64cd\u4f5c\u7684\u5173\u952e\u8981\u7d20\uff0c\u56de\u987e\u6700\u65b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LLM\/VLM\uff09\u6280\u672f\u5df2\u5e94\u7528\u7684\u7814\u7a76\u4e3b\u9898\uff0c\u5e76\u5206\u4eab\u6211\u4eec\u6700\u8fd1\u7814\u7a76\u7684\u6210\u679c\u3002<\/p>\n<h5>\u89c6\u89c9\u8fd0\u52a8\u63a7\u5236\u3002<\/h5>\n<p>\u89c6\u89c9\u8fd0\u52a8\u63a7\u5236\u662f\u6307\u89c6\u89c9\u611f\u77e5\u548c\u8fd0\u52a8\u52a8\u4f5c\u7684\u6574\u5408\uff0c\u4ee5\u5728\u673a\u5668\u4eba\u7cfb\u7edf\u4e2d\u6709\u6548\u5730\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u79cd\u6574\u5408\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u89e3\u91ca\u6765\u81ea\u5176\u73af\u5883\u7684\u89c6\u89c9\u6570\u636e\uff0c\u5e76\u76f8\u5e94\u5730\u8c03\u6574\u5176\u8fd0\u52a8\u52a8\u4f5c\uff0c\u4ee5\u4e0e\u73af\u5883\u51c6\u786e\u5730\u4ea4\u4e92\u3002\u4f8b\u5982\uff0c\u5728\u88c5\u914d\u7ebf\u4e0a\uff0c\u914d\u5907\u89c6\u89c9\u8fd0\u52a8\u63a7\u5236\u7684\u673a\u5668\u4eba\u53ef\u4ee5\u611f\u77e5\u7269\u4f53\u7684\u4f4d\u7f6e\u548c\u65b9\u5411\uff0c\u5e76\u7cbe\u786e\u5730\u8c03\u6574\u5176\u673a\u68b0\u81c2\u4ee5\u4e0e\u8fd9\u4e9b\u7269\u4f53\u4ea4\u4e92\u3002\u8fd9\u79cd\u80fd\u529b\u5bf9\u4e8e\u786e\u4fdd\u673a\u5668\u4eba\u64cd\u4f5c\u5728\u4ece\u5de5\u4e1a\u81ea\u52a8\u5316\u5230\u534f\u52a9\u8001\u5e74\u4eba\u65e5\u5e38\u5bb6\u52a1\u7684\u5404\u79cd\u5e94\u7528\u4e2d\u7684\u7cbe\u786e\u6027\u548c\u6709\u6548\u6027\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916\uff0c\u89c6\u89c9\u8fd0\u52a8\u63a7\u5236\u6709\u52a9\u4e8e\u673a\u5668\u4eba\u9002\u5e94\u52a8\u6001\u73af\u5883\uff0c\u5176\u4e2d\u73af\u5883\u72b6\u6001\u53ef\u80fd\u5feb\u901f\u53d8\u5316\uff0c\u9700\u8981\u6839\u636e\u89c6\u89c9\u53cd\u9988\u5b9e\u65f6\u8c03\u6574\u8fd0\u52a8\u52a8\u4f5c\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u5b89\u5168\u64cd\u4f5c\u7684\u80cc\u666f\u4e0b\uff0c\u89c6\u89c9\u4fe1\u606f\u5bf9\u4e8e\u68c0\u6d4b\u6267\u884c\u9519\u8bef\u548c\u786e\u8ba4\u6bcf\u4e2a\u673a\u5668\u4eba\u52a8\u4f5c\u7684\u524d\u7f6e\u548c\u540e\u7f6e\u6761\u4ef6\u81f3\u5173\u91cd\u8981\u3002\u5728\u4e0d\u53d7\u63a7\u5236\u7684\u73af\u5883\u4e2d\uff0c\u4f8b\u5982\u672a\u77e5\u7684\u5bb6\u5ead\u73af\u5883\u4e2d\uff0c\u7531\u4e8e\u5bb6\u5177\u5f62\u72b6\u53d8\u5316\u3001\u5149\u7167\u53d8\u5316\u548c\u6ed1\u79fb\u7b49\u4e0d\u53ef\u9884\u6d4b\u7684\u56e0\u7d20\uff0c\u673a\u5668\u4eba\u66f4\u5bb9\u6613\u9762\u4e34\u610f\u5916\u7ed3\u679c\u3002\u4ec5\u4ee5\u524d\u9988\u65b9\u5f0f\u6267\u884c\u9884\u5148\u8ba1\u5212\u7684\u52a8\u4f5c\u65b9\u6848\u5728\u8fd9\u4e9b\u73af\u5883\u4e2d\u53ef\u80fd\u4f1a\u5e26\u6765\u91cd\u5927\u98ce\u9669\u3002\u56e0\u6b64\uff0c\u5229\u7528\u89c6\u89c9\u53cd\u9988\u6765\u6301\u7eed\u9a8c\u8bc1\u6bcf\u4e00\u6b65\u7684\u7ed3\u679c\u662f\u786e\u4fdd\u673a\u5668\u4eba\u7cfb\u7edf\u7a33\u5065\u53ef\u9760\u8fd0\u884c\u7684\u5173\u952e\u3002<\/p>\n<h5>\u8bed\u8a00\u6761\u4ef6\u4e0b\u7684\u64cd\u4f5c\u3002<\/h5>\n<p>\u8bed\u8a00\u6761\u4ef6\u4e0b\u7684\u64cd\u4f5c\u662f\u6307\u673a\u5668\u4eba\u7cfb\u7edf\u6839\u636e\u8bed\u8a00\u6307\u4ee4\u89e3\u91ca\u548c\u6267\u884c\u4efb\u52a1\u7684\u80fd\u529b\u3002\u8fd9\u4e00\u65b9\u9762\u5bf9\u4e8e\u521b\u5efa\u76f4\u89c2\u4e14\u7528\u6237\u53cb\u597d\u7684\u4eba\u673a\u4ea4\u4e92\u754c\u9762\u5c24\u4e3a\u91cd\u8981\u3002\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\uff0c\u7528\u6237\u53ef\u4ee5\u4ee5\u7c7b\u4f3c\u4e8e\u4eba\u4e0e\u4eba\u4e4b\u95f4\u4ea4\u6d41\u7684\u65b9\u5f0f\u5411\u673a\u5668\u4eba\u6307\u5b9a\u76ee\u6807\u548c\u4efb\u52a1\uff0c\u4ece\u800c\u964d\u4f4e\u64cd\u4f5c\u673a\u5668\u4eba\u7cfb\u7edf\u7684\u95e8\u69db\u3002\u4f8b\u5982\uff0c\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u6307\u793a\u670d\u52a1\u673a\u5668\u4eba\u201c\u4ece\u684c\u5b50\u4e0a\u62ff\u8d77\u7ea2\u8272\u82f9\u679c\u201d\uff0c\u673a\u5668\u4eba\u4f1a\u89e3\u6790\u6b64\u6307\u4ee4\uff0c\u8bc6\u522b\u6240\u6307\u7684\u7269\u4f53\u5e76\u6267\u884c\u62ff\u8d77\u8be5\u7269\u4f53\u7684\u4efb\u52a1 Wake et al. (2023c)\u3002\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u5f00\u53d1\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u7406\u89e3\u7b97\u6cd5\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u53ef\u4ee5\u51c6\u786e\u5730\u89e3\u91ca\u5404\u79cd\u6307\u4ee4\uff0c\u4ece\u76f4\u63a5\u547d\u4ee4\u5230\u66f4\u62bd\u8c61\u7684\u6307\u4ee4\uff0c\u5e76\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u5c06\u8fd9\u4e9b\u6307\u4ee4\u8f6c\u6362\u4e3a\u53ef\u64cd\u4f5c\u7684\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u786e\u4fdd\u673a\u5668\u4eba\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u6307\u4ee4\u63a8\u5e7f\u5230\u4e0d\u540c\u7684\u4efb\u52a1\u548c\u73af\u5883\u4e2d\uff0c\u5bf9\u4e8e\u63d0\u9ad8\u673a\u5668\u4eba\u5728\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u7684\u591a\u529f\u80fd\u6027\u548c\u5b9e\u7528\u6027\u81f3\u5173\u91cd\u8981\u3002\u5728\u540d\u4e3a\u201c\u4efb\u52a1\u548c\u8fd0\u52a8\u89c4\u5212\u201d\u7684\u673a\u5668\u4eba\u6846\u67b6\u4e2d\uff0c\u4f7f\u7528\u8bed\u8a00\u8f93\u5165\u6765\u6307\u5bfc\u673a\u5668\u4eba\u7684\u4efb\u52a1\u89c4\u5212\u5df2\u5f15\u8d77\u5173\u6ce8 Garrett et al. (2021)\u3002<\/p>\n<h5>\u6280\u80fd\u4f18\u5316\u3002<\/h5>\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u5f3a\u8c03\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u673a\u5668\u4eba\u4efb\u52a1\u89c4\u5212\u4e2d\u7684\u6709\u6548\u6027\u3002\u7136\u800c\uff0c\u4efb\u52a1\u7684\u6700\u4f73\u6267\u884c\uff0c\u7279\u522b\u662f\u6d89\u53ca\u6293\u53d6\u7b49\u7269\u7406\u4ea4\u4e92\u7684\u4efb\u52a1\uff0c\u9700\u8981\u5bf9\u73af\u5883\u6709\u66f4\u6df1\u5165\u7684\u7406\u89e3\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u89e3\u91ca\u4eba\u7c7b\u6307\u4ee4\u3002\u4f8b\u5982\uff0c\u673a\u5668\u4eba\u6293\u53d6\u9700\u8981\u7cbe\u786e\u7684\u63a5\u89e6\u70b9 Wake et al. (2023e) \u548c\u624b\u81c2\u59ff\u52bf Sasabuchi et al. (2021)\uff0c\u624d\u80fd\u6709\u6548\u5730\u6267\u884c\u540e\u7eed\u52a8\u4f5c\u3002\u867d\u7136\u8fd9\u4e9b\u8981\u7d20\u2014\u2014\u7cbe\u786e\u7684\u63a5\u89e6\u70b9\u548c\u624b\u81c2\u59ff\u52bf\u2014\u2014\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\u662f\u76f4\u89c2\u7684\uff0c\u4f46\u901a\u8fc7\u8bed\u8a00\u8868\u8fbe\u5b83\u4eec\u662f\u5177\u6709\u6311\u6218\u6027\u7684\u3002\u5c3d\u7ba1\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u53d6\u5f97\u4e86\u8fdb\u5c55\uff0c\u4f46\u4ece\u573a\u666f\u4e2d\u6355\u83b7\u8fd9\u4e9b\u7ec6\u5fae\u7684\u95f4\u63a5\u7ebf\u7d22\u5e76\u5c06\u5176\u6709\u6548\u5730\u8f6c\u5316\u4e3a\u673a\u5668\u4eba\u6280\u80fd\u4ecd\u7136\u662f\u4e00\u9879\u91cd\u5927\u6311\u6218\u3002\u4f5c\u4e3a\u56de\u5e94\uff0c\u673a\u5668\u4eba\u793e\u533a\u8d8a\u6765\u8d8a\u5173\u6ce8\u6536\u96c6\u589e\u5f3a\u7684\u6570\u636e\u96c6\uff08\u4f8b\u5982\uff0cWang et al. (2023d); Padalkar et al. (2023)) \u6216\u5f00\u53d1\u76f4\u63a5\u4ece\u4eba\u7c7b\u6f14\u793a\u4e2d\u83b7\u53d6\u6280\u80fd\u7684\u65b9\u6cd5 Wake et al. (2021a)\u3002\u5305\u62ec\u201c\u4ece\u6f14\u793a\u4e2d\u5b66\u4e60\u201d\u548c\u201c\u6a21\u4eff\u5b66\u4e60\u201d\u5728\u5185\u7684\u6846\u67b6\u6b63\u5728\u5f15\u9886\u8fd9\u4e9b\u53d1\u5c55\uff0c\u5728\u4f18\u5316\u7269\u7406\u6280\u80fd\u65b9\u9762\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n<h4>6.2.1 \u7528\u4e8e\u673a\u5668\u4eba\u7684\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LLM\/VLM\uff09\u667a\u80fd\u4f53\u3002<\/h4>\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0c\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LLM\/VLM\uff09\u5728\u6d89\u53ca\u4e0e\u73af\u5883\u4e2d\u4eba\u7c7b\u4ea4\u4e92\u7684\u673a\u5668\u4eba\u667a\u80fd\u4f53\u65b9\u9762\u5177\u6709\u6f5c\u529b\u3002\u65e8\u5728\u5229\u7528\u6700\u65b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08LLM\/VLM\uff09\u6280\u672f\u7684\u7814\u7a76\u4e3b\u9898\u5305\u62ec\uff1a<\/p>\n<p><strong>\u591a\u6a21\u6001\u7cfb\u7edf<\/strong>\uff1a\u6700\u8fd1\u7684\u7814\u7a76\u4e00\u76f4\u79ef\u6781\u5173\u6ce8\u5f00\u53d1\u7aef\u5230\u7aef\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5c06\u6700\u65b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u6280\u672f\u4f5c\u4e3a\u8f93\u5165\u4fe1\u606f\u7684\u7f16\u7801\u5668\u3002\u7279\u522b\u662f\uff0c\u4fee\u6539\u8fd9\u4e9b\u57fa\u7840\u6a21\u578b\u4ee5\u5904\u7406\u591a\u6a21\u6001\u4fe1\u606f\u5df2\u6210\u4e3a\u4e00\u79cd\u91cd\u8981\u8d8b\u52bf\u3002Jiang et al. (2022); Brohan et al. (2023,\u00a02022); Li et al. (2023d); Ahn et al. (2022b); Shah et al. (2023b); Li et al. (2023e)\u3002\u8fd9\u79cd\u8c03\u6574\u65e8\u5728\u6839\u636e\u8bed\u8a00\u6307\u4ee4\u548c\u89c6\u89c9\u7ebf\u7d22\u6307\u5bfc\u673a\u5668\u4eba\u52a8\u4f5c\uff0c\u4ece\u800c\u5b9e\u73b0\u6709\u6548\u7684\u5177\u8eab\u5316\u3002<\/p>\n<p><strong>\u4efb\u52a1\u89c4\u5212\u548c\u6280\u80fd\u8bad\u7ec3<\/strong>\uff1a\u4e0e\u7aef\u5230\u7aef\u7cfb\u7edf\u76f8\u6bd4\uff0c\u57fa\u4e8e\u4efb\u52a1\u548c\u8fd0\u52a8\u89c4\u5212\uff08TAMP\uff09\u7684\u7cfb\u7edf\u9996\u5148\u8ba1\u7b97\u9ad8\u5c42\u4efb\u52a1\u8ba1\u5212\uff0c\u7136\u540e\u901a\u8fc7\u4f4e\u5c42\u673a\u5668\u4eba\u63a7\u5236\uff08\u79f0\u4e3a\u6280\u80fd\uff09\u6765\u5b9e\u73b0\u8fd9\u4e9b\u8ba1\u5212\u3002<\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5148\u8fdb\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\u5df2\u8bc1\u660e\u80fd\u591f\u89e3\u91ca\u6307\u4ee4\u5e76\u5c06\u5176\u5206\u89e3\u4e3a\u673a\u5668\u4eba\u52a8\u4f5c\u6b65\u9aa4\uff0c\u4ece\u800c\u5927\u5927\u63a8\u8fdb\u4e86\u4efb\u52a1\u89c4\u5212\u6280\u672f Ni et al. (2023); Li et al. (2023b); Parakh et al. (2023); Wake et al. (2023c)\u3002\u5bf9\u4e8e\u6280\u80fd\u8bad\u7ec3\uff0c\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u6765\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570 Yu et al. (2023a); Katara et al. (2023); Ma et al. (2023)\uff0c\u751f\u6210\u6570\u636e\u4ee5\u4fc3\u8fdb\u7b56\u7565\u5b66\u4e60 Kumar et al. (2023); Du et al. (2023)\uff0c\u6216\u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\u7684\u4e00\u90e8\u5206 Sontakke et al. (2023)\u3002\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u548c\u6a21\u4eff\u5b66\u4e60\u7b49\u8bad\u7ec3\u6846\u67b6\uff0c\u8fd9\u4e9b\u52aa\u529b\u5c06\u6709\u52a9\u4e8e\u5f00\u53d1\u9ad8\u6548\u7684\u673a\u5668\u4eba\u63a7\u5236\u5668\u3002<\/p>\n<p><strong>\u73b0\u573a\u4f18\u5316<\/strong>\uff1a\u7531\u4e8e\u610f\u5916\u548c\u4e0d\u53ef\u9884\u6d4b\u7684\u73af\u5883\u6761\u4ef6\uff0c\u5728\u673a\u5668\u4eba\u6280\u672f\u4e2d\u6267\u884c\u957f\u65f6\u95f4\u7684\u4efb\u52a1\u6b65\u9aa4\u53ef\u80fd\u5f88\u56f0\u96be\u3002\u56e0\u6b64\uff0c\u673a\u5668\u4eba\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u5305\u62ec\u901a\u8fc7\u5c06\u4efb\u52a1\u8ba1\u5212\u4e0e\u5b9e\u65f6\u73af\u5883\u6570\u636e\u76f8\u7ed3\u5408\uff0c\u52a8\u6001\u5730\u8c03\u6574\u548c\u6539\u8fdb\u673a\u5668\u4eba\u6280\u80fd\u3002\u4f8b\u5982\uff0c(Ahn et al.,\u00a02022b) \u63d0\u51fa\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u4ece\u89c6\u89c9\u4fe1\u606f\u8ba1\u7b97\u52a8\u4f5c\u7684\u53ef\u884c\u6027\uff08\u5373\uff0c\u53ef\u4f9b\u6027\uff09\uff0c\u5e76\u5c06\u5176\u4e0e\u8ba1\u5212\u7684\u4efb\u52a1\u8fdb\u884c\u6bd4\u8f83\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u4e00\u4e9b\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80fd\u591f\u8f93\u51fa\u4efb\u52a1\u6b65\u9aa4\u7684\u524d\u7f6e\u6761\u4ef6\u548c\u540e\u7f6e\u6761\u4ef6\uff08\u4f8b\u5982\uff0c\u7269\u4f53\u53ca\u5176\u76f8\u4e92\u5173\u7cfb\u7684\u72b6\u6001\uff09\uff0c\u4ee5\u4f18\u5316\u5176\u6267\u884c Zhou et al. (2023c)\uff0c\u5e76\u68c0\u6d4b\u524d\u7f6e\u6761\u4ef6\u9519\u8bef\uff0c\u4ee5\u4fbf\u5bf9\u4efb\u52a1\u8ba1\u5212\u8fdb\u884c\u5fc5\u8981\u7684\u4fee\u6539 Raman et al. (2023)\u3002\u8fd9\u4e9b\u7b56\u7565\u65e8\u5728\u901a\u8fc7\u6574\u5408\u73af\u5883\u4fe1\u606f\u5e76\u5728\u4efb\u52a1\u8ba1\u5212\u6216\u63a7\u5236\u5668\u7ea7\u522b\u8c03\u6574\u673a\u5668\u4eba\u7684\u52a8\u4f5c\u6765\u5b9e\u73b0\u73af\u5883\u5bfc\u5411\u7684\u673a\u5668\u4eba\u6267\u884c\u3002<\/p>\n<p><strong>\u5bf9\u8bdd\u667a\u80fd\u4f53<\/strong>\uff1a\u5728\u521b\u5efa\u5bf9\u8bdd\u673a\u5668\u4eba\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53ef\u4ee5\u4fc3\u8fdb\u4e0e\u4eba\u7c7b\u8fdb\u884c\u81ea\u7136\u7684\u3001\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u4ea4\u4e92 Ye et al. (2023a); Wake et al. (2023f)\u3002\u8fd9\u4e9b\u6a21\u578b\u5904\u7406\u548c\u751f\u6210\u6a21\u4eff\u4eba\u7c7b\u5bf9\u8bdd\u7684\u54cd\u5e94\uff0c\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u53c2\u4e0e\u6709\u610f\u4e49\u7684\u5bf9\u8bdd\u3002\u6b64\u5916\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u6982\u5ff5 Hensel et al. (2023); Teshima et al. (2022) \u548c\u60c5\u611f\u5c5e\u6027 Zhao et al. (2023); Yang et al. (2023b); Wake et al. (2023d) \u7684\u8bc4\u4f30\u4e2d\u8d77\u7740\u91cd\u8981\u4f5c\u7528\u3002\u8fd9\u4e9b\u5c5e\u6027\u6709\u52a9\u4e8e\u7406\u89e3\u4eba\u7c7b\u610f\u56fe\u548c\u751f\u6210\u6709\u610f\u4e49\u7684\u624b\u52bf\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u4eba\u673a\u4ea4\u6d41\u7684\u81ea\u7136\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<p><strong>\u5bfc\u822a\u667a\u80fd\u4f53\uff1a<\/strong>\u00a0\u673a\u5668\u4eba\u5bfc\u822a\u6709\u7740\u60a0\u4e45\u7684\u7814\u7a76\u5386\u53f2\uff0c\u4fa7\u91cd\u4e8e\u57fa\u4e8e\u5730\u56fe\u7684\u8def\u5f84\u89c4\u5212\u548c\u540c\u65f6\u5b9a\u4f4d\u4e0e\u5730\u56fe\u6784\u5efa\uff08SLAM\uff09\u7b49\u6838\u5fc3\u65b9\u9762\uff0c\u4ee5\u521b\u5efa\u73af\u5883\u5730\u56fe\u3002\u8fd9\u4e9b\u529f\u80fd\u5df2\u6210\u4e3a\u5e7f\u6cdb\u4f7f\u7528\u7684\u673a\u5668\u4eba\u4e2d\u95f4\u4ef6\uff08\u5982\u673a\u5668\u4eba\u64cd\u4f5c\u7cfb\u7edf\uff08ROS\uff09Guimar\u00e3es et al. (2016)\uff09\u7684\u6807\u51c6\u914d\u7f6e\u3002<\/p>\n<p>\u867d\u7136\u7ecf\u5178\u7684\u5bfc\u822a\u6280\u672f\u5728\u8bb8\u591a\u673a\u5668\u4eba\u5e94\u7528\u4e2d\u4ecd\u7136\u5f88\u666e\u904d\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u4f9d\u8d56\u4e8e\u9759\u6001\u6216\u9884\u5148\u521b\u5efa\u7684\u5730\u56fe\u3002\u6700\u8fd1\uff0c\u4eba\u4eec\u5bf9\u4f7f\u673a\u5668\u4eba\u80fd\u591f\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u73af\u5883\u4e2d\u5bfc\u822a\u7684\u5148\u8fdb\u6280\u672f\u8d8a\u6765\u8d8a\u611f\u5174\u8da3\uff0c\u8fd9\u4e9b\u6280\u672f\u5229\u7528\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u7684\u7a81\u7834\u3002\u4e00\u4e2a\u4ee3\u8868\u6027\u7684\u4efb\u52a1\u662f\u7269\u4f53\u5bfc\u822a Chaplot et al. (2020a); Batra et al. (2020); Gervet et al. (2023); Ramakrishnan et al. (2022); Zhang et al. (2021)\uff0c\u5176\u4e2d\u673a\u5668\u4eba\u4f7f\u7528\u7269\u4f53\u540d\u79f0\u800c\u4e0d\u662f\u5730\u56fe\u5750\u6807\u8fdb\u884c\u5bfc\u822a\uff0c\u8fd9\u9700\u8981\u5bf9\u73af\u5883\u4e2d\u7269\u4f53\u540d\u79f0\u8fdb\u884c\u89c6\u89c9\u5b9a\u4f4d\u3002\u6b64\u5916\uff0c\u6700\u8fd1\u4eba\u4eec\u5173\u6ce8\u4e8e\u5728\u57fa\u7840\u6a21\u578b\u4e4b\u4e0a\uff0c\u4ee5\u96f6\u6837\u672c\u65b9\u5f0f\u5728\u5b8c\u5168\u4e0d\u719f\u6089\u7684\u5168\u65b0\u73af\u5883\u4e2d\u5bfc\u822a\u673a\u5668\u4eba\u7684\u6280\u672f\uff0c\u5373\u6240\u8c13\u7684\u96f6\u6837\u672c\u7269\u4f53\u5bfc\u822a Gadre et al. (2023); Dorbala et al. (2023); Cai et al. (2023)\u3002\u6b64\u5916\uff0c\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09Anderson et al. (2018a) \u662f\u4e00\u9879\u4ee3\u8868\u6027\u4efb\u52a1\uff0c\u5176\u4e2d\u4efb\u52a1\u6d89\u53ca\u5728\u5148\u524d\u672a\u89c1\u7684\u771f\u5b9e\u73af\u5883\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5bfc\u822a\u667a\u80fd\u4f53 Shah et al. (2023a); Zhou et al. (2023a); Dorbala et al. (2022); Liang et al. (2023); Huang et al. (2023b)\u3002\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u89e3\u91ca\u53e5\u5b50\u800c\u4e0d\u662f\u7269\u4f53\u540d\u79f0\uff0c\u4f8b\u5982\u201c\u8d70\u5230\u4f60\u5de6\u8fb9\u7684\u6d74\u5ba4\u201d\uff0c\u56e0\u6b64\u5b83\u9700\u8981\u66f4\u9ad8\u7684\u529f\u80fd\u6765\u89e3\u6790\u8f93\u5165\u6587\u672c Wang et al. (2019)\u3002<\/p>\n<p>\u57fa\u7840\u6a21\u578b\u7684\u51fa\u73b0\u901a\u8fc7\u589e\u5f3a\u5bf9\u4eba\u7c7b\u8bed\u8a00\u6307\u4ee4\u7684\u7406\u89e3\u548c\u5bf9\u73af\u5883\u4fe1\u606f\u7684\u89c6\u89c9\u89e3\u91ca\uff0c\u6709\u52a9\u4e8e\u5f00\u53d1\u8fd9\u79cd\u81ea\u9002\u5e94\u7684\u3001\u5373\u65f6\u5bfc\u822a\u6280\u672f\u3002\u6709\u5173\u4ee3\u8868\u6027\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u7814\u7a76\u7684\u66f4\u8be6\u7ec6\u89e3\u91ca\uff0c\u8bf7\u53c2\u89c1\u00a06.2.2\u3002<\/p>\n<h4>6.2.2 \u5b9e\u9a8c\u4e0e\u7ed3\u679c\u3002<\/h4>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5e6a0728b9c2662.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-7\" \/><br \/>\n\u56fe 13\uff1a\u96c6\u6210\u4e86 ChatGPT \u9a71\u52a8\u7684\u4efb\u52a1\u89c4\u5212\u5668\u7684\u673a\u5668\u4eba\u6559\u5b66\u7cfb\u7edf\u6982\u8ff0\u3002\u8be5\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4\uff1a\u4efb\u52a1\u89c4\u5212\uff0c\u7528\u6237\u4f7f\u7528\u4efb\u52a1\u89c4\u5212\u5668\u521b\u5efa\u52a8\u4f5c\u5e8f\u5217\uff0c\u5e76\u6839\u636e\u9700\u8981\u901a\u8fc7\u53cd\u9988\u8c03\u6574\u7ed3\u679c\uff1b\u4ee5\u53ca\u6f14\u793a\uff0c\u7528\u6237\u4ee5\u89c6\u89c9\u65b9\u5f0f\u6f14\u793a\u52a8\u4f5c\u5e8f\u5217\uff0c\u4ee5\u63d0\u4f9b\u673a\u5668\u4eba\u64cd\u4f5c\u6240\u9700\u7684\u4fe1\u606f\u3002\u89c6\u89c9\u7cfb\u7edf\u6536\u96c6\u5c06\u7528\u4e8e\u673a\u5668\u4eba\u6267\u884c\u7684\u89c6\u89c9\u53c2\u6570\u3002<\/p>\n<p>\u8d8a\u6765\u8d8a\u591a\u7684\u8bc1\u636e\u8868\u660e\uff0c\u6700\u8fd1\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u7b26\u53f7\u4efb\u52a1\u89c4\u5212\uff08\u4f8b\u5982\uff0c\u505a\u4ec0\u4e48\uff09\u65b9\u9762\u5177\u6709\u826f\u597d\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u9700\u8981\u4f4e\u7ea7\u63a7\u5236\u7b56\u7565\uff08\u4f8b\u5982\uff0c\u5982\u4f55\u505a\uff09\u624d\u80fd\u5b9e\u73b0\u73af\u5883\u4e4b\u95f4\u7684\u6210\u529f\u4ea4\u4e92\u3002\u867d\u7136\u5f3a\u5316\u5b66\u4e60\u548c\u6a21\u4eff\u5b66\u4e60\u662f\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u5b66\u4e60\u7b56\u7565\u7684\u6709\u5e0c\u671b\u7684\u65b9\u6cd5\uff0c\u4f46\u53e6\u4e00\u79cd\u6709\u5e0c\u671b\u7684\u65b9\u6cd5\u662f\u901a\u8fc7\u73b0\u573a\u6f14\u793a\u76f4\u63a5\u4ece\u4eba\u7c7b\u90a3\u91cc\u83b7\u5f97\u7b56\u7565\uff0c\u8fd9\u79cd\u65b9\u6cd5\u79f0\u4e3a\u201c\u4ece\u89c2\u5bdf\u4e2d\u5b66\u4e60\u201dWake et al. (2021a);\u00a0Ikeuchi et al.\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4e00\u9879\u7814\u7a76\uff0c\u5176\u4e2d\u6211\u4eec\u4f7f\u7528 ChatGPT \u8fdb\u884c\u4efb\u52a1\u89c4\u5212\uff0c\u5e76\u901a\u8fc7\u4f7f\u7528\u53ef\u4f9b\u6027\u4fe1\u606f\u5bf9\u5176\u8fdb\u884c\u53c2\u6570\u5316\u6765\u4e30\u5bcc\u8be5\u8ba1\u5212\uff0c\u4ee5\u4fc3\u8fdb\u6709\u6548\u548c\u7cbe\u786e\u7684\u6267\u884c\uff08\u56fe\u00a013\uff09\u3002<\/p>\n<p>\u8be5\u6d41\u7a0b\u7531\u4e24\u4e2a\u6a21\u5757\u7ec4\u6210\uff1a\u4efb\u52a1\u89c4\u5212\u548c\u53c2\u6570\u5316\u3002\u5728\u4efb\u52a1\u89c4\u5212\u4e2d\uff0c\u7cfb\u7edf\u63a5\u6536\u8bed\u8a00\u6307\u4ee4\u548c\u5de5\u4f5c\u73af\u5883\u7684\u63cf\u8ff0\u3002\u8fd9\u4e9b\u6307\u4ee4\u4ee5\u53ca\u9884\u5b9a\u4e49\u7684\u673a\u5668\u4eba\u52a8\u4f5c\u548c\u8f93\u51fa\u89c4\u8303\u88ab\u7f16\u8bd1\u6210\u4e00\u4e2a\u63d0\u4f9b\u7ed9 ChatGPT \u7684\u7efc\u5408\u63d0\u793a\uff0c\u7136\u540e ChatGPT \u751f\u6210\u4e00\u7cfb\u5217\u5206\u89e3\u7684\u4efb\u52a1\u53ca\u5176\u6587\u672c\u63cf\u8ff0\uff08\u56fe\u00a013\uff1b\u5de6\u4fa7\u7a97\u683c\uff09\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u91c7\u7528\u5c11\u6837\u672c\u65b9\u6cd5\uff0c\u8fd9\u610f\u5473\u7740 ChatGPT \u6ca1\u6709\u63a5\u53d7\u8fc7\u6b64\u4efb\u52a1\u7684\u8bad\u7ec3\uff0c\u8fd9\u5728\u9002\u7528\u6027\u65b9\u9762\u5177\u6709\u4f18\u52bf\uff0c\u56e0\u4e3a\u5b83\u6d88\u9664\u4e86\u5bf9\u786c\u4ef6\u76f8\u5173\u6570\u636e\u6536\u96c6\u548c\u6a21\u578b\u8bad\u7ec3\u7684\u9700\u6c42\u3002\u6b64\u5916\uff0c\u8f93\u51fa\u4e2d\u7684\u6587\u672c\u63cf\u8ff0\u4f7f\u7528\u6237\u80fd\u591f\u6839\u636e\u9700\u8981\u68c0\u67e5\u548c\u8c03\u6574\u7ed3\u679c\uff0c\u8fd9\u662f\u5b89\u5168\u53ef\u9760\u64cd\u4f5c\u7684\u5173\u952e\u529f\u80fd\u3002\u56fe\u00a014\u00a0\u663e\u793a\u4e86\u5728 VirtualHome Puig et al. (2018) \u4e4b\u4e0a\u5bf9\u667a\u80fd\u4f53\u4eff\u771f\u8fdb\u884c\u7684\u5b9a\u6027\u7ed3\u679c\u3002\u7ed3\u679c\u8868\u660e\uff0c\u4efb\u52a1\u8ba1\u5212\u5408\u7406\u4e14\u5728\u8c03\u6574\u8f93\u51fa\u65b9\u9762\u5177\u6709\u7075\u6d3b\u6027\uff0c\u8fd9\u8868\u660e\u6211\u4eec\u7684\u65b9\u6cd5\u5177\u6709\u5e7f\u6cdb\u7684\u9002\u7528\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18059\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-2\" width=\"4000\" height=\"2250\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a.png 4000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a-300x169.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a-1024x576.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a-768x432.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a-1536x864.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a-2048x1152.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/09bc49e4acc235a-18x10.png 18w\" sizes=\"auto, (max-width: 4000px) 100vw, 4000px\" \/><br \/>\n\u56fe 14\uff1a\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u7684\u53cd\u9988\u8c03\u6574\u8f93\u51fa\u5e8f\u5217\u7684\u793a\u4f8b\u3002\u6211\u4eec\u4f7f\u7528\u5f00\u6e90\u6a21\u62df\u5668 VirtualHome \u8fdb\u884c\u5b9e\u9a8c\u3002\u7ed9\u5b9a\u6307\u4ee4\u201c\u62ff\u8d77\u684c\u5b50\u4e0a\u7684\u9985\u997c\uff0c\u7136\u540e\u7528\u7089\u5b50\u52a0\u70ed\u3002\u201d\uff0c\u4efb\u52a1\u89c4\u5212\u5668\u4f1a\u89c4\u5212 VirtualHome \u4e2d\u63d0\u4f9b\u7684\u4e00\u7cfb\u5217\u51fd\u6570\u3002\u5982\u679c\u5728\u6267\u884c\u4e2d\u68c0\u6d4b\u5230\u9519\u8bef\uff0c\u4efb\u52a1\u89c4\u5212\u5668\u4f1a\u6839\u636e\u81ea\u52a8\u751f\u6210\u7684\u9519\u8bef\u6d88\u606f\u66f4\u6b63\u5176\u8f93\u51fa\u3002<\/p>\n<p>\u867d\u7136\u4efb\u52a1\u89c4\u5212\u5668\u4fdd\u8bc1\u4e86\u4efb\u52a1\u5e8f\u5217\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\uff0c\u4f46\u8981\u5728\u73b0\u5b9e\u4e2d\u6210\u529f\u64cd\u4f5c\uff0c\u8fd8\u9700\u8981\u8be6\u7ec6\u7684\u53c2\u6570\u3002\u4f8b\u5982\uff0c\u6293\u53d6\u7c7b\u578b\u5bf9\u4e8e\u643a\u5e26\u5bb9\u5668\u540c\u65f6\u4e0d\u6d12\u51fa\u5185\u5bb9\u81f3\u5173\u91cd\u8981\uff0c\u800c\u8fd9\u79cd\u53c2\u6570\u5728\u6a21\u62df\u5668\u4e2d\u901a\u5e38\u4f1a\u88ab\u5ffd\u7565\uff08\u53c2\u89c1\u56fe\u00a014\u00a0\u4e2d\u6293\u53d6\u9985\u997c\u7684\u793a\u4f8b\uff09\u3002\u56e0\u6b64\uff0c\u5728\u6211\u4eec\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u4e2d\uff0c\u7528\u6237\u9700\u8981\u4ee5\u89c6\u89c9\u65b9\u5f0f\u6f14\u793a\u6bcf\u4e2a\u52a8\u4f5c\uff08\u56fe\u00a013\uff1b\u53f3\u4fa7\u7a97\u683c\uff09\u3002\u8fd9\u4e9b\u4efb\u52a1\u5177\u6709\u6267\u884c\u6240\u9700\u7684\u9884\u5b9a\u4e49\u53c2\u6570\uff0c\u6211\u4eec\u7684\u89c6\u89c9\u7cfb\u7edf\u4f1a\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u8fd9\u4e9b\u53c2\u6570 Wake et al. (2021b)\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u5e76\u975e\u65e8\u5728\u7cbe\u786e\u590d\u5236\u4eba\u7c7b\u52a8\u4f5c\uff08\u5373\uff0c\u8fdc\u7a0b\u64cd\u4f5c\uff09\uff0c\u800c\u662f\u65e8\u5728\u5904\u7406\u5404\u79cd\u73b0\u5b9e\u6761\u4ef6\uff0c\u4f8b\u5982\u7269\u4f53\u4f4d\u7f6e\u7684\u53d8\u5316\u3002\u56e0\u6b64\uff0c\u4ece\u4eba\u7c7b\u6f14\u793a\u4e2d\u63d0\u53d6\u7684\u53c2\u6570\u4e0d\u4ec5\u5305\u542b\u7cbe\u786e\u7684\u8fd0\u52a8\u8def\u5f84\uff0c\u8fd8\u5305\u542b\u6307\u793a\u6709\u6548\u73af\u5883\u8fd0\u52a8\u7684\u53ef\u4f9b\u6027\u4fe1\u606f\uff08\u4f8b\u5982\uff0c\u7528\u4e8e\u907f\u78b0\u7684\u822a\u70b9 Wake et al. (2023a)\uff0c\u6293\u53d6\u7c7b\u578b Wake et al. (2023e) \u548c\u4e0a\u80a2\u59ff\u52bf Sasabuchi et al. (2021); Wake et al. (2021a))\u3002\u4e0a\u80a2\u7684\u59ff\u52bf\u5728\u5177\u6709\u9ad8\u81ea\u7531\u5ea6\u7684\u673a\u5668\u4eba\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u5e76\u4e14\u88ab\u8bbe\u8ba1\u4e3a\u4e3a\u4e0e\u64cd\u4f5c\u673a\u5668\u4eba\u5171\u5b58\u7684\u4eba\u7c7b\u5448\u73b0\u53ef\u9884\u6d4b\u7684\u59ff\u52bf\u3002\u5177\u6709\u53ef\u4f9b\u6027\u7684\u4efb\u52a1\u5e8f\u5217\u88ab\u8f6c\u6362\u4e3a\u4e00\u7cfb\u5217\u53ef\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u83b7\u5f97\u7684\u3001\u53ef\u91cd\u7528\u7684\u673a\u5668\u4eba\u6280\u80fd\uff0c\u5e76\u7531\u673a\u5668\u4eba\u6267\u884c Takamatsu et al. (2022)\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-13\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3c95adeb261df8e.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-13\" \/><br \/>\n\u56fe 15\uff1a\u5229\u7528 GPT-4V \u548c GPT-4 \u7684\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u5668\u6982\u8ff0\u3002\u8be5\u7cfb\u7edf\u5904\u7406\u89c6\u9891\u6f14\u793a\u548c\u6587\u672c\u6307\u4ee4\uff0c\u751f\u6210\u7528\u4e8e\u673a\u5668\u4eba\u6267\u884c\u7684\u4efb\u52a1\u8ba1\u5212\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18057\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-4\" width=\"2063\" height=\"1248\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09.png 2063w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09-300x181.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09-1024x619.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09-768x465.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09-1536x929.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09-2048x1239.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/48d540c768aad09-18x12.png 18w\" sizes=\"auto, (max-width: 2063px) 100vw, 2063px\" \/><br \/>\n\u56fe 16\uff1a\u89c6\u9891\u5206\u6790\u4eea\u8f93\u51fa\u7684\u793a\u4f8b\u3002\u4ee5\u56fa\u5b9a\u95f4\u9694\u63d0\u53d6\u4e94\u4e2a\u5e27\uff0c\u5e76\u5c06\u5176\u8f93\u5165\u5230 GPT-4V \u4e2d\u3002\u6211\u4eec\u5728\u7b2c 6.2.2 \u8282\u4e2d\u63cf\u8ff0\u4e86\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p>\u901a\u8fc7\u5c06\u5176\u4e0e\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u96c6\u6210\uff0c\u53ef\u4ee5\u6269\u5c55\u7531\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u4efb\u52a1\u89c4\u5212\uff0c\u4ee5\u5b9e\u73b0\u66f4\u901a\u7528\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c55\u793a\u4e00\u4e2a\u793a\u4f8b\uff0c\u5176\u4e2d\u6211\u4eec\u4f7f\u7528 GPT-4V\uff08ision\uff09\u5728\u591a\u6a21\u6001\u8f93\u5165\u4e0a\u4e0b\u6587\u4e2d\u6269\u5c55\u4e0a\u8ff0\u4efb\u52a1\u89c4\u5212\u5668\uff08\u56fe\u00a015\uff09\uff0c\u4eba\u7c7b\u6267\u884c\u65e8\u5728\u7531\u673a\u5668\u4eba\u590d\u5236\u7684\u52a8\u4f5c\u3002\u5728\u672c\u6587\u4e2d\uff0c\u4ec5\u663e\u793a\u4e86\u63d0\u793a\u7684\u4e00\u90e8\u5206\u3002\u5b8c\u6574\u7684\u63d0\u793a\u53ef\u5728\u00a0microsoft.github.io\/GPT4Vision-Robot-Manipulation-Prompts\u00a0\u4e0a\u627e\u5230\u3002<\/p>\n<p>\u8be5\u6d41\u7a0b\u63a5\u6536\u6f14\u793a\u89c6\u9891\u548c\u6587\u672c\uff0c\u7136\u540e\u8f93\u51fa\u4e00\u7cfb\u5217\u673a\u5668\u4eba\u52a8\u4f5c\u3002\u89c6\u89c9\u5206\u6790\u4eea\u65e8\u5728\u7406\u89e3\u4eba\u7c7b\u5728\u89c6\u9891\u4e2d\u6267\u884c\u7684\u52a8\u4f5c\u3002\u6211\u4eec\u4f7f\u7528\u4e86 GPT-4V\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u63d0\u793a\uff0c\u4ee5\u751f\u6210\u4e00\u79cd\u7c7b\u4f3c\u4e8e\u4eba\u4e0e\u4eba\u4e4b\u95f4\u4ea4\u6d41\u7684\u6587\u672c\u6307\u4ee4\u98ce\u683c\u3002\u56fe\u00a016\u00a0\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528\u6587\u672c\u8f93\u5165\u5141\u8bb8\u7528\u6237\u5bf9 GPT-4V \u7684\u8bc6\u522b\u7ed3\u679c\u63d0\u4f9b\u53cd\u9988\u4ee5\u8fdb\u884c\u66f4\u6b63\u3002\u8fd9\u79cd\u65e8\u5728\u63d0\u9ad8\u8bc6\u522b\u7ed3\u679c\u51c6\u786e\u6027\u7684\u529f\u80fd\u4e5f\u80fd\u591f\u5b9e\u73b0\u66f4\u7a33\u5065\u7684\u64cd\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-15\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/68218e1642d53a3.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-15\" \/><br \/>\n\u56fe 17\uff1a\u5229\u7528 GPT-4V \u7684\u573a\u666f\u5206\u6790\u4eea\u7684\u8f93\u51fa\u793a\u4f8b\u3002\u6211\u4eec\u5728\u7b2c 6.2.2 \u8282\u4e2d\u63cf\u8ff0\u4e86\u6211\u4eec\u7684\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u573a\u666f\u5206\u6790\u4eea\u57fa\u4e8e\u6307\u4ee4\u548c\u89c6\u9891\u6570\u636e\u7684\u9996\u5e27\uff08\u6216\u73af\u5883\u56fe\u50cf\uff09\u5c06\u9884\u671f\u5de5\u4f5c\u73af\u5883\u7f16\u8bd1\u4e3a\u6587\u672c\u4fe1\u606f\u3002\u6b64\u73af\u5883\u4fe1\u606f\u5305\u62ec GPT-4V \u8bc6\u522b\u7684\u7269\u4f53\u540d\u79f0\u5217\u8868\u3001\u7269\u4f53\u7684\u53ef\u6293\u53d6\u5c5e\u6027\u4ee5\u53ca\u7269\u4f53\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\u3002\u867d\u7136\u8fd9\u4e9b\u8ba1\u7b97\u8fc7\u7a0b\u662f GPT-4V \u4e2d\u7684\u9ed1\u76d2\uff0c\u4f46\u4f1a\u57fa\u4e8e GPT-4V \u7684\u77e5\u8bc6\u4ee5\u53ca\u56fe\u50cf\/\u6587\u672c\u8f93\u5165\u8f93\u51fa\u4fe1\u606f\u3002\u56fe\u00a017\u00a0\u663e\u793a\u4e86\u6211\u4eec\u573a\u666f\u5206\u6790\u4eea\u7684\u793a\u4f8b\u8f93\u51fa\u3002\u5982\u56fe\u6240\u793a\uff0cGPT-4V \u6210\u529f\u9009\u62e9\u4e86\u4e0e\u64cd\u4f5c\u76f8\u5173\u7684\u7269\u4f53\u3002\u4f8b\u5982\uff0c\u5f53\u4eba\u7c7b\u5728\u684c\u5b50\u4e0a\u91cd\u65b0\u653e\u7f6e\u5783\u573e\u90ae\u4ef6\u5bb9\u5668\u65f6\uff0c\u8f93\u51fa\u4e2d\u4f1a\u5305\u542b\u4e00\u4e2a\u684c\u5b50\uff0c\u800c\u5728\u51b0\u7bb1\u6253\u5f00\u4efb\u52a1\u4e2d\u4f1a\u5ffd\u7565\u8be5\u684c\u5b50\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u573a\u666f\u5206\u6790\u4eea\u4f1a\u6839\u636e\u4eba\u7c7b\u7684\u52a8\u4f5c\u5bf9\u573a\u666f\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\u3002\u6211\u4eec\u63d0\u793a GPT-4V \u89e3\u91ca\u7269\u4f53\u9009\u62e9\u8fc7\u7a0b\u7684\u7ed3\u679c\u4ee5\u53ca\u8fd9\u4e9b\u9009\u62e9\u80cc\u540e\u7684\u539f\u56e0\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u8fd9\u79cd\u65b9\u6cd5\u4ea7\u751f\u4e86\u5408\u7406\u7684\u8f93\u51fa\u3002\u6700\u540e\uff0c\u57fa\u4e8e\u7ed9\u5b9a\u7684\u6587\u672c\u6307\u4ee4\u548c\u73af\u5883\u4fe1\u606f\uff0c\u4efb\u52a1\u89c4\u5212\u5668\u8f93\u51fa\u4e00\u7cfb\u5217\u4efb\u52a1 Wake et al. (2023c)\u3002<\/p>\n<h5>\u7528\u4e8e\u673a\u5668\u4eba\u5bfc\u822a\u7684\u5177\u8eab\u667a\u80fd\u4f53\u3002<\/h5>\n<p>\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u7684\u4efb\u52a1\u662f\u5bfc\u822a\u4e00\u4e2a\u5177\u8eab\u667a\u80fd\u4f53\uff0c\u4ee5\u5728\u771f\u5b9e\u7684 3D \u73af\u5883\u4e2d\u6267\u884c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3002\u5728 3D \u73af\u5883\u4e2d\u5bfc\u822a Zhu et al. (2017a); Mirowski et al. (2016); Mousavian et al. (2018); Hemachandra et al. (2015) \u662f\u5728\u7269\u7406\u4e16\u754c\u4e2d\u8fd0\u884c\u7684\u79fb\u52a8\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u672c\u80fd\u529b\u3002\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u4e2d\uff0c\u5df2\u7ecf\u63d0\u51fa\u4e86\u5927\u91cf\u7684\u4efb\u52a1\u548c\u8bc4\u4f30\u534f\u8bae Savva et al. (2017); Kolve et al. (2017); Song et al. (2017); Xia et al. (2018); Anderson et al. (2018a)\uff0c\u5982 Anderson et al. (2018b) \u4e2d\u603b\u7ed3\u7684\u90a3\u6837\u3002\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09Anderson et al. (2018a) \u4fa7\u91cd\u4e8e\u5728\u771f\u5b9e\u7684 3D \u73af\u5883\u4e2d\u8fdb\u884c\u4ee5\u8bed\u8a00\u4e3a\u57fa\u7840\u7684\u5bfc\u822a\u3002\u4e3a\u4e86\u89e3\u51b3\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u4efb\u52a1\uff0c(Anderson et al.,\u00a02018a) \u5efa\u7acb\u4e86\u4e00\u4e2a\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u5e8f\u5217\u5230\u5e8f\u5217\u57fa\u7ebf\u6a21\u578b\u3002\u7136\u540e\uff0c(Wang et al.,\u00a02018) \u5f15\u5165\u4e86\u4e00\u79cd\u6df7\u5408\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86\u65e0\u6a21\u578b\u548c\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6700\u540e\uff0c(Fried et al.,\u00a02018) \u63d0\u51fa\u4e86\u4e00\u79cd\u8bf4\u8bdd\u8005-\u8ddf\u968f\u8005\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u91c7\u7528\u6570\u636e\u589e\u5f3a\u3001\u5168\u666f\u52a8\u4f5c\u7a7a\u95f4\u548c\u4fee\u6539\u540e\u7684\u6ce2\u675f\u641c\u7d22\u8fdb\u884c\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\uff0c\u4ece\u800c\u5728 Room-to-Room \u6570\u636e\u96c6\u4e0a\u5efa\u7acb\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002\u5728\u4e4b\u524d\u5de5\u4f5c\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u5728 (Wang et al.,\u00a02019) \u4e2d\u63d0\u51fa\u4e86\u7528\u4e8e\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u7684\u5f3a\u5316\u8de8\u6a21\u6001\u5339\u914d\uff08RCM\uff09\u3002RCM \u6a21\u578b\u5efa\u7acb\u5728 Fried et al. (2018) \u7684\u57fa\u7840\u4e0a\uff0c\u4f46\u5728\u8bb8\u591a\u91cd\u8981\u65b9\u9762\u6709\u6240\u4e0d\u540c\uff1a(1) RCM \u5c06\u4e00\u79cd\u65b0\u578b\u7684\u591a\u5956\u52b1\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4e0e\u7528\u4e8e\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u7684\u6a21\u4eff\u5b66\u4e60\u76f8\u7ed3\u5408\uff0c\u800c\u8bf4\u8bdd\u8005-\u8ddf\u968f\u8005\u6a21\u578b Fried et al. (2018) \u4ec5\u4f7f\u7528\u76d1\u7763\u5b66\u4e60\uff0c\u5982 (Anderson et al.,\u00a02018a) \u4e2d\u6240\u793a\u3002(2) RCM \u63a8\u7406\u5bfc\u822a\u5668\u6267\u884c\u8de8\u6a21\u6001\u5b9a\u4f4d\uff0c\u800c\u4e0d\u662f\u5bf9\u5355\u6a21\u6001\u8f93\u5165\u6267\u884c\u65f6\u95f4\u6ce8\u610f\u529b\u673a\u5236\u3002(3) RCM \u5339\u914d\u8bc4\u8bba\u5668\u5728\u67b6\u6784\u8bbe\u8ba1\u65b9\u9762\u4e0e\u8bf4\u8bdd\u8005\u76f8\u4f3c\uff0c\u4f46\u524d\u8005\u7528\u4e8e\u4e3a\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u548c\u81ea\u76d1\u7763\u6a21\u4eff\u5b66\u4e60\uff08SIL\uff09\u8bad\u7ec3\u63d0\u4f9b\u5faa\u73af\u91cd\u5efa\u5185\u5728\u5956\u52b1\uff0c\u800c\u540e\u8005\u7528\u4e8e\u589e\u5f3a\u76d1\u7763\u5b66\u4e60\u7684\u8bad\u7ec3\u6570\u636e\u3002\u5728 (Wang et al.,\u00a02019) \u4e2d\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u5982\u4f55\u89e3\u51b3\u6b64\u4efb\u52a1\u7684\u4e09\u4e2a\u5173\u952e\u9886\u5bfc\u8005\u96be\u9898\uff1a\u8de8\u6a21\u6001\u5b9a\u4f4d\u3001\u4e0d\u9002\u5b9a\u7684\u53cd\u9988\u548c\u6cdb\u5316\u95ee\u9898\u3002\u5982\u56fe\u00a018\u00a0\u6240\u793a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u5f3a\u5316\u8de8\u6a21\u6001\u5339\u914d\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5728\u5c40\u90e8\u548c\u5168\u5c40\u5f3a\u5236\u6267\u884c\u8de8\u6a21\u6001\u5b9a\u4f4d\u3002\u7279\u522b\u662f\uff0c\u4f7f\u7528\u5339\u914d\u8bc4\u8bba\u5668\u6765\u63d0\u4f9b\u5185\u5728\u5956\u52b1\uff0c\u4ee5\u9f13\u52b1\u6307\u4ee4\u548c\u8f68\u8ff9\u4e4b\u95f4\u7684\u5168\u5c40\u5339\u914d\uff0c\u5e76\u4f7f\u7528\u63a8\u7406\u5bfc\u822a\u5668\u5728\u5c40\u90e8\u89c6\u89c9\u573a\u666f\u4e2d\u6267\u884c\u8de8\u6a21\u6001\u5b9a\u4f4d\u3002\u5bf9\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u57fa\u51c6\u6570\u636e\u96c6\u7684\u8bc4\u4f30\u8868\u660e\uff0c\u6211\u4eec\u7684 RCM \u6a21\u578b\u5728 SPL \u4e0a\u660e\u663e\u4f18\u4e8e\u4ee5\u524d\u7684\u65b9\u6cd5 10%\uff0c\u5e76\u5b9e\u73b0\u4e86\u65b0\u7684\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002\u4e3a\u4e86\u63d0\u9ad8\u5b66\u4e60\u7b56\u7565\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u5f15\u5165\u4e86\u4e00\u79cd\u81ea\u76d1\u7763\u6a21\u4eff\u5b66\u4e60\uff08SIL\uff09\u65b9\u6cd5\uff0c\u901a\u8fc7\u6a21\u4eff\u5176\u81ea\u8eab\u8fc7\u53bb\u826f\u597d\u7684\u51b3\u7b56\u6765\u63a2\u7d22\u672a\u89c1\u7684\u73af\u5883\u3002\u6211\u4eec\u8bc1\u660e\uff0c\u81ea\u76d1\u7763\u6a21\u4eff\u5b66\u4e60\uff08SIL\uff09\u53ef\u4ee5\u903c\u8fd1\u66f4\u597d\u3001\u66f4\u6709\u6548\u7684\u7b56\u7565\uff0c\u4ece\u800c\u6781\u5927\u5730\u7f29\u5c0f\u4e86\u5df2\u89c1\u73af\u5883\u548c\u672a\u89c1\u73af\u5883\u4e4b\u95f4\u7684\u6210\u529f\u7387\u6027\u80fd\u5dee\u8ddd\uff08\u4ece 30.7% \u7f29\u5c0f\u5230 11.7%\uff09\u3002\u6b64\u5916\uff0c\u5728 Wang et al. (2019) \u4e2d\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u7528\u4e8e\u63a2\u7d22\u7684\u81ea\u76d1\u7763\u6a21\u4eff\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ee5\u660e\u786e\u89e3\u51b3\u6cdb\u5316\u95ee\u9898\uff0c\u800c\u8fd9\u5728\u4e4b\u524d\u7684\u5de5\u4f5c\u4e2d\u6ca1\u6709\u5f97\u5230\u5145\u5206\u7814\u7a76\u3002\u4e0e\u8fd9\u9879\u5de5\u4f5c\u540c\u65f6\u8fdb\u884c\u7684\u662f\uff0cThomason et al. (2018); Ke et al. (2019); Ma et al. (2019a,\u00a0b) \u4ece\u5404\u4e2a\u65b9\u9762\u7814\u7a76\u4e86\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u4efb\u52a1\uff0c\u5e76\u4e14 Nguyen et al. (2018) \u5f15\u5165\u4e86\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u4efb\u52a1\u7684\u53d8\u4f53\uff0c\u4ee5\u4fbf\u5728\u9700\u8981\u65f6\u8bf7\u6c42\u8bed\u8a00\u5e2e\u52a9\u6765\u67e5\u627e\u7269\u4f53\u3002\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u662f\u7b2c\u4e00\u4e2a\u63d0\u51fa\u63a2\u7d22\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u4efb\u52a1\u7684\u672a\u89c1\u73af\u5883\u7684\u4eba\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/1414c9756505ddf.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-10\" \/><br \/>\n\u56fe 18\uff1aWang et al. (2019) \u7684\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u4efb\u52a1\u5177\u8eab\u667a\u80fd\u4f53\u6f14\u793a\u3002\u663e\u793a\u4e86\u6307\u4ee4\u3001\u5c40\u90e8\u89c6\u89c9\u573a\u666f\u4ee5\u53ca\u4fef\u89c6\u56fe\u4e2d\u7684\u5168\u5c40\u8f68\u8ff9\u3002\u667a\u80fd\u4f53\u65e0\u6cd5\u8bbf\u95ee\u4fef\u89c6\u56fe\u3002\u8def\u5f84 A \u662f\u9075\u5faa\u6307\u4ee4\u7684\u6f14\u793a\u8def\u5f84\u3002\u8def\u5f84 B \u548c C \u662f\u667a\u80fd\u4f53\u6267\u884c\u7684\u4e24\u4e2a\u4e0d\u540c\u7684\u8def\u5f84\u3002<\/p>\n<h3>6.3 \u533b\u7597\u4fdd\u5065<\/h3>\n<p>\u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u53ef\u4ee5\u5145\u5f53\u8bca\u65ad\u667a\u80fd\u4f53\u3001\u60a3\u8005\u62a4\u7406\u52a9\u624b\uff0c\u751a\u81f3\u6cbb\u7597\u8f85\u52a9\u5de5\u5177\uff0c\u4f46\u5b83\u4eec\u4e5f\u9762\u4e34\u7740\u72ec\u7279\u7684\u9886\u5bfc\u8005\u96be\u9898\u548c\u8d23\u4efb\u3002\u7531\u4e8e AI \u667a\u80fd\u4f53\u5728\u6539\u5584\u60a3\u8005\u62a4\u7406\u548c\u633d\u6551\u751f\u547d\u65b9\u9762\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u56e0\u6b64\u5b83\u4eec\u88ab\u6ee5\u7528\u6216\u5306\u5fd9\u90e8\u7f72\u53ef\u80fd\u4f1a\u5371\u53ca\u5168\u7403\u6210\u5343\u4e0a\u4e07\u751a\u81f3\u6570\u767e\u4e07\u4eba\uff0c\u8fd9\u79cd\u53ef\u80fd\u6027\u540c\u6837\u5371\u9669\u3002\u6211\u4eec\u5c06\u8ba8\u8bba AI \u667a\u80fd\u4f53\u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\u4e2d\u7684\u4e00\u4e9b\u6709\u5e0c\u671b\u7684\u9014\u5f84\uff0c\u5e76\u8ba8\u8bba\u4e00\u4e9b\u9762\u4e34\u7684\u5173\u952e\u9886\u5bfc\u8005\u96be\u9898\u3002<\/p>\n<h5>\u8bca\u65ad\u667a\u80fd\u4f53\u3002<\/h5>\n<p>\u7531\u4e8e\u5bf9\u533b\u5b66\u4e13\u5bb6\u7684\u9700\u6c42\u5f88\u9ad8\uff0c\u5e76\u4e14\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6709\u53ef\u80fd\u5e2e\u52a9\u5bf9\u60a3\u8005\u8fdb\u884c\u5206\u7c7b\u548c\u8bca\u65ad\uff0c\u56e0\u6b64\u6700\u8fd1\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7528\u4f5c\u60a3\u8005\u8bca\u65ad\u7684\u533b\u7597\u804a\u5929\u673a\u5668\u4eba\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8 Lee et al. (2023)\u3002\u5bf9\u8bdd\u667a\u80fd\u4f53\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u80fd\u591f\u6709\u6548\u5730\u5411\u6765\u81ea\u4e0d\u540c\u60a3\u8005\u7fa4\u4f53\u7684\u5e7f\u6cdb\u4eba\u7fa4\u4f20\u8fbe\u91cd\u8981\u533b\u7597\u4fe1\u606f\u7684\u5bf9\u8bdd\u667a\u80fd\u4f53\uff0c\u6709\u53ef\u80fd\u4e3a\u5386\u53f2\u4e0a\u5904\u4e8e\u4e0d\u5229\u5730\u4f4d\u6216\u88ab\u8fb9\u7f18\u5316\u7684\u7fa4\u4f53\u63d0\u4f9b\u516c\u5e73\u7684\u533b\u7597\u4fdd\u5065\u673a\u4f1a\u3002\u6b64\u5916\uff0c\u4e16\u754c\u5404\u5730\u7684\u533b\u751f\u548c\u533b\u7597\u4fdd\u5065\u7cfb\u7edf\u5927\u591a\u8d1f\u62c5\u8fc7\u91cd\u4e14\u8d44\u6e90\u4e0d\u8db3\uff0c\u5bfc\u81f4\u5168\u7403\u6570\u4ebf\u4eba\u65e0\u6cd5\u83b7\u5f97\u5145\u8db3\u7684\u533b\u7597\u670d\u52a1 World Health Organization and World Bank (2015)\u3002\u8bca\u65ad\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u79cd\u7279\u522b\u6709\u5229\u7684\u9014\u5f84\u6765\u6539\u5584\u6570\u767e\u4e07\u4eba\u7684\u533b\u7597\u4fdd\u5065\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u6784\u5efa\u4e3a\u5177\u6709\u7406\u89e3\u5404\u79cd\u8bed\u8a00\u3001\u6587\u5316\u548c\u5065\u5eb7\u72b6\u51b5\u7684\u80fd\u529b\u3002\u521d\u6b65\u7ed3\u679c\u8868\u660e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5229\u7528\u5927\u89c4\u6a21\u7f51\u7edc\u6570\u636e\u6765\u8bad\u7ec3\u5177\u6709\u533b\u7597\u4fdd\u5065\u77e5\u8bc6\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LMM\uff09Li et al. (2023f)\u3002\u5c3d\u7ba1\u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u65b9\u5411\uff0c\u4f46\u8bca\u65ad\u667a\u80fd\u4f53\u7684\u524d\u666f\u5e76\u975e\u6ca1\u6709\u98ce\u9669\u3002\u6211\u4eec\u5c06\u5728\u4ee5\u4e0b\u90e8\u5206\u4e2d\u91cd\u70b9\u4ecb\u7ecd\u533b\u7597\u73af\u5883\u4e2d\u5e7b\u89c9\u7684\u98ce\u9669\uff0c\u4ee5\u53ca\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u9014\u5f84\u3002<\/p>\n<h5>\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\u3002<\/h5>\n<p>\u5728\u533b\u7597\u80cc\u666f\u4e0b\uff0c\u6a21\u578b\u5e7b\u89c9\u5c24\u5176\u5371\u9669\uff0c\u751a\u81f3\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u7684\u60a3\u8005\u4f24\u5bb3\u6216\u6b7b\u4ea1\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u9519\u8bef\u7684\u4e25\u91cd\u7a0b\u5ea6\u3002\u4f8b\u5982\uff0c\u5982\u679c\u60a3\u8005\u9519\u8bef\u5730\u6536\u5230\u8bca\u65ad\uff0c\u8868\u660e\u4ed6\u4eec\u6ca1\u6709\u5b9e\u9645\u60a3\u6709\u7684\u75be\u75c5\uff0c\u5219\u53ef\u80fd\u4f1a\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u3002\u8fd9\u4e9b\u540e\u679c\u5305\u62ec\u5ef6\u8fdf\u6216\u4e0d\u9002\u5f53\u7684\u6cbb\u7597\uff0c\u6216\u8005\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5b8c\u5168\u7f3a\u4e4f\u5fc5\u8981\u7684\u533b\u7597\u5e72\u9884\u3002\u672a\u8bca\u65ad\u6216\u8bef\u8bca\u7684\u4e25\u91cd\u6027\u53ef\u80fd\u5bfc\u81f4\u533b\u7597\u8d39\u7528\u589e\u52a0\u3001\u5bfc\u81f4\u8fdb\u4e00\u6b65\u8eab\u4f53\u538b\u529b\u7684\u957f\u671f\u6cbb\u7597\uff0c\u4ee5\u53ca\u5728\u6781\u7aef\u60c5\u51b5\u4e0b\uff0c\u4e25\u91cd\u7684\u4f24\u5bb3\u751a\u81f3\u6b7b\u4ea1\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u4f7f\u7528\u667a\u80fd\u4f53\u66f4\u53ef\u9760\u5730\u68c0\u7d22\u77e5\u8bc6\u7684\u65b9\u6cd5 Peng et al. (2023) \u6216\u4ee5\u57fa\u4e8e\u68c0\u7d22\u7684\u65b9\u5f0f\u751f\u6210\u6587\u672c\u7684\u65b9\u6cd5 Guu et al. (2020) \u662f\u5f88\u6709\u5e0c\u671b\u7684\u65b9\u5411\u3002\u5c06\u8bca\u65ad\u667a\u80fd\u4f53\u4e0e\u533b\u7597\u77e5\u8bc6\u68c0\u7d22\u667a\u80fd\u4f53\u914d\u5bf9\uff0c\u6709\u53ef\u80fd\u663e\u7740\u51cf\u5c11\u5e7b\u89c9\uff0c\u540c\u65f6\u63d0\u9ad8\u8bca\u65ad\u5bf9\u8bdd\u667a\u80fd\u4f53\u54cd\u5e94\u7684\u8d28\u91cf\u548c\u51c6\u786e\u6027\u3002<\/p>\n<h5>\u8fdc\u7a0b\u533b\u7597\u548c\u8fdc\u7a0b\u76d1\u63a7\u3002<\/h5>\n<p>\u57fa\u4e8e\u667a\u80fd\u4f53\u7684 AI \u5728\u8fdc\u7a0b\u533b\u7597\u548c\u8fdc\u7a0b\u76d1\u63a7\u9886\u57df\u4e5f\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u5b83\u53ef\u4ee5\u6539\u5584\u533b\u7597\u4fdd\u5065\u7684\u53ef\u53ca\u6027\uff0c\u6539\u5584\u533b\u7597\u4fdd\u5065\u63d0\u4f9b\u8005\u548c\u60a3\u8005\u4e4b\u95f4\u7684\u6c9f\u901a\uff0c\u5e76\u63d0\u9ad8\u6548\u7387\u548c\u964d\u4f4e\u9891\u7e41\u7684\u533b\u60a3\u4e92\u52a8\u6210\u672c Amjad et al. (2023)\u3002\u521d\u7ea7\u4fdd\u5065\u4e34\u5e8a\u533b\u751f\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u7b5b\u9009\u60a3\u8005\u6d88\u606f\u3001\u62a5\u544a\u548c\u7535\u5b50\u90ae\u4ef6\uff0c\u8fd9\u4e9b\u6d88\u606f\u3001\u62a5\u544a\u548c\u7535\u5b50\u90ae\u4ef6\u901a\u5e38\u4e0e\u4ed6\u4eec\u65e0\u5173\u6216\u4e0d\u5fc5\u8981\u67e5\u770b\u3002\u652f\u6301\u667a\u80fd\u4f53\u53ef\u4ee5\u5e2e\u52a9\u5206\u7c7b\u6765\u81ea\u533b\u751f\u3001\u60a3\u8005\u548c\u5176\u4ed6\u533b\u7597\u4fdd\u5065\u63d0\u4f9b\u8005\u7684\u6d88\u606f\uff0c\u5e76\u5e2e\u52a9\u7a81\u51fa\u6240\u6709\u5404\u65b9\u7684\u91cd\u8981\u6d88\u606f\uff0c\u8fd9\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\u3002\u901a\u8fc7\u4f7f\u667a\u80fd\u4f53 AI \u7cfb\u7edf\u80fd\u591f\u4e0e\u60a3\u8005\u3001\u4e34\u5e8a\u533b\u751f\u548c\u5176\u4ed6 AI \u667a\u80fd\u4f53\u8fdb\u884c\u534f\u8c03\uff0c\u8fdc\u7a0b\u533b\u7597\u548c\u6570\u5b57\u5065\u5eb7\u884c\u4e1a\u5177\u6709\u5de8\u5927\u7684\u53d8\u9769\u6f5c\u529b\u3002<\/p>\n<h4>6.3.1 \u5f53\u524d\u7684\u533b\u7597\u4fdd\u5065\u80fd\u529b<\/h4>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-19\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf947d200d7b021.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-19\" \/><br \/>\n\u56fe 19\uff1a\u5728\u533b\u7597\u4fdd\u5065\u56fe\u50cf\u7406\u89e3\u9886\u57df\u4e2d\u4f7f\u7528 GPT-4V \u65f6\u7684\u63d0\u793a\u548c\u54cd\u5e94\u793a\u4f8b\u3002\u4ece\u5de6\u5230\u53f3\uff1a\uff081\uff09\u4e00\u540d\u62a4\u58eb\u548c\u4e00\u540d\u533b\u751f\u8fdb\u884c CT \u626b\u63cf\u7684\u56fe\u50cf\uff0c\uff082\uff09\u4e0d\u89c4\u5219\u5fc3\u7535\u56fe\u626b\u63cf\u7684\u5408\u6210\u56fe\u50cf\uff0c\u4ee5\u53ca\uff083\uff09\u6765\u81ea ISIC Codella et al. (2018) \u76ae\u80a4\u75c5\u53d8\u6570\u636e\u96c6\u7684\u56fe\u50cf\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230 GPT-4V \u62e5\u6709\u5927\u91cf\u7684\u533b\u5b66\u77e5\u8bc6\uff0c\u5e76\u4e14\u80fd\u591f\u63a8\u7406\u533b\u5b66\u56fe\u50cf\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5b89\u5168\u57f9\u8bad\uff0c\u5b83\u65e0\u6cd5\u5bf9\u67d0\u4e9b\u533b\u5b66\u56fe\u50cf\u8fdb\u884c\u8bca\u65ad\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18054\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f4fe292eb01627a.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" width=\"822\" height=\"463\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f4fe292eb01627a.png 822w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f4fe292eb01627a-300x169.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f4fe292eb01627a-768x433.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f4fe292eb01627a-18x10.png 18w\" sizes=\"auto, (max-width: 822px) 100vw, 822px\" \/><br \/>\n\u56fe 20\uff1a\u5728\u533b\u7597\u4fdd\u5065\u89c6\u9891\u7406\u89e3\u9886\u57df\u4e2d\u4f7f\u7528 GPT-4V \u65f6\u7684\u63d0\u793a\u548c\u54cd\u5e94\u793a\u4f8b\u3002\u6211\u4eec\u5c06\u793a\u4f8b\u89c6\u9891\u4f5c\u4e3a 2&#215;2 \u7f51\u683c\u8f93\u5165\uff0c\u5e76\u8986\u76d6\u6587\u672c\u4ee5\u6307\u793a\u5e27\u7684\u987a\u5e8f\u3002\u5728\u524d\u4e24\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u63d0\u793a GPT-4V \u68c0\u67e5\u89c6\u9891\u4e2d\u7684\u5e27\uff0c\u4ee5\u68c0\u6d4b\u5728\u5fd7\u613f\u8005\u60a3\u8005\u8eab\u4e0a\u8fdb\u884c\u7684\u4e34\u5e8a\u5e8a\u8fb9\u6d3b\u52a8\u3002\u5bf9\u4e8e\u6700\u540e\u4e00\u4e2a\u793a\u4f8b\uff0c\u6211\u4eec\u5c1d\u8bd5\u63d0\u793a GPT-4V \u8bc4\u4f30\u8d85\u58f0\u5fc3\u52a8\u56fe\u89c6\u9891\uff0c\u4f46\u7531\u4e8e GPT-4V \u7684\u5b89\u5168\u57f9\u8bad\uff0c\u5b83\u6ca1\u6709\u63d0\u4f9b\u8be6\u7ec6\u7684\u54cd\u5e94\u3002\u4e3a\u4e86\u6e05\u695a\u8d77\u89c1\uff0c\u6211\u4eec\u7528\u7c97\u4f53\u7a81\u51fa\u663e\u793a\u63cf\u8ff0\u611f\u5174\u8da3\u6d3b\u52a8\u7684\u6587\u672c\uff0c\u5e76\u7f29\u5199\u4e0d\u5fc5\u8981\u7684\u6a21\u578b\u54cd\u5e94\u3002\u6211\u4eec\u5bf9\u4e2a\u4eba\u7684\u8138\u90e8\u8fdb\u884c\u4e86\u7070\u5316\u5904\u7406\uff0c\u4ee5\u4fdd\u62a4\u4ed6\u4eec\u7684\u9690\u79c1\u3002<\/p>\n<h5>\u56fe\u50cf\u7406\u89e3\u3002<\/h5>\n<p>\u6211\u4eec\u5728\u56fe\u00a019\u00a0\u4e2d\u5c55\u793a\u4e86\u73b0\u4ee3\u591a\u6a21\u6001\u667a\u80fd\u4f53\uff08\u5982 GPT-4V\uff09\u5728\u533b\u7597\u4fdd\u5065\u80cc\u666f\u4e0b\u7684\u5f53\u524d\u80fd\u529b\u548c\u5c40\u9650\u6027\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u5c3d\u7ba1 GPT-4V \u5bf9\u533b\u9662\u62a4\u7406\u4e2d\u6d89\u53ca\u7684\u8bbe\u5907\u548c\u7a0b\u5e8f\u5177\u6709\u5927\u91cf\u7684\u5185\u90e8\u77e5\u8bc6\uff0c\u4f46\u5b83\u5e76\u975e\u59cb\u7ec8\u54cd\u5e94\u7528\u6237\u66f4\u5177\u89c4\u8303\u6027\u6216\u8bca\u65ad\u6027\u7684\u67e5\u8be2\u3002<\/p>\n<h5>\u89c6\u9891\u7406\u89e3\u3002<\/h5>\n<p>\u6211\u4eec\u7814\u7a76\u4e86\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u667a\u80fd\u4f53\u5728\u4e24\u79cd\u60c5\u51b5\u4e0b\u7684\u533b\u5b66\u89c6\u9891\u7406\u89e3\u6027\u80fd\u3002\u9996\u5148\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u667a\u80fd\u4f53\u5728\u4e34\u5e8a\u7a7a\u95f4\u4e2d\u8bc6\u522b\u91cd\u8981\u60a3\u8005\u62a4\u7406\u6d3b\u52a8\u7684\u80fd\u529b\u3002\u5176\u6b21\uff0c\u6211\u4eec\u63a2\u7d22\u4e86\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u5728\u8d85\u58f0\u7b49\u66f4\u4e13\u4e1a\u89c6\u9891\u4e2d\u7684\u5e94\u7528\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u56fe\u00a020\u00a0\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86 GPT-4V \u5728\u533b\u9662\u62a4\u7406\u548c\u533b\u5b66\u89c6\u9891\u5206\u6790\u65b9\u9762\u7684\u4e00\u4e9b\u5f53\u524d\u80fd\u529b\u548c\u5c40\u9650\u6027\u3002<\/p>\n<h3>6.4 \u591a\u6a21\u6001\u667a\u80fd\u4f53<\/h3>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-18\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bc374a02016c66a.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-18\" \/><br \/>\n\u56fe 21\uff1a\u4ea4\u4e92\u5f0f\u591a\u6a21\u6001\u667a\u80fd\u4f53\u5305\u62ec\u56db\u5927\u652f\u67f1\uff1a\u4ea4\u4e92\u3001\u8bed\u97f3\u3001\u89c6\u89c9\u548c\u8bed\u8a00\u3002\u526f\u9a7e\u9a76\u667a\u80fd\u4f53\u7531\u4e0d\u540c\u7684\u670d\u52a1\u7ec4\u6210\u30021) \u4ea4\u4e92\u670d\u52a1\u6709\u52a9\u4e8e\u4e3a\u81ea\u52a8\u5316\u64cd\u4f5c\u3001\u8ba4\u77e5\u548c\u51b3\u7b56\u5236\u5b9a\u7edf\u4e00\u7684\u5e73\u53f0\u30022) \u97f3\u9891\u670d\u52a1\u5c06\u97f3\u9891\u548c\u8bed\u97f3\u5904\u7406\u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\u4e2d\u30023) \u89c6\u89c9\u670d\u52a1\u8bc6\u522b\u548c\u5206\u6790\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6570\u5b57\u58a8\u6c34\u4e2d\u7684\u5185\u5bb9\u30024) \u8bed\u8a00\u670d\u52a1\u4ece\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u63d0\u53d6\u542b\u4e49\u3002<\/p>\n<p>\u89c6\u89c9\u548c\u8bed\u8a00\u7406\u89e3\u7684\u6574\u5408\u5bf9\u4e8e\u5f00\u53d1\u590d\u6742\u7684\u591a\u6a21\u6001 AI \u667a\u80fd\u4f53\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u5305\u62ec\u56fe\u50cf\u5b57\u5e55\u3001\u89c6\u89c9\u95ee\u9898\u89e3\u7b54\u3001\u89c6\u9891\u8bed\u8a00\u751f\u6210\u548c\u89c6\u9891\u7406\u89e3\u7b49\u4efb\u52a1\u3002\u6211\u4eec\u65e8\u5728\u6df1\u5165\u7814\u7a76\u8fd9\u4e9b\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\uff0c\u63a2\u7d22\u5b83\u4eec\u5728 AI \u667a\u80fd\u4f53\u80cc\u666f\u4e0b\u63d0\u51fa\u7684\u9886\u5bfc\u8005\u96be\u9898\u548c\u673a\u9047\u3002<\/p>\n<h4>6.4.1 \u56fe\u50cf-\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210<\/h4>\n<p>\u56fe\u50cf-\u8bed\u8a00\u7406\u89e3\u662f\u4e00\u9879\u6d89\u53ca\u89e3\u91ca\u7ed9\u5b9a\u56fe\u50cf\u4e2d\u5177\u6709\u8bed\u8a00\u7684\u89c6\u89c9\u5185\u5bb9\u4ee5\u53ca\u751f\u6210\u76f8\u5173\u8bed\u8a00\u63cf\u8ff0\u7684\u4efb\u52a1\u3002\u6b64\u4efb\u52a1\u5bf9\u4e8e\u5f00\u53d1\u80fd\u591f\u4ee5\u66f4\u50cf\u4eba\u7c7b\u7684\u65b9\u5f0f\u4e0e\u4e16\u754c\u4e92\u52a8\u7684 AI \u667a\u80fd\u4f53\u81f3\u5173\u91cd\u8981\u3002\u4e00\u4e9b\u6700\u53d7\u6b22\u8fce\u7684\u4efb\u52a1\u662f\u56fe\u50cf\u5b57\u5e55 Lin et al. (2014); Sharma et al. (2018); Young et al. (2014); Krishna et al. (2016)\uff0c\u6307\u4ee3\u8868\u8fbe Yu et al. (2016); Karpathy et al. (2014)\uff0c\u4ee5\u53ca\u89c6\u89c9\u95ee\u9898\u89e3\u7b54 Antol et al. (2015); Ren et al. (2015); Singh et al. (2019)\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u77e5\u8bc6\u5bc6\u96c6\u578b\u89c6\u89c9\u95ee\u9898\u89e3\u7b54\u4efb\u52a1\uff0c\u5982 OKVQA Marino et al. (2019)\u3001KB-VQA Wang et al. (2015)\u3001FVQA Wang et al. (2017) \u548c WebQA Chang et al. (2021) \u5df2\u88ab\u5f15\u5165\u3002\u591a\u6a21\u6001\u667a\u80fd\u4f53\u5e94\u8be5\u80fd\u591f\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\uff0c\u7406\u89e3\u5b83\u4eec\u7684\u7a7a\u95f4\u5173\u7cfb\uff0c\u751f\u6210\u5173\u4e8e\u573a\u666f\u7684\u51c6\u786e\u63cf\u8ff0\u6027\u53e5\u5b50\uff0c\u5e76\u5229\u7528\u63a8\u7406\u6280\u80fd\u6765\u5904\u7406\u77e5\u8bc6\u5bc6\u96c6\u578b\u89c6\u89c9\u63a8\u7406\u3002\u8fd9\u4e0d\u4ec5\u9700\u8981\u7269\u4f53\u8bc6\u522b\u80fd\u529b\uff0c\u8fd8\u9700\u8981\u5bf9\u7a7a\u95f4\u5173\u7cfb\u3001\u89c6\u89c9\u8bed\u4e49\u4ee5\u53ca\u5c06\u8fd9\u4e9b\u89c6\u89c9\u5143\u7d20\u6620\u5c04\u5230\u5177\u6709\u4e16\u754c\u77e5\u8bc6\u7684\u8bed\u8a00\u7ed3\u6784\u7684\u80fd\u529b\u6709\u6df1\u5165\u7684\u7406\u89e3\u3002<\/p>\n<h4>6.4.2 \u89c6\u9891\u548c\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210<\/h4>\n<h5>\u89c6\u9891\u8bed\u8a00\u751f\u6210\u3002<\/h5>\n<p>\u89c6\u9891\u5b57\u5e55\u6216\u89c6\u9891\u6545\u4e8b\u8bb2\u8ff0\u662f\u4e3a\u4e00\u7cfb\u5217\u89c6\u9891\u5e27\u751f\u6210\u8fde\u8d2f\u53e5\u5b50\u7684\u4efb\u52a1\u3002\u53d7\u89c6\u9891\u548c\u8bed\u8a00\u4efb\u52a1\u4e2d\u4f7f\u7528\u7684\u5faa\u73af\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u6210\u529f\u542f\u53d1\uff0c\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u589e\u5f3a\u6a21\u578b\u7684\u53d8\u4f53\u5728\u89c6\u9891\u8bed\u8a00\u751f\u6210\u4efb\u52a1\u4e2d\u663e\u793a\u51fa\u6709\u5e0c\u671b\u7684\u7ed3\u679c\u3002\u6839\u672c\u7684\u6311\u6218\u5728\u4e8e\uff0c\u795e\u7ecf\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6a21\u578b\u7684\u5f3a\u5927\u6027\u80fd\u5bf9\u4e8e\u89c6\u89c9\u6545\u4e8b\u8bb2\u8ff0\u6765\u8bf4\u6548\u679c\u4e0d\u4f73\uff0c\u56e0\u4e3a\u8be5\u4efb\u52a1\u9700\u8981\u5168\u9762\u7406\u89e3\u6bcf\u4e2a\u56fe\u50cf\u7684\u5185\u5bb9\u4ee5\u53ca\u4e0d\u540c\u5e27\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8be5\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u76ee\u6807\u662f\u521b\u5efa\u4e00\u4e2a\u667a\u80fd\u4f53\u611f\u77e5\u7684\u6587\u672c\u5408\u6210\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u6709\u6548\u5730\u7f16\u7801\u5e27\u5e8f\u5217\u5e76\u751f\u6210\u4e00\u4e2a\u4e3b\u9898\u8fde\u8d2f\u7684\u591a\u53e5\u6bb5\u843d\u3002<\/p>\n<h5>\u89c6\u9891\u7406\u89e3\u3002<\/h5>\n<p>\u89c6\u9891\u7406\u89e3\u5c06\u56fe\u50cf\u7406\u89e3\u7684\u8303\u56f4\u6269\u5c55\u5230\u52a8\u6001\u89c6\u89c9\u5185\u5bb9\u3002\u8fd9\u6d89\u53ca\u89e3\u91ca\u548c\u63a8\u7406\u89c6\u9891\u4e2d\u5e27\u7684\u5e8f\u5217\uff0c\u901a\u5e38\u4e0e\u968f\u9644\u7684\u97f3\u9891\u6216\u6587\u672c\u4fe1\u606f\u76f8\u7ed3\u5408\u3002\u667a\u80fd\u4f53\u5e94\u8be5\u80fd\u591f\u4e0e\u6765\u81ea\u89c6\u89c9\u3001\u6587\u672c\u548c\u97f3\u9891\u6a21\u5f0f\u7684\u5404\u79cd\u6a21\u6001\u8fdb\u884c\u4ea4\u4e92\uff0c\u4ee5\u5c55\u793a\u5b83\u4eec\u5bf9\u89c6\u9891\u5185\u5bb9\u7684\u9ad8\u7ea7\u7406\u89e3\u3002\u8be5\u9886\u57df\u7684\u4efb\u52a1\u5305\u62ec\u89c6\u9891\u5b57\u5e55\u3001\u89c6\u9891\u95ee\u9898\u89e3\u7b54\u548c\u6d3b\u52a8\u8bc6\u522b\u7b49\u3002\u89c6\u9891\u7406\u89e3\u4e2d\u7684\u9886\u5bfc\u8005\u96be\u9898\u662f\u591a\u65b9\u9762\u7684\u3002\u5b83\u4eec\u5305\u62ec\u89c6\u89c9\u548c\u8bed\u8a00\u5185\u5bb9\u7684\u65f6\u95f4\u5bf9\u9f50\u3001\u5904\u7406\u957f\u5e8f\u5217\u5e27\u4ee5\u53ca\u89e3\u91ca\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u5c55\u5f00\u7684\u590d\u6742\u6d3b\u52a8\u3002\u5173\u4e8e\u97f3\u9891\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5904\u7406\u53e3\u8bed\u3001\u80cc\u666f\u566a\u97f3\u3001\u97f3\u4e50\u548c\u8bed\u8c03\uff0c\u4ee5\u7406\u89e3\u89c6\u9891\u5185\u5bb9\u7684\u60c5\u7eea\u3001\u8bbe\u7f6e\u548c\u7ec6\u5fae\u4e4b\u5904\u3002<\/p>\n<p>\u4ee5\u524d\u7684\u5de5\u4f5c\u4fa7\u91cd\u4e8e\u4f7f\u7528\u5728\u7ebf\u63d0\u4f9b\u7684\u73b0\u6709\u89c6\u9891\u8bed\u8a00\u8bad\u7ec3\u6570\u636e\u6765\u5efa\u7acb\u89c6\u9891\u57fa\u7840\u6a21\u578b Li et al. (2020,\u00a02021b); Fu et al. (2022); Bain et al. (2021); Zellers et al. (2021,\u00a02022); Fu et al. (2023)\u3002\u7136\u800c\uff0c\u7531\u4e8e\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u6027\u8d28\u6709\u9650\u4e14\u5e38\u5e38\u4e0d\u4e00\u81f4\uff0c\u56e0\u6b64\u652f\u6301\u6b64\u7c7b\u8bad\u7ec3\u6d41\u7a0b\u548c\u529f\u80fd\u662f\u56f0\u96be\u7684\u3002\u89c6\u9891\u57fa\u7840\u6a21\u578b\u4f7f\u7528\u63a9\u7801\u548c\u5bf9\u6bd4\u9884\u8bad\u7ec3\u76ee\u6807\u8fdb\u884c\u8bbe\u8ba1\uff0c\u7136\u540e\u5728\u5404\u81ea\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u8c03\u6574\u3002\u5c3d\u7ba1\u5728\u591a\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u663e\u793a\u51fa\u5353\u8d8a\u7684\u6210\u679c\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u5728\u4ec5\u89c6\u9891\u4efb\u52a1\uff08\u5982\u52a8\u4f5c\u8bc6\u522b\uff09\u4e2d\u9047\u5230\u56f0\u96be\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f9d\u8d56\u4e8e\u4ece\u5608\u6742\u7684\u97f3\u9891\u8f6c\u5f55\u6784\u5efa\u7684\u6709\u9650\u89c6\u9891\u6587\u672c\u6570\u636e\u3002\u8fd9\u79cd\u9650\u5236\u8fd8\u5bfc\u81f4\u7f3a\u4e4f\u5927\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u62e5\u6709\u7684\u9c81\u68d2\u6027\u548c\u7cbe\u7ec6\u7684\u63a8\u7406\u6280\u80fd\u3002<\/p>\n<p>\u5176\u4ed6\u65b9\u6cd5\uff0c\u7c7b\u4f3c\u4e8e\u5728\u56fe\u50cf\u8bed\u8a00\u7406\u89e3\u4e2d\u4f7f\u7528\u7684\u65b9\u6cd5\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5f3a\u5927\u63a8\u7406\u6280\u80fd\u548c\u5e7f\u6cdb\u77e5\u8bc6\u6765\u6539\u8fdb\u89c6\u9891\u89e3\u91ca\u7684\u4e0d\u540c\u65b9\u9762\u3002\u901a\u8fc7\u50cf ChatGPT \u548c GPT4 \u8fd9\u6837\u7684\u4ec5\u8bed\u8a00\u6a21\u578b\u6216\u50cf GPT4-V \u8fd9\u6837\u7684\u56fe\u50cf\u8bed\u8a00\u6a21\u578b\u6765\u7b80\u5316\u89c6\u9891\u7406\u89e3\u7684\u4efb\u52a1\uff0c\u8fd9\u4e9b\u6a21\u578b\u5c06\u97f3\u9891\u3001\u89c6\u9891\u548c\u8bed\u8a00\u6a21\u6001\u89c6\u4e3a\u5355\u72ec\u7684\u53ef\u89e3\u91ca\u8f93\u5165\u6570\u636e\u7c7b\u578b\uff0c\u5e76\u5c06\u667a\u80fd\u4f53\u5b9a\u4f4d\u4e3a\u5f3a\u5927\u7684\u5f00\u6e90\u6a21\u578b\u3002\u4f8b\u5982\uff0cHuang et al. (2023c); Li et al. (2023g) \u901a\u8fc7\u4f7f\u7528\u5f00\u6e90\u89c6\u89c9\u5206\u7c7b\/\u68c0\u6d4b\/\u5b57\u5e55\u6a21\u578b\u5c06\u89c6\u9891\u5185\u5bb9\u6587\u672c\u5316\uff0c\u4ece\u800c\u5c06\u89c6\u9891\u7406\u89e3\u8f6c\u6362\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u95ee\u9898\u89e3\u7b54\u516c\u5f0f\u3002Lin et al. (2023) \u5c06 GPT4-V \u4e0e\u89c6\u89c9\u3001\u97f3\u9891\u548c\u8bed\u97f3\u65b9\u9762\u7684\u4e13\u7528\u5de5\u5177\u96c6\u6210\uff0c\u4ee5\u4fc3\u8fdb\u590d\u6742\u7684\u89c6\u9891\u7406\u89e3\u4efb\u52a1\uff0c\u4f8b\u5982\u7f16\u5199\u957f\u7bc7\u89c6\u9891\u4e2d\u7684\u89d2\u8272\u52a8\u4f5c\u548c\u64cd\u4f5c\u811a\u672c\u3002<\/p>\n<p>\u5e76\u884c\u7814\u7a76\u63a2\u7d22\u4ece\u5927\u578b\u6a21\u578b\u751f\u6210\u7f29\u653e\u6570\u636e\u96c6\uff0c\u7136\u540e\u5728\u751f\u6210\u7684\u6570\u636e\u4e0a\u5e94\u7528\u89c6\u89c9\u6307\u4ee4\u8c03\u6574 Liu et al. (2023c); Li et al. (2023c); Zhu et al. (2023)\u3002\u968f\u540e\u4f7f\u7528\u5927\u91cf\u7684\u97f3\u9891\u3001\u8bed\u97f3\u548c\u89c6\u89c9\u4e13\u5bb6\u611f\u77e5\u6a21\u578b\u6765\u8868\u8fbe\u89c6\u9891\u3002\u4f7f\u7528\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u5de5\u5177\u8f6c\u5f55\u8bed\u97f3\uff0c\u5e76\u4f7f\u7528\u5404\u79cd\u6807\u8bb0\u3001\u5b9a\u4f4d\u548c\u5b57\u5e55\u6a21\u578b\u751f\u6210\u89c6\u9891\u63cf\u8ff0\u548c\u76f8\u5173\u6570\u636e Li et al. (2023g); Maaz et al. (2023); Chen et al. (2023); Wang et al. (2023f)\u3002\u8fd9\u4e9b\u6280\u672f\u6f14\u793a\u4e86\u5728\u751f\u6210\u7684\u6570\u636e\u96c6\u4e0a\u8c03\u6574\u89c6\u9891\u8bed\u8a00\u6a21\u578b\u7684\u6307\u4ee4\u5982\u4f55\u53ef\u4ee5\u589e\u5f3a\u89c6\u9891\u63a8\u7406\u548c\u901a\u4fe1\u80fd\u529b\u3002<\/p>\n<h4>6.4.3 \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h4>\n<ul>\n<li><strong>\u77e5\u8bc6\u5bc6\u96c6\u578b\u6a21\u578b\uff1a<\/strong>\u00a0\u5982 INK Park et al. (2022) \u548c KAT Gui et al. (2022a) \u4e2d\u4ecb\u7ecd\u7684\u90a3\u6837\uff0c\u4e00\u79cd\u5bc6\u96c6\u578b\u795e\u7ecf\u77e5\u8bc6\u4efb\u52a1\uff0c\u5b83\u7ed3\u5408\u4e86\u4eba\u7c7b\u6ce8\u91ca\u7684\u6240\u9700\u77e5\u8bc6\u6765\u652f\u6301\u77e5\u8bc6\u5bc6\u96c6\u578b\u68c0\u7d22\u4efb\u52a1\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u667a\u80fd\u4f53\uff1a<\/strong>\u00a0\u4eba\u4eec\u5bf9\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff08\u5982 Chameleon Lu et al. (2023) \u548c MM-React Yang et al. (2023c)\uff09\u7684\u5174\u8da3\u65e5\u76ca\u6d53\u539a\u3002<\/li>\n<li><strong>\u89c6\u89c9\u6307\u4ee4\u8c03\u6574\uff1a<\/strong>\u00a0VCL Gui et al. (2022b)\u3001Mini-GPT4 Zhu et al. (2023)\u3001MPLUG-OWL Ye et al. (2023b)\u3001LSKD Park et al. (2023c) \u751f\u6210\u56fe\u50cf\u7ea7\u6307\u4ee4\u8c03\u6574\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-12\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4ddf9cd541df9e2.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-12\" \/><br \/>\n\u56fe 22\uff1a\u5bc6\u96c6\u578b\u795e\u7ecf\u77e5\u8bc6\uff08INK\uff09Park et al. (2022) \u4efb\u52a1\u7684\u793a\u4f8b\uff0c\u8be5\u4efb\u52a1\u4f7f\u7528\u77e5\u8bc6\u4ece\u4e00\u7ec4\u6587\u672c\u5019\u9009\u9879\u4e2d\u8bc6\u522b\u4e0e\u56fe\u50cf\u76f8\u5173\u7684\u6587\u672c\u3002\u6211\u4eec\u7684\u4efb\u52a1\u6d89\u53ca\u5229\u7528\u4ece Web \u548c\u4eba\u5de5\u6ce8\u91ca\u77e5\u8bc6\u4e2d\u68c0\u7d22\u7684\u89c6\u89c9\u548c\u6587\u672c\u77e5\u8bc6\u3002<\/p>\n<h5>\u77e5\u8bc6\u5bc6\u96c6\u578b\u667a\u80fd\u4f53\u3002<\/h5>\n<p>\u5982\u56fe\u00a022\u00a0\u548c\u56fe\u00a023\u00a0\u6240\u793a\uff0c\u57fa\u4e8e\u77e5\u8bc6\u7684\u89c6\u89c9\u95ee\u9898\u89e3\u7b54\u548c\u89c6\u89c9\u8bed\u8a00\u68c0\u7d22\u4efb\u52a1\u662f\u591a\u6a21\u6001\u673a\u5668\u5b66\u4e60\u4e2d\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u9700\u8981\u8d85\u51fa\u56fe\u50cf\u5185\u5bb9\u7684\u5916\u90e8\u77e5\u8bc6\u3002\u6700\u8fd1\u5173\u4e8e\u5927\u578b Transformer \u7684\u7814\u7a76\u4e3b\u8981\u4fa7\u91cd\u4e8e\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6a21\u578b\u53c2\u6570\u7684\u5b58\u50a8\u4fe1\u606f\u6548\u7387\u3002\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u63a2\u7d22\u4e86\u4e00\u4e2a\u4e0d\u540c\u7684\u65b9\u9762\uff1a\u591a\u6a21\u6001 Transformer \u662f\u5426\u53ef\u4ee5\u5728\u5176\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u663e\u5f0f\u77e5\u8bc6\u3002\u57fa\u4e8e Transformer \u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u5728\u8de8\u591a\u4e2a\u6a21\u6001\u9690\u5f0f\u5b66\u4e60\u77e5\u8bc6\u8868\u793a\u65b9\u9762\u663e\u793a\u51fa\u5353\u8d8a\u7684\u6210\u529f\u3002\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\uff08\u4e3b\u8981\u662f\u5355\u6a21\u6001\uff09\u4e3b\u8981\u7814\u7a76\u4e86\u77e5\u8bc6\u68c0\u7d22\u548c\u540e\u7eed\u7b54\u6848\u9884\u6d4b\uff0c\u4ece\u800c\u5f15\u53d1\u4e86\u4eba\u4eec\u5bf9\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u4ee5\u53ca\u4f7f\u7528\u9690\u5f0f\u77e5\u8bc6\u548c\u663e\u5f0f\u77e5\u8bc6\u7684\u63a8\u7406\u8fc7\u7a0b\u7684\u6574\u5408\u7684\u8d28\u7591\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u77e5\u8bc6\u589e\u5f3a Transformer (KAT)\uff0c\u8be5 Transformer \u5728 2022 \u5e74 OK-VQA \u5f00\u653e\u57df\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u6bd4\u5176\u4ed6\u6a21\u578b\u9ad8\u51fa 6%\u3002KAT \u5c06\u6765\u81ea GPT3 \u7684\u9690\u5f0f\u77e5\u8bc6\u4e0e\u6765\u81ea\u7f51\u7ad9\u7684\u663e\u5f0f\u77e5\u8bc6\u76f8\u7ed3\u5408\uff0c\u4f7f\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784\uff0c\u5e76\u5141\u8bb8\u5728\u7b54\u6848\u751f\u6210\u671f\u95f4\u4f7f\u7528\u4e24\u79cd\u77e5\u8bc6\u7c7b\u578b\u8fdb\u884c\u5e76\u53d1\u63a8\u7406\u3002\u6b64\u5916\uff0c\u7ed3\u5408\u663e\u5f0f\u77e5\u8bc6\u53ef\u4ee5\u589e\u5f3a\u6a21\u578b\u9884\u6d4b\u7684\u53ef\u89e3\u91ca\u6027\u3002\u4ee3\u7801\u548c\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u5728\u00a0https:\/\/github.com\/guilk\/KAT\u00a0\u4e0a\u627e\u5230\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18052\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-6\" width=\"4534\" height=\"2203\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb.png 4534w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb-300x146.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb-1024x498.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb-768x373.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb-1536x746.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb-2048x995.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f55f9a766b54ffb-18x9.png 18w\" sizes=\"auto, (max-width: 4534px) 100vw, 4534px\" \/><br \/>\n\u56fe 23\uff1aKAT \u6a21\u578b Gui et al. (2022a) \u4f7f\u7528\u57fa\u4e8e\u5bf9\u6bd4\u5b66\u4e60\u7684\u6a21\u5757\u4ece\u663e\u5f0f\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u77e5\u8bc6\u6761\u76ee\uff0c\u5e76\u4f7f\u7528 GPT-3 \u68c0\u7d22\u5177\u6709\u652f\u6301\u8bc1\u636e\u7684\u9690\u5f0f\u77e5\u8bc6\u3002\u77e5\u8bc6\u7684\u96c6\u6210\u7531\u5404\u81ea\u7684\u7f16\u7801\u5668 Transformer \u5904\u7406\uff0c\u5e76\u901a\u8fc7\u7aef\u5230\u7aef\u8bad\u7ec3\u4e0e\u63a8\u7406\u6a21\u5757\u548c\u89e3\u7801\u5668 Transformer \u8054\u5408\u8fdb\u884c\u7b54\u6848\u751f\u6210\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-21\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9d1c815ede9bca7.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-21\" \/><br \/>\n\u56fe 24\uff1aVLC \u6a21\u578b Gui et al. (2022b) \u7684\u603b\u4f53\u67b6\u6784\u3002\u6211\u4eec\u7684\u6a21\u578b\u7531\u4e09\u4e2a\u6a21\u5757\u7ec4\u6210\uff1a(1) \u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u6295\u5f71\u3002\u6211\u4eec\u4f7f\u7528\u7b80\u5355\u7684\u7ebf\u6027\u6295\u5f71\u6765\u5d4c\u5165\u4fee\u8865\u7684\u56fe\u50cf\uff0c\u5e76\u4f7f\u7528\u5355\u8bcd\u5d4c\u5165\u5c42\u6765\u5d4c\u5165\u6807\u8bb0\u5316\u7684\u6587\u672c\uff1b(2) \u591a\u6a21\u6001\u7f16\u7801\u5668\u3002\u6211\u4eec\u4f7f\u7528\u4ece MAE He et al. (2022)\uff08\u4e0d\u5e26\u6807\u7b7e\u7684 ImageNet-1K\uff09\u521d\u59cb\u5316\u7684 12 \u5c42 ViT Dosovitskiy et al. (2021) \u4f5c\u4e3a\u6211\u4eec\u7684\u4e3b\u5e72\uff1b(3) \u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u89e3\u7801\u5668\u3002\u6211\u4eec\u901a\u8fc7\u63a9\u7801\u56fe\u50cf\/\u8bed\u8a00\u5efa\u6a21\u548c\u4ec5\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u4f7f\u7528\u7684\u56fe\u50cf\u6587\u672c\u5339\u914d\u6765\u5b66\u4e60\u6211\u4eec\u7684\u591a\u6a21\u6001\u8868\u793a\u3002\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a 2 \u5c42 MLP \u6765\u5fae\u8c03\u6211\u4eec\u7684\u591a\u6a21\u6001\u7f16\u7801\u5668\uff0c\u4ee5\u7528\u4e8e\u4e0b\u6e38\u4efb\u52a1\u3002\u91cd\u8981\u7684\u662f\uff0c\u6211\u4eec\u53d1\u73b0\u63a9\u7801\u56fe\u50cf\u5efa\u6a21\u76ee\u6807\u5728\u7b2c\u4e8c\u9636\u6bb5\u9884\u8bad\u7ec3\u4e2d\u975e\u5e38\u91cd\u8981\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u521d\u59cb\u5316\u89c6\u89c9 Transformer\u3002<\/p>\n<h5>\u89c6\u89c9\u8bed\u8a00 Transformer \u667a\u80fd\u4f53\u3002<\/h5>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4ecb\u7ecd\u201c\u4ece\u5b57\u5e55\u8bad\u7ec3\u89c6\u89c9\u8bed\u8a00 Transformer\u201d (VLC) \u6a21\u578b Gui et al. (2022b)\uff0c\u8fd9\u662f\u4e00\u79cd\u4ec5\u4f7f\u7528\u56fe\u50cf\u5b57\u5e55\u5bf9\u8fdb\u884c\u9884\u8bad\u7ec3\u7684 Transformer\u3002\u5c3d\u7ba1 VLC \u4ec5\u5bf9\u56fe\u50cf\u5d4c\u5165\u4f7f\u7528\u7b80\u5355\u7684\u7ebf\u6027\u6295\u5f71\u5c42\uff0c\u4f46\u4e0e\u4f9d\u8d56\u4e8e\u7269\u4f53\u68c0\u6d4b\u5668\u6216\u76d1\u7763 CNN\/ViT \u7f51\u7edc\u7684\u5176\u4ed6\u65b9\u6cd5\u76f8\u6bd4\uff0cVLC \u5728\u5404\u79cd\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002\u901a\u8fc7\u5e7f\u6cdb\u7684\u5206\u6790\uff0c\u6211\u4eec\u63a2\u7d22\u4e86 VLC \u4f5c\u4e3a\u89c6\u89c9\u8bed\u8a00 Transformer \u667a\u80fd\u4f53\u7684\u6f5c\u529b\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u8868\u660e VLC \u7684\u89c6\u89c9\u8868\u793a\u5bf9\u4e8e ImageNet-1K \u5206\u7c7b\u975e\u5e38\u6709\u6548\uff0c\u5e76\u4e14\u6211\u4eec\u7684\u53ef\u89c6\u5316\u786e\u8ba4 VLC \u53ef\u4ee5\u51c6\u786e\u5730\u5c06\u56fe\u50cf\u5757\u4e0e\u76f8\u5e94\u7684\u6587\u672c\u6807\u8bb0\u5339\u914d\u3002\u4f7f\u7528\u66f4\u591a\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u6027\u80fd\u6269\u5c55\u7a81\u663e\u4e86\u5f00\u53d1\u5927\u89c4\u6a21\u3001\u5f31\u76d1\u7763\u3001\u5f00\u653e\u57df\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n<h3>6.5 \u89c6\u9891-\u8bed\u8a00\u5b9e\u9a8c<\/h3>\n<p>\u4e3a\u4e86\u89e3\u5c06\u9884\u8bad\u7ec3\u7684\u56fe\u50cf-\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u7528\u4e8e\u89c6\u9891\u7406\u89e3\u7684\u5b9e\u7528\u6027\uff0c\u6211\u4eec\u5bf9 InstructBLIP Dai \u7b49\u4eba (2023) \u8fdb\u884c\u4e86\u65f6\u95f4\u6269\u5c55\u548c\u5fae\u8c03\uff0c\u7528\u4e8e\u89c6\u9891\u5b57\u5e55\u751f\u6210\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u4e0e Frozen in Time Bain \u7b49\u4eba (2021) \u76f8\u540c\u7684\u5206\u5272\u65f6\u7a7a\u6ce8\u610f\u529b\u65b9\u6848\u6269\u5c55\u4e86 InstructBLIP \u7684\u89c6\u89c9\u7f16\u7801\u5668 (EVA-CLIP-G Sun \u7b49\u4eba (2023b))\uff0c\u5e76\u5728\u8bad\u7ec3\u671f\u95f4\u4fdd\u6301 Q-former \u548c\u5927\u8bed\u8a00\u6a21\u578b (LLM) (Flan-T5-XL Chung \u7b49\u4eba (2022)) \u51bb\u7ed3\u3002\u6211\u4eec\u51bb\u7ed3\u89c6\u89c9\u7f16\u7801\u5668\u7684\u6240\u6709\u7a7a\u95f4\u5c42\uff0c\u540c\u65f6\u5728\u5b57\u5e55\u8bad\u7ec3\u671f\u95f4\u4fdd\u6301\u65f6\u95f4\u5c42\u4e0d\u51bb\u7ed3\u3002\u8fd9\u4f7f\u5f97\u6211\u4eec\u7684\u6a21\u578b\u53ef\u4ee5\u5c06\u56fe\u50cf\u548c\u89c6\u9891\u4f5c\u4e3a\u8f93\u5165\uff08\u4e0e InstructBLIP \u7684\u56fe\u50cf\u7ea7\u6027\u80fd\u76f8\u5339\u914d\uff09\u3002\u6211\u4eec\u5728 WebVid10M Bain \u7b49\u4eba (2021) \u7684 500 \u4e07\u4e2a\u89c6\u9891\u5b57\u5e55\u5b50\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u6211\u4eec\u5728\u56fe\u00a025\u00a0\u4e2d\u53ef\u89c6\u5316\u4e86\u4e24\u4e2a\u793a\u4f8b\u8f93\u51fa\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u667a\u80fd\u4f53\u672a\u80fd\u5b8c\u5168\u7406\u89e3\u89c6\u9891\u5185\u5bb9\u4e2d\u7cbe\u786e\u3001\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u7ec6\u8282\u3002\u89c6\u89c9\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5\u4e5f\u5b58\u5728\u7c7b\u4f3c\u7684\u5c40\u9650\u6027\uff0c\u5b83\u4eec\u7f3a\u4e4f\u901a\u7528\u7684\u4eba\u7c7b\u6c34\u5e73\u7684\u611f\u77e5\u80fd\u529b\uff0c\u800c\u8fd9\u4e9b\u80fd\u529b\u4ecd\u6709\u5f85\u591a\u6a21\u6001\u6a21\u578b\u548c\u667a\u80fd\u4f53\u89e3\u51b3\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-14\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2436f23b98933a7.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-14\" \/><br \/>\n\u56fe 25: \u4f7f\u7528 InstructBLIP \u7684\u89c6\u9891\u5fae\u8c03\u53d8\u4f53 (\u7b2c 6.5 \u8282\u4e2d\u63cf\u8ff0\u7684\u65b9\u6cd5) \u65f6\u7684\u793a\u4f8b\u63d0\u793a\u548c\u54cd\u5e94\u3002\u6211\u4eec\u7684\u6a21\u578b\u80fd\u591f\u751f\u6210\u63cf\u8ff0\u573a\u666f\u7684\u957f\u7bc7\u6587\u672c\u54cd\u5e94\uff0c\u5e76\u80fd\u591f\u56de\u7b54\u4e0e\u89c6\u9891\u4e2d\u4e8b\u4ef6\u7684\u65f6\u95f4\u6027\u76f8\u5173\u7684\u95ee\u9898\u3002<\/p>\n<p>\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\u5728\u51c6\u786e\u603b\u7ed3\u89c6\u9891\u4e2d\u53ef\u89c1\u7684\u52a8\u4f5c\u4ee5\u53ca\u6709\u6548\u5730\u8bc6\u522b\u201c\u5750\u5728\u957f\u51f3\u4e0a\u7684\u4eba\u201d\u7b49\u52a8\u4f5c\u65b9\u9762\u8868\u73b0\u51fa\u524d\u666f\uff0c\u5982\u56fe\u00a025\u00a0\u6240\u793a\u3002\u7136\u800c\uff0c\u5b83\u4eec\u6709\u65f6\u4f1a\u6dfb\u52a0\u4e0d\u6b63\u786e\u7684\u7ec6\u8282\uff0c\u4f8b\u5982\u201c\u5bf9\u7740\u955c\u5934\u5fae\u7b11\u7684\u4eba\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5728\u6355\u6349\u5bf9\u8bdd\u4e3b\u9898\u6216\u89c6\u9891\u6c1b\u56f4\u65b9\u9762\u7684\u4e0d\u8db3\uff0c\u800c\u8fd9\u4e9b\u5143\u7d20\u5bf9\u4e8e\u4eba\u7c7b\u89c2\u5bdf\u8005\u6765\u8bf4\u662f\u663e\u800c\u6613\u89c1\u7684\u3002\u8fd9\u79cd\u4e0d\u8db3\u7a81\u51fa\u4e86\u53e6\u4e00\u4e2a\u5173\u952e\u7684\u5c40\u9650\u6027\uff1a\u9057\u6f0f\u4e86\u97f3\u9891\u548c\u8bed\u97f3\u6a21\u6001\uff0c\u8fd9\u4e9b\u6a21\u6001\u5c06\u901a\u8fc7\u4e0a\u4e0b\u6587\u4e30\u5bcc\u89c6\u9891\u7406\u89e3\uff0c\u5e2e\u52a9\u8fdb\u884c\u66f4\u51c6\u786e\u7684\u89e3\u91ca\u5e76\u9632\u6b62\u6b64\u7c7b\u8bef\u8ff0\u3002\u5f25\u5408\u8fd9\u4e00\u5dee\u8ddd\u9700\u8981\u5bf9\u53ef\u7528\u6a21\u6001\u8fdb\u884c\u6574\u4f53\u96c6\u6210\uff0c\u4f7f\u591a\u6a21\u6001\u667a\u80fd\u4f53\u80fd\u591f\u8fbe\u5230\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u611f\u77e5\u7684\u7406\u89e3\u6c34\u5e73\uff0c\u5e76\u786e\u4fdd\u91c7\u7528\u5b8c\u5168\u591a\u6a21\u6001\u7684\u65b9\u6cd5\u8fdb\u884c\u89c6\u9891\u89e3\u91ca\u3002<\/p>\n<h5>\u57fa\u4e8e GPT-4V \u7684\u97f3\u9891-\u89c6\u9891-\u8bed\u8a00\u667a\u80fd\u4f53\u3002<\/h5>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18056\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/45dd597f5ea7d9d.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-5\" width=\"1361\" height=\"766\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/45dd597f5ea7d9d.png 1361w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/45dd597f5ea7d9d-300x169.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/45dd597f5ea7d9d-1024x576.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/45dd597f5ea7d9d-768x432.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/45dd597f5ea7d9d-18x10.png 18w\" sizes=\"auto, (max-width: 1361px) 100vw, 1361px\" \/><br \/>\n\u56fe 26: \u7b2c 6.5 \u8282\u4e2d\u63cf\u8ff0\u7684\u97f3\u9891-\u591a\u6a21\u6001\u667a\u80fd\u4f53\u3002\u5e7b\u89c9\u5185\u5bb9\u4ee5\u7ea2\u8272\u7a81\u51fa\u663e\u793a\u3002\u6211\u4eec\u4f7f\u7528 GPT-4V \u751f\u6210\uff1a1) \u5e26\u6709\u89c6\u9891\u5e27\u7684\u89c6\u9891\u804a\u5929\u6458\u8981\uff1b2) \u5e26\u6709\u5e27\u5b57\u5e55\u7684\u89c6\u9891\u6458\u8981\uff1b3) \u5e26\u6709\u5e27\u5b57\u5e55\u548c\u97f3\u9891\u4fe1\u606f\u7684\u89c6\u9891\u6458\u8981\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18055\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-7\" width=\"2787\" height=\"2547\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace.png 2787w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace-300x274.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace-1024x936.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace-768x702.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace-1536x1404.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace-2048x1872.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c54bf06463fbace-13x12.png 13w\" sizes=\"auto, (max-width: 2787px) 100vw, 2787px\" \/><br \/>\n\u56fe 27: \u4e00\u79cd\u4ea4\u4e92\u5f0f\u591a\u6a21\u6001\u667a\u80fd\u4f53\uff0c\u5b83\u7ed3\u5408\u4e86\u89c6\u89c9\u3001\u97f3\u9891\u548c\u6587\u672c\u6a21\u6001\u8fdb\u884c\u89c6\u9891\u7406\u89e3\u3002\u6211\u4eec\u7684\u6d41\u7a0b\u6316\u6398\u56f0\u96be\u7684\u8d1f\u9762\u5e7b\u89c9\uff0c\u4e3a VideoAnalytica \u6311\u6218\u751f\u6210\u56f0\u96be\u7684\u67e5\u8be2\u3002\u6709\u5173\u4ea4\u4e92\u5f0f\u97f3\u9891-\u89c6\u9891-\u8bed\u8a00\u667a\u80fd\u4f53\u6570\u636e\u96c6\u7684\u66f4\u591a\u76f8\u5173\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u89c1\u7b2c 9.2 \u8282\u3002<\/p>\n<p>\u7136\u540e\uff0c\u6211\u4eec\u6309\u7167 Lin \u7b49\u4eba (2023) \u4e2d\u6982\u8ff0\u7684\u65b9\u6cd5\uff0c\u8bc4\u4f30 GPT-4V \u4f5c\u4e3a\u4e00\u79cd\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u80fd\u529b\uff0c\u8be5\u667a\u80fd\u4f53\u96c6\u6210\u4e86\u89c6\u89c9\u3001\u97f3\u9891\u548c\u8bed\u97f3\uff0c\u4ee5\u5bf9\u89c6\u9891\u8fdb\u884c\u7ec6\u81f4\u800c\u7cbe\u786e\u7684\u7406\u89e3\u3002\u56fe\u00a026\u00a0\u4e2d\u63cf\u8ff0\u7684\u7ed3\u679c\u6bd4\u8f83\u4e86\u5404\u79cd\u89c6\u9891\u667a\u80fd\u4f53\u5728\u89c6\u9891\u6458\u8981\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u89c6\u9891\u6307\u4ee4\u5fae\u8c03\u6a21\u578b (Li \u7b49\u4eba\uff0c2023g) \u63d0\u4f9b\u4e86\u51c6\u786e\u7684\u5185\u5bb9\uff0c\u4f46\u5728\u5168\u9762\u6027\u548c\u7ec6\u8282\u65b9\u9762\u6709\u6240\u6b20\u7f3a\uff0c\u9057\u6f0f\u4e86\u8bf8\u5982\u7cfb\u7edf\u5730\u4f7f\u7528\u626b\u5e1a\u6d4b\u91cf\u6811\u7684\u9ad8\u5ea6\u7b49\u7279\u5b9a\u52a8\u4f5c\u3002<\/p>\n<p>\u4e3a\u4e86\u63d0\u9ad8\u89c6\u9891\u63cf\u8ff0\u7684\u51c6\u786e\u6027\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4V \u4e3a\u5e27\u6dfb\u52a0\u5b57\u5e55\uff0c\u800c\u97f3\u9891\u53ca\u5176\u8f6c\u5f55\u5219\u6765\u81ea OpenAI <a href=\"https:\/\/www.kdjingpai.com\/pt\/crisperwhisper\/\">Whisper<\/a> \u6a21\u578b\u3002\u7136\u540e\uff0c\u6211\u4eec\u63d0\u793a GPT-4V \u4ec5\u4f7f\u7528\u5e27\u5b57\u5e55\u521b\u5efa\u89c6\u9891\u6458\u8981\uff0c\u7136\u540e\u4f7f\u7528\u5e27\u5b57\u5e55\u548c\u97f3\u9891\u8f6c\u5f55\u3002\u6700\u521d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4ec5\u5e27\u5b57\u5e55\u4f1a\u5bfc\u81f4\u865a\u6784\u4e8b\u4ef6\uff0c\u4f8b\u5982\u5728\u7b2c\u4e09\u6bb5\u4e2d\u6709\u4eba\u54ac\u4f4f\u4e00\u6839\u68cd\u5b50\u3002\u8fd9\u4e9b\u4e0d\u51c6\u786e\u4e4b\u5904\u5728\u89c6\u9891\u6458\u8981\u4e2d\u4ecd\u7136\u5b58\u5728\uff0c\u4f8b\u5982\u201c\u5728\u4e00\u6b21\u6709\u8da3\u7684\u8f6c\u6298\u4e2d\uff0c\u4ed6\u6c34\u5e73\u62ff\u7740\u5b83\u65f6\u54ac\u4f4f\u4e86\u5b83\u201d\u4e4b\u7c7b\u7684\u63cf\u8ff0\u3002\u5982\u679c\u6ca1\u6709\u97f3\u9891\u8f93\u5165\uff0c\u667a\u80fd\u4f53\u65e0\u6cd5\u7ea0\u6b63\u8fd9\u4e9b\u5b57\u5e55\u9519\u8bef\uff0c\u4ece\u800c\u5bfc\u81f4\u8bed\u4e49\u6b63\u786e\u4f46\u89c6\u89c9\u4e0a\u5177\u6709\u8bef\u5bfc\u6027\u7684\u63cf\u8ff0\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u5f53\u6211\u4eec\u5411\u667a\u80fd\u4f53\u63d0\u4f9b\u97f3\u9891\u8f6c\u5f55\u65f6\uff0c\u5b83\u53ef\u4ee5\u51c6\u786e\u5730\u63cf\u8ff0\u5185\u5bb9\uff0c\u751a\u81f3\u53ef\u4ee5\u6355\u6349\u5230\u8be6\u7ec6\u7684\u8eab\u4f53\u52a8\u4f5c\uff0c\u4f8b\u5982\u201c\u5c06\u626b\u5e1a\u5782\u76f4\u4e8e\u8eab\u4f53\u5e76\u5411\u4e0b\u65cb\u8f6c\u201d\u3002\u8fd9\u79cd\u8be6\u7ec6\u7a0b\u5ea6\u7684\u4fe1\u606f\u91cf\u66f4\u5927\uff0c\u4f7f\u89c2\u770b\u8005\u53ef\u4ee5\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u89c6\u9891\u7684\u76ee\u7684\u548c\u5173\u952e\u7ec6\u8282\u3002\u8fd9\u4e9b\u53d1\u73b0\u7a81\u51fa\u4e86\u6574\u5408\u97f3\u9891\u3001\u89c6\u9891\u548c\u8bed\u8a00\u4ea4\u4e92\u4ee5\u5f00\u53d1\u9ad8\u8d28\u91cf\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u91cd\u8981\u6027\u3002GPT-4V \u6210\u4e3a\u8fd9\u79cd\u5148\u8fdb\u591a\u6a21\u6001\u7406\u89e3\u548c\u4ea4\u4e92\u7684\u6709\u5e0c\u671b\u7684\u57fa\u7840\u3002<\/p>\n<h5>\u57fa\u4e8e GPT-4V \u7684\u5177\u8eab\u591a\u6a21\u6001\u667a\u80fd\u4f53\u3002<\/h5>\n<p>\u5982\u56fe\u00a027\u00a0\u6240\u793a\uff0c\u6211\u4eec\u4e3b\u8981\u4f7f\u7528 StackOverflow \u83b7\u53d6\u521d\u59cb\u95ee\u9898\uff0c\u7136\u540e\u4f7f\u7528\u201cBing search\u201dAPI \u68c0\u7d22\u4e0e\u8be5\u95ee\u9898\u76f8\u5173\u7684\u89c6\u9891\u548c\u97f3\u9891\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4e3b\u8981\u4f7f\u7528 GPT-4V \u83b7\u53d6\u76f8\u5173\u6587\u672c\u4fe1\u606f\u548c\u9ad8\u5c42\u6b21\u89c6\u9891\u63cf\u8ff0\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u901a\u8fc7 ASR \u5c06\u5173\u952e\u5e27\u97f3\u9891\u8f6c\u6362\u4e3a\u5173\u952e\u5e27\u7684\u4f4e\u5c42\u6b21\u7247\u6bb5\u63cf\u8ff0\u3002\u6700\u540e\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4V \u751f\u6210\u4ee4\u4eba\u4fe1\u670d\u7684\u201c\u5e7b\u89c9\u201d\uff0c\u8fd9\u4e9b\u5e7b\u89c9\u53ef\u4ee5\u4f5c\u4e3a\u89c6\u9891\u95ee\u7b54\u4efb\u52a1\u7684\u56f0\u96be\u8d1f\u9762\u67e5\u8be2\u3002\u6211\u4eec\u652f\u6301\u5728\u89c6\u9891\u7684\u5f53\u524d\u5e27\u4e2d\u8fdb\u884c\u4ea4\u4e92\u548c\u95ee\u7b54\uff0c\u4ee5\u53ca\u5bf9\u6574\u4f53\u9ad8\u5c42\u6b21\u89c6\u9891\u63cf\u8ff0\u8fdb\u884c\u6458\u8981\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u8fd8\u7ed3\u5408\u4e86\u901a\u8fc7\u7f51\u7edc\u641c\u7d22\u83b7\u5f97\u7684\u5916\u90e8\u77e5\u8bc6\u4fe1\u606f\uff0c\u4ee5\u63d0\u9ad8\u56de\u7b54\u80fd\u529b\u3002<\/p>\n<p>\u4e0b\u9762\u63cf\u8ff0\u4e86 GPT-4V \u7684\u4e3b\u8981\u63d0\u793a\u4fe1\u606f\u3002\u4e3a\u4e86\u6e05\u6670\u8d77\u89c1\uff0c\u6574\u4e2a\u63d0\u793a\u90fd\u7f29\u8fdb\u4e86\uff1b\u5b83\u8d85\u8fc7\u4e86\u4e00\u9875\u3002<\/p>\n<p>GPT-4V \u662f\u4e00\u4f4d\u52a9\u624b\uff0c\u65e8\u5728\u4e3a\u53ef\u4ee5\u542c\u5230\u89c6\u9891\u4f46\u770b\u4e0d\u5230\u7684\u89c6\u969c\u4eba\u58eb\u63d0\u4f9b\u89c6\u9891\u4e2d\u63cf\u8ff0\u6027\u3001\u4fe1\u606f\u4e30\u5bcc\u4e14\u5168\u9762\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u8fd9\u9879\u5de5\u4f5c\u662f\u901a\u8fc7\u7efc\u5408\u7ed9\u5b9a\u7684\u6ce8\u91ca\u5e76\u5c06\u5b83\u4eec\u4f5c\u4e3a JSON \u8f93\u51fa\uff0c\u6765\u521b\u5efa\u9ad8\u8d28\u91cf\u3001\u5bc6\u96c6\u7684\u89c6\u9891\u63cf\u8ff0\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5c06\u4e3a GPT-4V \u63d0\u4f9b\u7528\u4e8e\u641c\u7d22\u89c6\u9891\u7684\u539f\u59cb\u67e5\u8be2\u3001\u89c6\u9891\u6807\u9898\u3001\u63cf\u8ff0\u3001\u97f3\u9891\u8f6c\u5f55\u4ee5\u53ca\u89c6\u9891\u4e2d\u7279\u5b9a\u65f6\u95f4\u7684\u6f5c\u5728\u5608\u6742\u63cf\u8ff0\u3002\u540c\u4e00\u89c6\u9891\u7684\u4e0d\u540c\u7247\u6bb5\u88ab\u6ce8\u91ca\u4e3a\u201c[\u65f6\u95f4\u5f00\u59cb &#8211; \u65f6\u95f4\u7ed3\u675f\uff08\u4ee5\u79d2\u4e3a\u5355\u4f4d\uff09] &#8216;\u6587\u672c&#8217;\u201d\u3002\u7efc\u5408\u5229\u7528\u8f6c\u5f55\u548c\u63cf\u8ff0\u6765\u63a8\u65ad\u89c6\u9891\u4e2d\u53ef\u80fd\u53d1\u751f\u7684\u51c6\u786e\u7ec6\u8282\u548c\u89c6\u89c9\u6f14\u793a\u3002GPT-4V \u5c06\u6839\u636e\u9700\u8981\u7ec4\u5408\u6216\u5206\u5272\u65f6\u95f4\u6233\uff0c\u4ee5\u63d0\u4f9b\u89c6\u9891\u7684\u6700\u4f73\u5206\u5272\u3002<\/p>\n<p>\u5bf9 GPT-4V \u8f93\u51fa\u7684\u671f\u671b\uff1a<\/p>\n<ol>\n<li>\u4ee5\u52a8\u4f5c\u4e3a\u5bfc\u5411\u7684\u63cf\u8ff0\uff1a\u4f18\u5148\u8003\u8651\u97f3\u9891\u6697\u793a\u7684\u5408\u7406\u52a8\u4f5c\u3001\u8fd0\u52a8\u548c\u8eab\u4f53\u6f14\u793a\uff0c\u7528\u52a8\u6001\u89c6\u89c9\u7ebf\u7d22\u4e30\u5bcc\u4f60\u7684\u53d9\u8ff0\u3002<\/li>\n<li>\u5b8c\u6574\u7684\u89c6\u9891\u8986\u76d6\uff1a\u63d0\u4f9b\u8fde\u7eed\u4e00\u81f4\u7684\u97f3\u9891\u63cf\u8ff0\u4f53\u9a8c\uff0c\u6db5\u76d6\u89c6\u9891\u7684\u6bcf\u4e00\u523b\uff0c\u786e\u4fdd\u6ca1\u6709\u5185\u5bb9\u88ab\u9057\u6f0f\u3002<\/li>\n<li>\u7b80\u6d01\u7684\u5206\u5272\uff1a\u4ee5\u6bcf\u4e2a 1-2 \u4e2a\u53e5\u5b50\u7684\u91cd\u70b9\u3001\u7b80\u6d01\u7684\u7247\u6bb5\u6784\u5efa\u4f60\u7684\u63cf\u8ff0\uff0c\u4ee5\u6709\u6548\u5730\u4f20\u8fbe\u89c6\u89c9\u52a8\u4f5c\u800c\u4e0d\u4f1a\u8fc7\u4e8e\u8be6\u7ec6\u3002<\/li>\n<li>\u4e0a\u4e0b\u6587\u97f3\u9891-\u89c6\u89c9\u5408\u6210\uff1a\u5c06\u53e3\u5934\u97f3\u9891\u5185\u5bb9\u4e0e\u63a8\u65ad\u7684\u89c6\u89c9\u5143\u7d20\u65e0\u7f1d\u878d\u5408\uff0c\u5f62\u6210\u53cd\u6620\u6f5c\u5728\u5c4f\u5e55\u6d3b\u52a8\u7684\u53d9\u8ff0\u3002<\/li>\n<li>\u60f3\u8c61\u4e14\u5408\u7406\u7684\u63a8\u6d4b\uff1a\u7528\u4e0e\u97f3\u9891\u5bf9\u5e94\u7684\u521b\u9020\u6027\u4f46\u53ef\u4fe1\u7684\u89c6\u89c9\u7ec6\u8282\u6765\u6ce8\u5165\u4f60\u7684\u63cf\u8ff0\uff0c\u4ece\u800c\u589e\u5f3a\u573a\u666f\u7406\u89e3\u3002<\/li>\n<li>\u51c6\u786e\u7684\u65f6\u95f4\u7801\u5bf9\u5e94\uff1a\u5c06\u4f60\u7684\u63cf\u8ff0\u7247\u6bb5\u4e0e\u76f8\u5e94\u7684\u65f6\u95f4\u7801\u5bf9\u9f50\uff0c\u786e\u4fdd\u63a8\u6d4b\u7684\u89c6\u89c9\u7ec6\u8282\u4e0e\u97f3\u9891\u53d9\u8ff0\u7684\u65f6\u95f4\u7ebf\u540c\u6b65\u3002<\/li>\n<li>\u81ea\u4fe1\u7684\u53d9\u8ff0\u4f20\u9012\uff1a\u81ea\u4fe1\u5730\u5448\u73b0\u63cf\u8ff0\uff0c\u5c31\u597d\u50cf\u63a8\u6d4b\u7684\u89c6\u89c9\u6548\u679c\u6b63\u5728\u53d1\u751f\u4e00\u6837\uff0c\u4ee5\u5728\u542c\u4f17\u4e2d\u5efa\u7acb\u4fe1\u5fc3\u3002<\/li>\n<li>\u7701\u7565\u4e0d\u5408\u7406\u7684\u7ec6\u8282\uff1a\u6392\u9664\u4e0d\u5408\u7406\u5730\u9002\u5408\u97f3\u9891\u548c\u89c6\u89c9\u4fe1\u606f\u5efa\u7acb\u7684\u4e0a\u4e0b\u6587\u4e2d\u7684\u5bf9\u8c61\u6216\u4e8b\u4ef6\u7684\u63cf\u8ff0\u3002<\/li>\n<\/ol>\n<p>\u6700\u7ec8\u8f93\u51fa\u5e94\u4ee5 JSON \u683c\u5f0f\u7ed3\u6784\u5316\uff0c\u5176\u4e2d\u5305\u542b\u5b57\u5178\u5217\u8868\uff0c\u6bcf\u4e2a\u5b57\u5178\u8be6\u7ec6\u8bf4\u660e\u89c6\u9891\u7684\u4e00\u4e2a\u7247\u6bb5\u3002<\/p>\n<p>\u6700\u7ec8\u8f93\u51fa\u5e94\u4ee5 JSON \u683c\u5f0f\u7ed3\u6784\u5316\uff0c\u5176\u4e2d\u5305\u542b\u5b57\u5178\u5217\u8868\uff0c\u6bcf\u4e2a\u5b57\u5178\u8be6\u7ec6\u8bf4\u660e\u89c6\u9891\u7684\u4e00\u4e2a\u7247\u6bb5\u3002<\/p>\n<p>[\u2018start\u2019\uff1a&lt;\u5f00\u59cb\u65f6\u95f4\uff08\u4ee5\u79d2\u4e3a\u5355\u4f4d\uff09&gt;\uff0c\u2018end\u2019\uff1a&lt;\u7ed3\u675f\u65f6\u95f4\uff08\u4ee5\u79d2\u4e3a\u5355\u4f4d\uff09&gt;\uff0c\u2018text\u2019\uff1a\u201c&lt;\u6b64\u5904\u8f93\u5165\u4f60\u8be6\u7ec6\u7684\u5355\u53e5\u97f3\u9891-\u89c6\u89c9\u63cf\u8ff0&gt;\u201d]<\/p>\n<p>\u5bf9\u4e8e MC \u521b\u5efa\uff1a\u6211\u4eec\u7684\u4efb\u52a1\u662f\u4e3a\u89c6\u9891\u5230\u6587\u672c\u68c0\u7d22\u4efb\u52a1\u521b\u5efa\u591a\u9879\u9009\u62e9\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u67e5\u770b\u6807\u9898\u5e76\u901a\u8bfb\u97f3\u9891\u8f6c\u5f55\u8f7b\u677e\u89e3\u51b3\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5c06\u83b7\u5f97\u7528\u4e8e\u83b7\u53d6\u89c6\u9891\u7684\u539f\u59cb\u67e5\u8be2\u3001\u63cf\u8ff0\u3001\u97f3\u9891\u8f6c\u5f55\u4ee5\u53ca\u89c6\u9891\u4e2d\u7279\u5b9a\u65f6\u95f4\u7684\u6f5c\u5728\u5608\u6742\u63cf\u8ff0\u3002<\/p>\n<ul>\n<li><strong>\u97f3\u9891\u8f6c\u5f55\u7684\u683c\u5f0f\uff1a-[\u5f00\u59cb-\u7ed3\u675f\u65f6\u95f4\uff08\u4ee5\u79d2\u4e3a\u5355\u4f4d\uff09]\u201c\u8f6c\u5f55\u201d<\/strong><\/li>\n<li><strong>\u5608\u6742\u63cf\u8ff0\u7684\u683c\u5f0f\uff1a-[\u65f6\u95f4\uff08\u4ee5\u79d2\u4e3a\u5355\u4f4d\uff09]\u201c\u63cf\u8ff0\u201d<\/strong><\/li>\n<\/ul>\n<p>\u6211\u4eec\u6073\u8bf7 GPT-4V \u751f\u6210\u56db\u4e2a\u67e5\u8be2\uff0c\u5176\u4e2d\u4e3b\u8981\u67e5\u8be2\u4e0e\u89c6\u9891\u5185\u5bb9\u5bf9\u9f50\uff0c\u5176\u4ed6\u4e09\u4e2a\u5426\u5b9a\u67e5\u8be2\u4e0e\u6211\u4eec\u7684\u4e3b\u8981\u67e5\u8be2\u7565\u6709\u4e0d\u540c\u3002\u9009\u62e9\u4e3b\u8981\u67e5\u8be2\u4e0d\u5e94\u7b80\u5355\u5730\u6d89\u53ca\u542c\u97f3\u9891\u8f6c\u5f55\uff0c\u4f8b\u5982\uff0c\u6587\u672c\u539f\u59cb\u67e5\u8be2\u5305\u542b\u5728\u97f3\u9891\u8f6c\u5f55\u4e2d\u3002\u5426\u5b9a\u67e5\u8be2\u5e94\u5bc6\u5207\u76f8\u5173\u4f46\u4e0d\u5b8c\u5168\u4e0e\u89c6\u9891\u5185\u5bb9\u5bf9\u9f50\uff0c\u9700\u8981\u5bf9\u89c6\u9891\u8fdb\u884c\u89c6\u89c9\u7406\u89e3\u624d\u80fd\u533a\u5206\u3002\u4f8b\u5982\uff0c\u4ee5\u7ec6\u5fae\u7684\u65b9\u5f0f\u4fee\u6539\u8bed\u4e49\uff0c\u4f7f\u4eba\u4eec\u9700\u8981\u89c2\u770b\u89c6\u9891\u800c\u4e0d\u4ec5\u4ec5\u662f\u542c\u6765\u9009\u62e9\u539f\u59cb\u67e5\u8be2\u3002\u4ee5\u7c7b\u4f3c\u5b57\u5e55\u7684\u8bed\u53e5\u7f16\u8bd1\u56db\u4e2a\u67e5\u8be2\uff0c\u7b2c\u4e00\u4e2a\u67e5\u8be2\u662f\u6539\u8ff0\u7684\u539f\u59cb\u67e5\u8be2\u3002<\/p>\n<p>\u9010\u6b65\u601d\u8003\u5982\u4f55\u4f7f\u7528\u89c6\u9891\u4e2d\u7684\u4fe1\u606f\u63d0\u51fa\u5426\u5b9a\u8bed\u53e5\u3002\u5e76\u8bc1\u660e\u5426\u5b9a\u67e5\u8be2\u662f\u4e0d\u6b63\u786e\u7684\uff0c\u4f46\u4ecd\u7136\u662f\u5f15\u4eba\u6ce8\u76ee\u7684\u9009\u62e9\uff0c\u9700\u8981\u5bf9\u89c6\u9891\u8fdb\u884c\u7ec6\u81f4\u7684\u7406\u89e3\u3002\u4ee5\u53ca\u4eba\u7c7b\u5982\u4f55\u4e0d\u4f1a\u610f\u5916\u5730\u9009\u62e9\u5426\u5b9a\u67e5\u8be2\u800c\u4e0d\u662f\u539f\u59cb\u67e5\u8be2\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u4ee5\u4e0b\u5217\u5206\u6790\u548c 4 \u4e2a\u67e5\u8be2\u7684\u5f62\u5f0f\u5448\u73b0\u8fd9\u9879\u5de5\u4f5c\u3002\u65e0\u9700\u751f\u6210\u4f60\u5982\u4f55\u7ffb\u8bd1\u539f\u59cb\u67e5\u8be2\u3002<\/p>\n<ul>\n<li>\u89c6\u9891\u5206\u6790\uff1axxx<\/li>\n<li>\u67e5\u8be2\uff1a[query1, query2, query3, query4]<\/li>\n<li>\u7406\u7531\uff1axxx<\/li>\n<\/ul>\n<h3>6.6 \u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP) \u7684\u667a\u80fd\u4f53<\/h3>\n<h4>6.6.1 \u5927\u8bed\u8a00\u6a21\u578b (LLM) \u667a\u80fd\u4f53<\/h4>\n<p>\u8bc6\u522b\u4efb\u52a1\u6307\u4ee4\u5e76\u91c7\u53d6\u884c\u52a8\u4e00\u76f4\u662f\u4ea4\u4e92\u5f0f AI \u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u51e0\u5341\u5e74\u6765\u9762\u4e34\u7684\u4e00\u9879\u57fa\u672c\u6311\u6218\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u4eba\u4eec\u8d8a\u6765\u8d8a\u6709\u5174\u8da3\u5171\u540c\u7814\u7a76\u8fd9\u4e9b\u9886\u57df\uff0c\u4ee5\u6539\u8fdb\u4eba\u673a\u534f\u4f5c\u3002\u6211\u4eec\u786e\u5b9a\u4e86\u4e09\u4e2a\u5177\u4f53\u65b9\u5411\uff0c\u4ee5\u53ca\u5176\u4ed6\u65b9\u5411\uff0c\u4ee5\u6539\u8fdb\u4ee5\u8bed\u8a00\u4e3a\u57fa\u7840\u7684\u667a\u80fd\u4f53\uff1a<\/p>\n<ul>\n<li><strong>\u5de5\u5177\u4f7f\u7528\u548c\u4ece\u77e5\u8bc6\u5e93\u67e5\u8be2\u3002<\/strong>\u00a0\u8be5\u65b9\u5411\u5f3a\u8c03\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u3001\u7f51\u7edc\u641c\u7d22\u6216\u5176\u4ed6\u6709\u7528\u7684\u5de5\u5177\u96c6\u6210\u5230 AI \u667a\u80fd\u4f53\u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u91cd\u8981\u6027\u3002\u901a\u8fc7\u5229\u7528\u6765\u81ea\u5404\u79cd\u6765\u6e90\u7684\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u589e\u5f3a\u5176\u7406\u89e3\u5e76\u63d0\u4f9b\u66f4\u51c6\u786e\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u54cd\u5e94\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u57f9\u517b\u4e86\u667a\u80fd\u4f53\u5728\u9762\u5bf9\u4e0d\u719f\u6089\u7684\u60c5\u51b5\u6216\u67e5\u8be2\u65f6\u4e3b\u52a8\u5bfb\u6c42\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u4ece\u800c\u786e\u4fdd\u66f4\u5168\u9762\u548c\u77e5\u60c5\u7684\u54cd\u5e94\u3002\u793a\u4f8b\u5305\u62ec Toolformer Schick \u7b49\u4eba (2023) \u548c Retrieve What You Need Wang \u7b49\u4eba (2023g)\u3002<\/li>\n<li><strong>\u6539\u8fdb\u7684\u667a\u80fd\u4f53\u63a8\u7406\u548c\u89c4\u5212\u3002<\/strong>\u00a0\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\u5bf9\u4e8e\u6709\u6548\u7684\u4eba\u673a\u534f\u4f5c\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u6d89\u53ca\u5230\u5f00\u53d1\u80fd\u591f\u7406\u89e3\u590d\u6742\u6307\u4ee4\u3001\u63a8\u65ad\u7528\u6237\u610f\u56fe\u548c\u9884\u6d4b\u6f5c\u5728\u672a\u6765\u573a\u666f\u7684\u6a21\u578b\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u8981\u6c42\u667a\u80fd\u4f53\u53cd\u601d\u8fc7\u53bb\u7684\u884c\u52a8\u548c\u5931\u8d25\u6765\u5b9e\u73b0\uff0c\u5982 ReAct Yao \u7b49\u4eba (2023a)\uff0c\u6216\u8005\u901a\u8fc7\u5c06\u667a\u80fd\u4f53\u601d\u7ef4\u8fc7\u7a0b\u6784\u5efa\u4e3a\u4e00\u79cd\u641c\u7d22\u5f62\u5f0f Yao \u7b49\u4eba (2023b)\u3002\u901a\u8fc7\u6a21\u62df\u4e0d\u540c\u7684\u7ed3\u679c\u5e76\u8bc4\u4f30\u5404\u79cd\u884c\u52a8\u7684\u540e\u679c\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u505a\u51fa\u66f4\u660e\u667a\u7684\u3001\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u51b3\u7b56\u3002<\/li>\n<li><strong>\u6574\u5408\u7cfb\u7edf\u548c\u4eba\u7c7b\u53cd\u9988\u3002<\/strong>\u00a0AI \u667a\u80fd\u4f53\u901a\u5e38\u53ef\u4ee5\u5728\u4e24\u79cd\u4e3b\u8981\u73af\u5883\u4e2d\u8fd0\u884c\uff1a\u4e00\u79cd\u73af\u5883\u63d0\u4f9b\u6709\u5173\u5176\u884c\u52a8\u6709\u6548\u6027\u7684\u660e\u786e\u4fe1\u53f7\uff08\u7cfb\u7edf\u53cd\u9988\uff09\uff0c\u53e6\u4e00\u79cd\u73af\u5883\u662f\u4e0e\u53ef\u4ee5\u63d0\u4f9b\u53e3\u5934\u6279\u8bc4\u7684\u4eba\u7c7b\u5408\u4f5c\uff08\u4eba\u7c7b\u53cd\u9988\uff09\u3002\u8be5\u65b9\u5411\u5f3a\u8c03\u9700\u8981\u81ea\u9002\u5e94\u5b66\u4e60\u673a\u5236\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u6539\u8fdb\u5176\u7b56\u7565\u5e76\u7ea0\u6b63\u9519\u8bef\uff0c\u4f8b\u5982\u5728 <a href=\"https:\/\/www.kdjingpai.com\/pt\/autogen-2\/\">AutoGen<\/a> Wu \u7b49\u4eba (2023) \u4e2d\u3002\u6301\u7eed\u4ece\u5404\u79cd\u53cd\u9988\u6765\u6e90\u5b66\u4e60\u548c\u9002\u5e94\u7684\u80fd\u529b\u786e\u4fdd\u4e86\u667a\u80fd\u4f53\u5bf9\u7528\u6237\u9700\u6c42\u4fdd\u6301\u6709\u5e2e\u52a9\u548c\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<h4>6.6.2 \u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u667a\u80fd\u4f53<\/h4>\n<p>\u8bc6\u522b\u548c\u7406\u89e3\u667a\u80fd\u4f53\u5185\u5bb9\u548c\u81ea\u7136\u8bed\u8a00\u4e00\u76f4\u662f\u4ea4\u4e92\u5f0f AI \u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u51e0\u5341\u5e74\u6765\u9762\u4e34\u7684\u4e00\u9879\u57fa\u672c\u6311\u6218\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u4eba\u4eec\u8d8a\u6765\u8d8a\u6709\u5174\u8da3\u5171\u540c\u7814\u7a76\u8fd9\u4e24\u4e2a\u9886\u57df\uff0c\u4ee5\u6df1\u5165\u7406\u89e3\u667a\u80fd\u4f53\u89c4\u5212\u6216\u4eba\u7c7b\u53cd\u9988\uff0c\u4ee5\u8fdb\u884c\u77e5\u8bc6\u63a8\u7406\u548c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u3002\u8fd9\u4e9b\u662f\u8bb8\u591a\u4eba\u673a\u4ea4\u4e92\u667a\u80fd\u4f53\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u4f8b\u5982\u201cAutoGen\u201dWu \u7b49\u4eba (2023) \u548c\u201cRetrieve What You Need\u201dWang \u7b49\u4eba (2023g)\u3002<\/p>\n<h4>6.6.3 \u6307\u4ee4\u9075\u5faa\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u667a\u80fd\u4f53<\/h4>\n<p>\u6b64\u5916\uff0c\u521b\u5efa\u53ef\u4ee5\u88ab\u8bad\u7ec3\u4ee5\u6709\u6548\u9075\u5faa\u4eba\u7c7b\u6307\u4ee4\u7684 LLM \u667a\u80fd\u4f53\u5df2\u6210\u4e3a\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u9886\u57df\u3002\u6700\u521d\u7684\u6a21\u578b\u4f7f\u7528\u4eba\u7c7b\u53cd\u9988\u6765\u8bad\u7ec3\u4ee3\u7406\u5956\u52b1\u6a21\u578b\u4ee5\u6a21\u62df\u4eba\u7c7b\u504f\u597d\uff0c\u901a\u8fc7\u4e00\u79cd\u79f0\u4e3a\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60 (RLHF) \u7684\u8fc7\u7a0b\uff0cOuyang \u7b49\u4eba (2022)\u3002\u6b64\u8fc7\u7a0b\u751f\u6210\u4e86\u8bf8\u5982 InstructGPT \u548c ChatGPT \u4e4b\u7c7b\u7684\u6a21\u578b\u3002\u4e3a\u4e86\u66f4\u6709\u6548\u5730\u8bad\u7ec3\u6307\u4ee4\u9075\u5faa LLM \u667a\u80fd\u4f53\u800c\u65e0\u9700\u4eba\u5de5\u6807\u7b7e\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u4e00\u79cd\u66f4\u6709\u6548\u7684\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u76f4\u63a5\u5728\u6307\u4ee4\/\u54cd\u5e94\u5bf9\u4e0a\u8bad\u7ec3 LLM \u667a\u80fd\u4f53\uff0c\u8fd9\u4e9b\u6307\u4ee4\/\u54cd\u5e94\u5bf9\u8981\u4e48\u7531\u4eba\u7c7b\u751f\u6210\uff0c\u5982 Dolly 2.0 ^5^^5^Dolly 2.0 \u535a\u5ba2\u6587\u7ae0\u94fe\u63a5\u00a0\u8981\u4e48\u81ea\u52a8\u6765\u81ea LLM\uff0c\u5982 Alpaca Taori \u7b49\u4eba (2023)\u3002\u6211\u4eec\u5728\u56fe\u00a028\u00a0\u4e2d\u663e\u793a\u4e86 Alpaca \u7684\u6574\u4f53\u8bad\u7ec3\u6d41\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-28\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f2eebf3df8eb7d5.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-28\" \/><br \/>\n\u56fe 28: \u7528\u4e8e\u8bad\u7ec3 Alpaca \u6a21\u578b Taori \u7b49\u4eba (2023) \u7684\u8bad\u7ec3\u65b9\u6848\u3002\u5728\u9ad8\u5c42\u6b21\u4e0a\uff0c\u73b0\u6709\u7684 LLM \u7528\u4e8e\u4ece\u4e00\u5c0f\u7ec4\u79cd\u5b50\u4efb\u52a1\u4e2d\u751f\u6210\u5927\u91cf\u7684\u6307\u4ee4\u9075\u5faa\u793a\u4f8b\u3002\u7136\u540e\uff0c\u751f\u6210\u7684\u6307\u4ee4\u9075\u5faa\u793a\u4f8b\u7528\u4e8e\u5bf9\u5e95\u5c42\u6a21\u578b\u6743\u91cd\u53ef\u7528\u7684 LLM \u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-29\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4cdda6b3845c3ba.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-29\" \/><br \/>\n\u56fe 29: \u903b\u8f91 Transformer \u667a\u80fd\u4f53\u6a21\u578b Wang \u7b49\u4eba (2023e)\u3002\u6211\u4eec\u5c06\u903b\u8f91\u63a8\u7406\u6a21\u5757\u96c6\u6210\u5230\u57fa\u4e8e Transformer \u7684\u62bd\u8c61\u6458\u8981\u6a21\u578b\u4e2d\uff0c\u4ee5\u4fbf\u8d4b\u4e88\u903b\u8f91\u667a\u80fd\u4f53\u5bf9\u6587\u672c\u548c\u5bf9\u8bdd\u903b\u8f91\u8fdb\u884c\u63a8\u7406\u7684\u80fd\u529b\uff0c\u4ece\u800c\u4f7f\u5176\u80fd\u591f\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u62bd\u8c61\u6458\u8981\u5e76\u51cf\u5c11\u4e8b\u5b9e\u6027\u9519\u8bef\u3002<\/p>\n<h4>6.6.4 \u5b9e\u9a8c\u548c\u7ed3\u679c<\/h4>\n<p>\u5c3d\u7ba1\u4f1a\u8bdd\u548c\u81ea\u6211\u53cd\u9988\u7cfb\u7edf\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\uff0c\u4f46\u8fd9\u4e9b\u5f62\u5f0f\u7684 AI \u5728\u4ece\u5176\u81ea\u8eab\u7684\u9690\u5f0f\u77e5\u8bc6\u751f\u6210\u4e8b\u5b9e\u6b63\u786e\u7684\u54cd\u5e94\u65b9\u9762\u4ecd\u7136\u8868\u73b0\u4e0d\u4f73\uff0c\u56e0\u6b64\u7ecf\u5e38\u5728\u63a8\u7406\u65f6\u4f7f\u7528\u8bf8\u5982\u7f51\u7edc\u641c\u7d22\u548c\u77e5\u8bc6\u68c0\u7d22\u673a\u5236\u4e4b\u7c7b\u7684\u5916\u90e8\u5de5\u5177\u6765\u589e\u5f3a\u5176\u54cd\u5e94\u3002\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5c06\u6709\u52a9\u4e8e\u5728\u8bb8\u591a\u73b0\u5b9e\u751f\u6d3b\u5e94\u7528\u4e2d\u4e3a\u7528\u6237\u521b\u9020\u66f4\u5177\u5438\u5f15\u529b\u7684\u4f53\u9a8c\u3002\u5728\u793e\u4ea4\u5bf9\u8bdd\uff08\u4f8b\u5982\u5728 Instagram \u548c Facebook \u7b49\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u4e0a\u7684\u5bf9\u8bdd\uff09\u4e2d\uff0c\u6216\u5728\u95ee\u7b54\u7f51\u7ad9\uff08\u4f8b\u5982 Ask \u6216 Quora\uff09\u4e0a\uff0c\u4eba\u4eec\u901a\u5e38\u901a\u8fc7\u4e00\u7cfb\u5217\u8bc4\u8bba\u548c\u5728\u7f51\u7edc\u4e0a\u641c\u7d22\u4e0e\u8ba8\u8bba\u76f8\u5173\u7684\u4fe1\u606f\u548c\u77e5\u8bc6\u6765\u4e0e\u4ed6\u4eba\u4e92\u52a8\u3002\u56e0\u6b64\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u751f\u6210\u4f1a\u8bdd\u8f6e\u6b21\u7684\u4efb\u52a1\u4e0d\u4ec5\u4ec5\u662f\u5728\u4f20\u7edf\u7684 NLP \u6a21\u578b\u548c\u4efb\u52a1\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u5f15\u5bfc\uff0c\u800c\u662f\u4f7f\u7528\u667a\u80fd\u4f53\u901a\u8fc7\u53cd\u6620\u77e5\u8bc6\u641c\u7d22\u548c\u83b7\u53d6\u7684\u667a\u80fd\u884c\u4e3a\u6765\u751f\u6210\u5bf9\u8bdd Peng \u7b49\u4eba (2023)\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u7528\u4e8e NLP \u4efb\u52a1\u7684\u667a\u80fd\u667a\u80fd\u4f53\u6269\u5c55\u4e86\u4efb\u52a1\u63cf\u8ff0\uff0c\u5e76\u901a\u8fc7\u5728\u5bf9\u8bdd\u671f\u95f4\u6dfb\u52a0\u663e\u5f0f\u7684\u77e5\u8bc6\u641c\u7d22\u548c\u68c0\u7d22\u6b65\u9aa4\u6765\u6539\u8fdb\u54cd\u5e94\u7684\u53ef\u89e3\u91ca\u6027\u3002\u5728\u5bf9\u8bdd\u671f\u95f4\u6574\u5408\u8fd9\u4e9b\u7f51\u7edc\u641c\u7d22\u548c\u68c0\u7d22\u667a\u80fd\u4f53\u4f5c\u4e3a\u53cd\u9988\u5c06\u6709\u52a9\u4e8e\u8fdb\u4e00\u6b65\u548c\u66f4\u6df1\u5165\u5730\u4fc3\u8fdb\u4eba\u7c7b\u4e0e\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u793e\u4ea4\u4e92\u52a8 Wang \u7b49\u4eba (2023e)\u3002\u5982\u56fe\u00a029\u00a0\u6240\u793a\uff0c\u6211\u4eec\u4e3a Transformer \u8bed\u8a00\u6a21\u578b\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u5efa\u6a21\u8303\u5f0f\uff0c\u8be5\u8303\u5f0f\u68c0\u6d4b\u5e76\u4ece\u8f93\u5165\u6587\u672c\u4e2d\u63d0\u53d6\u91cd\u8981\u7684\u903b\u8f91\u7ed3\u6784\u548c\u4fe1\u606f\uff0c\u7136\u540e\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u591a\u5c42\u5206\u5c42\u903b\u8f91\u6295\u5f71\u5c06\u5b83\u4eec\u96c6\u6210\u5230\u8f93\u5165\u5d4c\u5165\u4e2d\uff0c\u4ee5\u5c06\u903b\u8f91\u7ed3\u6784\u6ce8\u5165\u5230\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u4f5c\u4e3a\u4e00\u79cd NLP \u667a\u80fd\u4f53\u3002Wang \u7b49\u4eba (2023e) \u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u903b\u8f91\u68c0\u6d4b\u3001\u903b\u8f91\u6620\u5c04\u548c\u5206\u5c42\u903b\u8f91\u6295\u5f71\u7684\u7ec4\u5408\uff0c\u4e3a Transformer \u8bed\u8a00\u6a21\u578b\u6784\u5efa<strong>\u903b\u8f91\u611f\u77e5\u8f93\u5165\u5d4c\u5165<\/strong>\uff0c\u7136\u540e\u5f00\u53d1\u4e00\u79cd\u76f8\u5e94\u7684\u65b0\u5efa\u6a21\u8303\u5f0f\uff0c\u53ef\u4ee5\u5c06\u6240\u6709\u73b0\u6709\u7684 Transformer \u8bed\u8a00\u6a21\u578b\u5347\u7ea7\u4e3a<strong>\u903b\u8f91 Transformer<\/strong>\uff0c\u4ee5\u6301\u7eed\u63d0\u9ad8\u5176\u6027\u80fd\u3002\u6240\u63d0\u51fa\u7684\u903b\u8f91 Transformer \u667a\u80fd\u4f53\u901a\u8fc7\u5bf9\u6587\u672c\u903b\u8f91\u7ed3\u6784\u7684\u66f4\u6df1\u5165\u7406\u89e3\uff0c\u59cb\u7ec8\u5982\u4e00\u5730\u5b9e\u73b0\u4e86\u4f18\u4e8e\u5176\u57fa\u7ebf Transformer \u6a21\u578b\u7684\u6027\u80fd\u3002\u5bf9\u4e8e\u4eba\u7c7b\u7528\u6237\u6765\u8bf4\uff0c\u901a\u5e38\u8fd9\u4e9b\u65b9\u9762\u5bf9\u4e8e\u901a\u8fc7\u5bf9\u8bdd\u548c\u4fe1\u606f\u68c0\u7d22\u4e4b\u95f4\u7684\u667a\u80fd\u4f53\u534f\u8c03\u6765\u63d0\u4f9b\u6709\u610f\u4e49\u548c\u6709\u8da3\u7684\u5bf9\u8bdd\u66f4\u4e3a\u91cd\u8981\u3002\u6df1\u5165\u7814\u7a76\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u672c\u4e3b\u9898\u5c06\u8ba8\u8bba\u5728\u4f7f LLM \u66f4\u5177\u667a\u80fd\u6027\u548c\u66f4\u9002\u5408\u5404\u79cd\u4ee5\u8bed\u8a00\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1\u65b9\u9762\u7684\u8fdb\u6b65\u548c\u6392\u884c\u699c\u3002<\/p>\n<p>\u5f00\u653e\u57df\u95ee\u7b54 (QA) \u7cfb\u7edf\u901a\u5e38\u9075\u5faa<strong>\u68c0\u7d22\u7136\u540e\u9605\u8bfb<\/strong>\u7684\u8303\u5f0f\uff0c\u5176\u4e2d<strong>\u68c0\u7d22\u5668<\/strong>\u7528\u4e8e\u4ece\u5927\u578b\u8bed\u6599\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u6bb5\u843d\uff0c\u7136\u540e<strong>\u9605\u8bfb\u5668<\/strong>\u6839\u636e\u68c0\u7d22\u5230\u7684\u6bb5\u843d\u548c\u539f\u59cb\u95ee\u9898\u751f\u6210\u7b54\u6848\u3002\u5728 Wang \u7b49\u4eba (2023g) \u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u65b0\u9896\u7684\u4e92\u5b66\u4e60\u6846\u67b6\uff0c\u901a\u8fc7\u4e00\u4e2a\u540d\u4e3a<strong>\u77e5\u8bc6\u9009\u62e9\u5668<\/strong>\u667a\u80fd\u4f53\u7684\u4e2d\u95f4\u6a21\u5757\u6765\u63d0\u9ad8<strong>\u68c0\u7d22\u7136\u540e\u9605\u8bfb<\/strong>\u5f0f\u6a21\u578b\u7684\u6027\u80fd\uff0c\u6211\u4eec\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6765\u8bad\u7ec3\u8be5\u6a21\u5757\u3002\u5c06\u7ec6\u7c92\u5ea6\u7684<strong>\u77e5\u8bc6\u9009\u62e9\u5668<\/strong>\u5f15\u5165<strong>\u68c0\u7d22\u7136\u540e\u9605\u8bfb\u5668<\/strong>\u8303\u5f0f\uff0c\u5176\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u4fdd\u7559\u4e0e\u95ee\u9898\u76f8\u5173\u4fe1\u606f\u7684\u5c0f\u6bb5\u843d\u5b50\u96c6\u3002\u5982\u56fe\u00a030\u00a0\u6240\u793a\uff0c\u77e5\u8bc6\u9009\u62e9\u5668\u667a\u80fd\u4f53\u88ab\u8bad\u7ec3\u4e3a\u6211\u4eec\u65b0\u9896\u7684\u4e92\u5b66\u4e60\u6846\u67b6\u7684\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\uff0c\u8be5\u6846\u67b6\u8fed\u4ee3\u8bad\u7ec3\u77e5\u8bc6\u9009\u62e9\u5668\u548c\u9605\u8bfb\u5668\u3002\u6211\u4eec\u91c7\u7528\u4e00\u79cd\u7b80\u5355\u800c\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u4f7f\u7528\u7b56\u7565\u68af\u5ea6\u6765\u4f18\u5316\u77e5\u8bc6\u9009\u62e9\u5668\u667a\u80fd\u4f53\uff0c\u4f7f\u7528\u6765\u81ea\u9605\u8bfb\u5668\u7684\u53cd\u9988\u6765\u8bad\u7ec3\u5b83\u9009\u62e9\u4e00\u5c0f\u7ec4\u4fe1\u606f\u4e30\u5bcc\u7684\u6bb5\u843d\u3002\u8fd9\u79cd\u65b9\u6cd5\u907f\u514d\u4e86\u86ee\u529b\u641c\u7d22\u6216\u624b\u52a8\u8bbe\u8ba1\u542f\u53d1\u5f0f\u65b9\u6cd5\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u5e26\u6ce8\u91ca\u7684\u67e5\u8be2\u6587\u6863\u5bf9\u8fdb\u884c\u76d1\u7763\u3002\u6211\u4eec\u8868\u660e\uff0c\u8fed\u4ee3\u8bad\u7ec3\u9605\u8bfb\u5668\u548c\u77e5\u8bc6\u9009\u62e9\u5668\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u4e00\u4e9b\u516c\u5171\u5f00\u653e\u57df\u95ee\u7b54\u57fa\u51c6\u4e0a\u83b7\u5f97\u66f4\u597d\u7684\u9884\u6d4b\u6027\u80fd\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-30\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b6a3ee7d855d66c.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-30\" \/><br \/>\n\u56fe 30: \u4e00\u79cd\u63d0\u51fa\u7684 NLP \u667a\u80fd\u4f53 Wang \u7b49\u4eba (2023g) \u7684\u4e92\u5b66\u4e60\u6846\u67b6\u67b6\u6784\u3002\u5728\u6bcf\u4e2a epoch \u4e2d\uff0c\u4ea4\u66ff\u6267\u884c\u9636\u6bb5 1 \u548c\u9636\u6bb5 2\u3002\u5728\u9636\u6bb5 1 \u671f\u95f4\uff0c\u9605\u8bfb\u5668\u6a21\u578b\u7684\u53c2\u6570\u4fdd\u6301\u56fa\u5b9a\uff0c\u5e76\u4e14\u4ec5\u66f4\u65b0\u77e5\u8bc6\u9009\u62e9\u5668\u7684\u6743\u91cd\u3002\u76f8\u53cd\uff0c\u5728\u9636\u6bb5 2 \u671f\u95f4\uff0c\u8c03\u6574\u9605\u8bfb\u5668\u6a21\u578b\u7684\u53c2\u6570\uff0c\u540c\u65f6\u4fdd\u6301\u77e5\u8bc6\u9009\u62e9\u5668\u7684\u6743\u91cd\u51bb\u7ed3\u3002<\/p>\n<h2>7 \u8de8\u6a21\u6001\u3001\u9886\u57df\u548c\u73b0\u5b9e\u7684 Agent AI<\/h2>\n<h3>7.1 \u7528\u4e8e\u8de8\u6a21\u6001\u7406\u89e3\u7684 Agent<\/h3>\n<p>\u591a\u6a21\u6001\u7406\u89e3\u662f\u521b\u5efa\u901a\u7528 AI agent \u7684\u4e00\u4e2a\u91cd\u5927\u6311\u6218\uff0c\u56e0\u4e3a\u7f3a\u4e4f\u5305\u542b\u89c6\u89c9\u3001\u8bed\u8a00\u548c agent \u884c\u4e3a\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u66f4\u666e\u904d\u5730\u8bf4\uff0cAI agent \u7684\u8bad\u7ec3\u6570\u636e\u901a\u5e38\u662f\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u3002\u8fd9\u5bfc\u81f4\u5927\u591a\u6570\u73b0\u4ee3\u591a\u6a21\u6001\u7cfb\u7edf\u4f7f\u7528\u51bb\u7ed3\u5b50\u6a21\u5757\u7684\u7ec4\u5408\u3002\u4e00\u4e9b\u8457\u540d\u7684\u4f8b\u5b50\u662f Flamingo Alayrac \u7b49\u4eba\uff082022\uff09\u3001BLIP-2 Li \u7b49\u4eba\uff082023c\uff09\u548c LLaVA Liu \u7b49\u4eba\uff082023c\uff09\uff0c\u5b83\u4eec\u90fd\u5229\u7528\u4e86\u51bb\u7ed3\u7684 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u548c\u51bb\u7ed3\u7684\u89c6\u89c9\u7f16\u7801\u5668\u3002\u8fd9\u4e9b\u5b50\u6a21\u5757\u5728\u5355\u72ec\u7684\u6570\u636e\u96c6\u4e0a\u5355\u72ec\u8bad\u7ec3\uff0c\u7136\u540e\u8bad\u7ec3\u9002\u914d\u5c42\u4ee5\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u7f16\u7801\u5230 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u5d4c\u5165\u7a7a\u95f4\u4e2d\u3002\u4e3a\u4e86\u5728 AI agent \u7684\u8de8\u6a21\u6001\u7406\u89e3\u65b9\u9762\u53d6\u5f97\u8fdb\u4e00\u6b65\u8fdb\u5c55\uff0c\u4f7f\u7528\u51bb\u7ed3\u7684 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u548c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7b56\u7565\u53ef\u80fd\u9700\u8981\u6539\u53d8\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6700\u8fd1\u7684\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b RT-2 \u5728\u673a\u5668\u4eba\u9886\u57df\u5185\u6267\u884c\u64cd\u4f5c\u65f6\uff0c\u5f53\u4e3a\u673a\u5668\u4eba\u548c\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u8054\u5408\u8c03\u6574\u89c6\u89c9\u7f16\u7801\u5668\u548c \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u65f6\uff0c\u8868\u73b0\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347 Brohan \u7b49\u4eba\uff082023\uff09\u3002<\/p>\n<h3>7.2 \u7528\u4e8e\u8de8\u9886\u57df\u7406\u89e3\u7684 Agent<\/h3>\n<p>\u521b\u5efa\u901a\u7528 agent \u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u4e0d\u540c\u9886\u57df\u4e2d\u72ec\u7279\u7684\u89c6\u89c9\u5916\u89c2\u548c\u4e0d\u540c\u7684\u52a8\u4f5c\u7a7a\u95f4\u3002\u4eba\u7c7b\u6709\u80fd\u529b\u89e3\u91ca\u6765\u81ea\u5404\u79cd\u6765\u6e90\u7684\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u5305\u62ec\u73b0\u5b9e\u4e16\u754c\u3001\u89c6\u9891\u6e38\u620f\u4ee5\u53ca\u673a\u5668\u4eba\u548c\u533b\u7597\u4fdd\u5065\u7b49\u4e13\u4e1a\u9886\u57df\uff0c\u4e00\u65e6\u4ed6\u4eec\u719f\u6089\u8fd9\u4e9b\u9886\u57df\u7684\u5177\u4f53\u7ec6\u8282\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b \uff08VLM\uff09 \u5e38\u5e38\u8868\u73b0\u51fa\u5b83\u4eec\u8bad\u7ec3\u7684\u6570\u636e\u4e0e\u5b83\u4eec\u5e94\u7528\u7684\u5404\u79cd\u9886\u57df\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u8bd5\u56fe\u5f00\u53d1\u4e00\u79cd\u80fd\u591f\u6709\u6548\u5b66\u4e60\u8de8\u9886\u57df\u591a\u79cd\u63a7\u5236\u7cfb\u7edf\u7684\u5355\u4e00\u7b56\u7565\u65f6\uff0c\u8bad\u7ec3 agent \u6a21\u578b\u6765\u9884\u6d4b\u7279\u5b9a\u52a8\u4f5c\u63d0\u51fa\u4e86\u76f8\u5f53\u5927\u7684\u6311\u6218\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u5927\u591a\u6570\u73b0\u4ee3\u4f5c\u54c1\u5728\u7279\u5b9a\u9886\u57df\u5185\u5e94\u7528\u7cfb\u7edf\u65f6\u6240\u91c7\u53d6\u7684\u65b9\u6cd5\u662f\u4ece\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\u5f00\u59cb\uff0c\u7136\u540e\u4e3a\u6bcf\u4e2a\u7279\u5b9a\u9886\u57df\u5fae\u8c03\u4e00\u4e2a\u5355\u72ec\u7684\u6a21\u578b\u3002\u8fd9\u672a\u80fd\u6355\u6349\u5230\u9886\u57df\u4e4b\u95f4\u7684\u4efb\u4f55\u5171\u6027\uff0c\u5e76\u5bfc\u81f4\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\u603b\u96c6\u8f83\u5c0f\uff0c\u800c\u4e0d\u662f\u5229\u7528\u6bcf\u4e2a\u9886\u57df\u7684\u6570\u636e\u3002<\/p>\n<h3>7.3 \u7528\u4e8e\u8de8\u6a21\u6001\u548c\u8de8\u73b0\u5b9e\u7684\u4ea4\u4e92\u5f0f agent<\/h3>\n<p>\u5f00\u53d1\u80fd\u591f\u6210\u529f\u7406\u89e3\u5e76\u5728\u4e0d\u540c\u73b0\u5b9e\u4e2d\u6267\u884c\u4efb\u52a1\u7684 AI agent \u662f\u4e00\u9879\u6301\u7eed\u7684\u6311\u6218\uff0c\u6700\u8fd1\u5728\u56fe\u50cf\u548c\u573a\u666f\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u4e9b\u6210\u529f Huang \u7b49\u4eba\uff082023a\uff09\u3002\u7279\u522b\u662f\uff0c\u7531\u4e8e\u89c6\u89c9\u4e0a\u7684\u5dee\u5f02\u548c\u72ec\u7acb\u7684\u73af\u5883\u7269\u7406\u7279\u6027\uff0cagent \u540c\u65f6\u7406\u89e3\u73b0\u5b9e\u4e16\u754c\u548c\u865a\u62df\u73b0\u5b9e\u73af\u5883\u5177\u6709\u6311\u6218\u6027\u3002\u5728\u8de8\u73b0\u5b9e\u7684\u80cc\u666f\u4e0b\uff0c\u5f53\u4f7f\u7528\u6a21\u62df\u8bad\u7ec3\u7684\u7b56\u7565\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u65f6\uff0c\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8fc1\u79fb\u662f\u4e00\u4e2a\u7279\u522b\u91cd\u8981\u7684\u95ee\u9898\uff0c\u6211\u4eec\u5c06\u5728\u4e0b\u4e00\u8282\u4e2d\u8ba8\u8bba\u3002<\/p>\n<h3>7.4 \u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8fc1\u79fb<\/h3>\n<p>\u4f7f\u5728\u6a21\u62df\u4e2d\u8bad\u7ec3\u7684\u6a21\u578b\u80fd\u591f\u90e8\u7f72\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u6280\u672f\u3002\u5177\u8eab agent\uff0c\u7279\u522b\u662f\u57fa\u4e8e \u5f3a\u5316\u5b66\u4e60 \uff08RL\uff09 \u7b56\u7565\u7684 agent\uff0c\u901a\u5e38\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\u3002\u8fd9\u4e9b\u6a21\u62df\u5e76\u4e0d\u80fd\u5b8c\u5168\u590d\u5236\u73b0\u5b9e\u4e16\u754c\u7684\u7279\u5f81\uff08\u4f8b\u5982\uff0c\u5e72\u6270\u3001\u5149\u7ebf\u3001\u91cd\u529b\u548c\u5176\u4ed6\u7269\u7406\u7279\u6027\uff09\u3002\u7531\u4e8e\u6a21\u62df\u548c\u73b0\u5b9e\u4e4b\u95f4\u5b58\u5728\u8fd9\u79cd\u5dee\u5f02\uff0c\u5728\u6a21\u62df\u4e2d\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u5e94\u7528\u4e8e\u73b0\u5b9e\u4e16\u754c\u65f6\u901a\u5e38\u96be\u4ee5\u8868\u73b0\u826f\u597d\u3002\u8fd9\u4e2a\u95ee\u9898\u88ab\u79f0\u4e3a\u201c\u6a21\u62df\u5230\u73b0\u5b9e\u201d\u95ee\u9898\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u53ef\u4ee5\u91c7\u53d6\u51e0\u79cd\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u9886\u57df\u968f\u673a\u5316<\/strong>\uff1a\u9886\u57df\u968f\u673a\u5316\u662f\u4e00\u79cd\u5728\u6a21\u62df\u73af\u5883\u4e2d\u968f\u673a\u6539\u53d8\u53c2\u6570\uff08\u4f8b\u5982\uff0c\u5bf9\u8c61\u5916\u89c2\u3001\u4f20\u611f\u5668\u566a\u58f0\u548c\u5149\u5b66\u7279\u6027\uff09\u7684\u540c\u65f6\u8bad\u7ec3\u6a21\u578b\u7684\u6280\u672f\uff0c\u4ee5\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u53d8\u5316 Tobin \u7b49\u4eba\uff082017\uff09\u3002\u4f8b\u5982\uff0c\u5728\u8bad\u7ec3\u57fa\u4e8e \u5f3a\u5316\u5b66\u4e60 \uff08RL\uff09 \u7684\u6293\u53d6\u6280\u80fd\u65f6\uff0c\u5728\u7269\u4f53\u5f62\u72b6\u4e2d\u5f15\u5165\u968f\u673a\u6027\u53ef\u4ee5\u4f7f\u7b56\u7565\u80fd\u591f\u9002\u5e94\u5f62\u72b6\u7565\u6709\u4e0d\u540c\u7684\u7269\u4f53 Saito \u7b49\u4eba\uff082022\uff09\u3002<\/li>\n<li><strong>\u9886\u57df\u81ea\u9002\u5e94<\/strong>\uff1a\u9886\u57df\u81ea\u9002\u5e94\u6216\u9886\u57df\u8fc1\u79fb\u662f\u4e00\u79cd\u901a\u8fc7\u4f7f\u7528\u5927\u91cf\u6a21\u62df\u56fe\u50cf\u548c\u4e00\u5c0f\u90e8\u5206\u771f\u5b9e\u4e16\u754c\u56fe\u50cf\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u4ece\u800c\u5f25\u5408\u6a21\u62df\u548c\u73b0\u5b9e\u4e16\u754c\u9886\u57df\u4e4b\u95f4\u5dee\u8ddd\u7684\u6280\u672f\u3002\u5728\u5b9e\u9645\u8bbe\u7f6e\u4e2d\uff0c\u7531\u4e8e\u96be\u4ee5\u51c6\u5907\u8de8\u9886\u57df\u7684\u914d\u5bf9\u56fe\u50cf\uff0c\u56e0\u6b64\u91c7\u7528\u4e86\u4e0d\u6210\u5bf9\u7684\u56fe\u50cf\u5230\u56fe\u50cf\u8f6c\u6362\u65b9\u6cd5\uff0c\u4f8b\u5982 CycleGAN Zhu \u7b49\u4eba\uff082017b\uff09\u3002\u5b58\u5728\u51e0\u79cd \u5f3a\u5316\u5b66\u4e60 \u7684\u589e\u5f3a\u7248\u672c\uff0c\u5305\u62ec \u5f3a\u5316\u5b66\u4e60 -CycleGAN Rao \u7b49\u4eba\uff082020\uff09\uff0c\u4ee5\u53ca\u6a21\u4eff\u5b66\u4e60\u7684\u589e\u5f3a\u7248\u672c\uff0c\u4f8b\u5982 RetinaGAN Ho \u7b49\u4eba\uff082021\uff09\u3002<\/li>\n<li><strong>\u6539\u8fdb\u6a21\u62df<\/strong>\uff1a\u903c\u771f\u7684\u6a21\u62df\u662f\u6a21\u62df\u5230\u73b0\u5b9e\u8fc1\u79fb\u7684\u5173\u952e\u3002\u90e8\u5206\u5de5\u4f5c\u662f\u901a\u8fc7\u7cfb\u7edf\u8bc6\u522b\u6280\u672f\u5b9e\u73b0\u7684 Zhu \u7b49\u4eba\uff082017c\uff09\uff1bAllevato \u7b49\u4eba\uff082020\uff09\uff0c\u65e8\u5728\u8bc6\u522b\u6a21\u62df\u53c2\u6570\u4ee5\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u7684\u73af\u5883\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u7167\u7247\u7ea7\u771f\u5b9e\u7684\u6a21\u62df\u5668\u5728\u57fa\u4e8e\u56fe\u50cf\u7684 \u5f3a\u5316\u5b66\u4e60 \u4e2d\u4f1a\u5f88\u6709\u6548 Martinez-Gonzalez \u7b49\u4eba\uff082020\uff09\uff1bM\u00fcller \u7b49\u4eba\uff082018\uff09\uff1bShah \u7b49\u4eba\uff082018\uff09\uff1bSasabuchi \u7b49\u4eba\uff082023\uff09\u3002<\/li>\n<\/ul>\n<p>\u968f\u7740\u65b9\u6cd5\u4e0d\u65ad\u53d1\u5c55\uff0c\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8fc1\u79fb\u4ecd\u7136\u662f\u5177\u8eab Agent \u7814\u7a76\u4e2d\u7684\u6838\u5fc3\u6311\u6218\u3002\u7406\u8bba\u548c\u5b9e\u8bc1\u7814\u7a76\u5bf9\u4e8e\u8fdb\u4e00\u6b65\u63a8\u8fdb\u8fd9\u4e9b\u6280\u672f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h2>8 Agent AI \u7684\u6301\u7eed\u548c\u81ea\u6211\u6539\u8fdb<\/h2>\n<p>\u76ee\u524d\uff0c\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684 AI agent \u5177\u6709\u4ece\u591a\u79cd\u4e0d\u540c\u6570\u636e\u6e90\u4e2d\u5b66\u4e60\u7684\u80fd\u529b\uff0c\u8fd9\u4e3a\u8bad\u7ec3\u63d0\u4f9b\u4e86\u66f4\u7075\u6d3b\u7684\u6570\u636e\u6765\u6e90\u3002\u8fd9\u5176\u4e2d\u4e24\u4e2a\u5173\u952e\u7684\u7ed3\u679c\u662f\uff1a\uff081\uff09\u7528\u6237\u548c\u57fa\u4e8e\u4eba\u7c7b\u7684\u4ea4\u4e92\u6570\u636e\u53ef\u7528\u4e8e\u8fdb\u4e00\u6b65\u6539\u8fdb agent\uff1b\uff082\uff09\u73b0\u6709\u7684\u57fa\u7840\u6a21\u578b\u548c\u6a21\u578b\u5de5\u4ef6\u53ef\u7528\u4e8e\u751f\u6210\u8bad\u7ec3\u6570\u636e\u3002\u6211\u4eec\u5728\u4ee5\u4e0b\u90e8\u5206\u4e2d\u66f4\u8be6\u7ec6\u5730\u8ba8\u8bba\u4e86\u6bcf\u4e00\u4e2a\uff0c\u4f46\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u7531\u4e8e\u5f53\u524d\u7684 AI Agent \u4e3b\u8981\u4e0e\u73b0\u6709\u7684\u9884\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u76f8\u5173\u8054\uff0c\u56e0\u6b64\u5b83\u4eec\u901a\u5e38\u4e0d\u4f1a\u4ece\u4e0e\u73af\u5883\u7684\u6301\u7eed\u4ea4\u4e92\u4e2d\u5b66\u4e60\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u672a\u6765\u65b9\u5411\uff0cBousmalis \u7b49\u4eba\u7684\u521d\u6b65\u5de5\u4f5c\u8868\u660e\uff0c\u7528\u4e8e\u673a\u5668\u4eba\u63a7\u5236\u7684\u81ea\u6211\u6539\u8fdb agent \u80fd\u591f\u901a\u8fc7\u73af\u5883\u4ea4\u4e92\u6301\u7eed\u5b66\u4e60\u548c\u6539\u8fdb\uff0c\u800c\u65e0\u9700\u76d1\u7763 Bousmalis \u7b49\u4eba\uff082023\uff09\u3002<\/p>\n<h3>8.1 \u57fa\u4e8e\u4eba\u7c7b\u7684\u4ea4\u4e92\u6570\u636e<\/h3>\n<p>\u4f7f\u7528\u57fa\u4e8e\u4eba\u7c7b\u7684\u4ea4\u4e92\u6570\u636e\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5229\u7528\u5927\u91cf\u7684 agent-\u4eba\u7c7b\u4ea4\u4e92\u6765\u8bad\u7ec3\u548c\u6539\u8fdb agent \u7684\u672a\u6765\u8fed\u4ee3\u3002\u6709\u51e0\u79cd\u7b56\u7565\u53ef\u7528\u4e8e\u901a\u8fc7\u4eba\u673a\u4ea4\u4e92\u6765\u6539\u8fdb agent\u3002<\/p>\n<ul>\n<li><strong>\u989d\u5916\u7684\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u4e5f\u8bb8\u4f7f\u7528\u4eba\u673a\u4ea4\u4e92\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u662f\u5c06\u4ea4\u4e92\u793a\u4f8b\u672c\u8eab\u7528\u4f5c agent \u672a\u6765\u8fed\u4ee3\u7684\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u901a\u5e38\u9700\u8981\u8fc7\u6ee4\u7b56\u7565\u6765\u533a\u5206\u6210\u529f\u7684 agent \u793a\u4f8b\u548c\u4e0d\u6210\u529f\u7684\u4ea4\u4e92\u793a\u4f8b\u3002\u8fc7\u6ee4\u53ef\u4ee5\u662f\u57fa\u4e8e\u89c4\u5219\u7684\uff08\u4f8b\u5982\uff0c\u8fbe\u5230\u67d0\u4e9b\u671f\u671b\u7684\u6700\u7ec8\u76ee\u6807\u72b6\u6001\uff09\u3001\u57fa\u4e8e\u6a21\u578b\u7684\uff08\u4f8b\u5982\uff0c\u5bf9\u6210\u529f\u4e0e\u4e0d\u6210\u529f\u7684\u4ea4\u4e92\u8fdb\u884c\u5206\u7c7b\uff09\u6216\u5728\u4e8b\u540e\u68c0\u67e5\u548c\/\u6216\u4fee\u6539\u4ea4\u4e92\u793a\u4f8b\u540e\u624b\u52a8\u9009\u62e9\u7684\u3002<\/li>\n<li><strong>\u4eba\u7c7b\u504f\u597d\u5b66\u4e60<\/strong>\uff1a\u5728\u4e0e\u7528\u6237\u4ea4\u4e92\u671f\u95f4\uff0cagent \u7cfb\u7edf\u53ef\u4ee5\u4f7f\u7528\u51e0\u4e2a\u4e0d\u540c\u7684\u6a21\u578b\u8f93\u51fa\u63d0\u793a\u7528\u6237\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u9009\u62e9\u6700\u4f73\u8f93\u51fa\u3002\u8fd9\u901a\u5e38\u7528\u4e8e\u50cf ChatGPT \u548c GPT-4 \u8fd9\u6837\u7684 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u4e00\u4e2a\uff08\u5728\u51e0\u4e2a\u4e2d\uff09\u6700\u7b26\u5408\u4ed6\u4eec\u504f\u597d\u7684\u8f93\u51fa\u3002<\/li>\n<li><strong>\u5b89\u5168\u8bad\u7ec3\uff08\u7ea2\u961f\u6f14\u7ec3\uff09<\/strong>\uff1aAgent AI \u80cc\u666f\u4e0b\u7684\u7ea2\u961f\u6f14\u7ec3\u662f\u6307\u62e5\u6709\u4e00\u652f\u4e13\u95e8\u7684\u5bf9\u6297\u56e2\u961f\uff08\u65e0\u8bba\u662f\u4eba\u7c7b\u8fd8\u662f\u8ba1\u7b97\u673a\uff09\uff0c\u4ed6\u4eec\u8bd5\u56fe\u5229\u7528\u548c\u66b4\u9732 Agent AI \u7cfb\u7edf\u4e2d\u7684\u5f31\u70b9\u548c\u6f0f\u6d1e\u3002\u867d\u7136\u672c\u8d28\u4e0a\u662f\u5bf9\u6297\u6027\u7684\uff0c\u4f46\u7ea2\u961f\u6f14\u7ec3\u901a\u5e38\u7528\u4f5c\u4e86\u89e3\u5982\u4f55\u6539\u8fdb AI \u5b89\u5168\u63aa\u65bd\u5e76\u51cf\u5c11\u6709\u5bb3\u8f93\u51fa\u53d1\u751f\u7684\u4e00\u79cd\u624b\u6bb5\u3002\u5176\u6838\u5fc3\u539f\u5219\u662f\u53d1\u73b0\u8bf1\u5bfc\u4e0d\u9700\u8981\u7684 agent \u8f93\u51fa\u7684\u4e00\u81f4\u65b9\u6cd5\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5728\u660e\u786e\u7ea0\u6b63\u6b64\u884c\u4e3a\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h3>8.2 \u57fa\u7840\u6a21\u578b\u751f\u6210\u7684\u6570\u636e<\/h3>\n<p>\u968f\u7740\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u4ea7\u751f\u4e86\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u5de5\u4ef6\uff0c\u5df2\u7ecf\u5f00\u53d1\u51fa\u5404\u79cd\u65b9\u6cd5\u6765\u5229\u7528\u5404\u79cd\u63d0\u793a\u548c\u6570\u636e\u914d\u5bf9\u6280\u672f\uff0c\u4ece\u8fd9\u4e9b\u5de5\u4ef6\u4e2d\u63d0\u53d6\u548c\u751f\u6210\u6709\u610f\u4e49\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<ul>\n<li><strong>\u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u6307\u4ee4\u8c03\u6574<\/strong>\uff1a\u4ece \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u751f\u6210\u6307\u4ee4\u9075\u5faa\u8bad\u7ec3\u6570\u636e\u7684\u65b9\u6cd5\u4f7f\u5f97\u53ef\u4ee5\u57fa\u4e8e\u8f83\u5927\u7684\u4e13\u6709 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u7684\u8f93\u51fa\u6765\u5fae\u8c03\u8f83\u5c0f\u7684\u5f00\u6e90\u6a21\u578b Wang \u7b49\u4eba\uff082022b\uff09\u3002\u4f8b\u5982\uff0cAlpaca Taori \u7b49\u4eba\uff082023\uff09\u548c Vicuna Zheng \u7b49\u4eba\uff082023\uff09\u662f\u57fa\u4e8e\u5f00\u6e90 LLaMA \u7cfb\u5217 Touvron \u7b49\u4eba\uff082023\uff09\u7684 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09\uff0c\u5b83\u4eec\u5df2\u6839\u636e ChatGPT \u548c\u4eba\u7c7b\u53c2\u4e0e\u8005\u7684\u5404\u79cd\u8f93\u51fa\u8fdb\u884c\u4e86\u8c03\u6574\u3002\u8fd9\u79cd\u6307\u4ee4\u8c03\u6574\u65b9\u6cd5\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e00\u79cd\u77e5\u8bc6\u84b8\u998f\u5f62\u5f0f\uff0c\u5176\u4e2d\u8f83\u5927\u7684 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u5145\u5f53\u8f83\u5c0f\u5b66\u751f\u7684\u6559\u5e08\u6a21\u578b\u3002\u91cd\u8981\u7684\u662f\uff0c\u5c3d\u7ba1\u5df2\u7ecf\u8868\u660e \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u6307\u4ee4\u8c03\u6574\u53ef\u4ee5\u5c06\u6559\u5e08\u6a21\u578b\u7684\u5199\u4f5c\u98ce\u683c\u548c\u4e00\u4e9b\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u8f6c\u79fb\u5230\u5b66\u751f\u6a21\u578b\uff0c\u4f46\u6559\u5e08\u6a21\u578b\u548c\u5b66\u751f\u6a21\u578b\u7684\u771f\u5b9e\u6027\u548c\u80fd\u529b\u4e4b\u95f4\u4ecd\u7136\u5b58\u5728\u663e\u7740\u5dee\u8ddd Gudibande \u7b49\u4eba\uff082023\uff09\u3002<\/li>\n<li><strong>\u89c6\u89c9-\u8bed\u8a00\u5bf9<\/strong>\uff1a\u6700\u8fd1\u7684\u4e00\u4e9b\u5de5\u4f5c\u8bd5\u56fe\u901a\u8fc7\u81ea\u52a8\u4e3a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u6807\u9898\u548c\u5176\u4ed6\u6587\u672c\u6765\u589e\u52a0\u53ef\u7528\u4e8e\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b \uff08VLM\uff09 \u7684\u9884\u8bad\u7ec3\u6570\u636e\u7684\u6570\u91cf\u548c\u591a\u6837\u6027\u3002\u4f8b\u5982\uff0cLLaVA Liu \u7b49\u4eba\uff082023c\uff09\u4f7f\u7528\u4e86 150,000 \u4e2a\u6765\u81ea\u6587\u672c\u548c\u89c6\u89c9\u8f93\u5165\u7684\u6307\u4ee4\u9075\u5faa\u884c\u4e3a\u793a\u4f8b\uff0c\u8fd9\u4e9b\u793a\u4f8b\u4e3b\u8981\u662f \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u751f\u6210\u7684\u3002\u5176\u4ed6\u5de5\u4f5c\u8868\u660e\uff0c\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b \uff08VLM\uff09 \u91cd\u65b0\u6807\u6ce8\u56fe\u50cf\u53ef\u4ee5\u6539\u8fdb\u8bad\u7ec3\u6570\u636e\u548c\u540e\u7eed\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u8d28\u91cf Segalis \u7b49\u4eba\uff082023\uff09\u3002\u5728\u89c6\u9891\u7406\u89e3\u9886\u57df\uff0c\u4f7f\u7528 \u89c6\u89c9\u8bed\u8a00\u6a21\u578b \uff08VLM\uff09 \u548c \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u91cd\u65b0\u6807\u6ce8\u89c6\u9891\u5df2\u88ab\u8bc1\u660e\u53ef\u4ee5\u63d0\u9ad8\u5728\u91cd\u65b0\u6807\u6ce8\u7684\u89c6\u9891\u4e0a\u8bad\u7ec3\u7684\u540e\u7eed \u89c6\u89c9\u8bed\u8a00\u6a21\u578b \uff08VLM\uff09 \u7684\u6027\u80fd\u548c\u8d28\u91cf Wang \u7b49\u4eba\uff082023f\uff09\uff1bZhao \u7b49\u4eba\uff082022\uff09\u3002<\/li>\n<\/ul>\n<h2>9 Agent \u6570\u636e\u96c6\u548c\u6392\u884c\u699c<\/h2>\n<p>\u4e3a\u4e86\u52a0\u901f\u8be5\u9886\u57df\u7684\u7814\u7a76\uff0c\u6211\u4eec\u5206\u522b\u9488\u5bf9\u591a agent \u6e38\u620f\u548c agent \u5f0f\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u63d0\u51fa\u4e86\u4e24\u4e2a\u57fa\u51c6\u3002\u6211\u4eec\u5c06\u53d1\u5e03\u4e24\u4e2a\u65b0\u7684\u6570\u636e\u96c6\u2014\u2014\u201cCuisineWorld\u201d\u548c\u201cVideoAnalytica\u201d\u2014\u2014\u4ee5\u53ca\u4e00\u7ec4\u57fa\u7ebf\u6a21\u578b\uff0c\u9f13\u52b1\u53c2\u4e0e\u8005\u63a2\u7d22\u65b0\u7684\u6a21\u578b\u548c\u7cfb\u7edf\uff0c\u5e76\u5c06\u4ed6\u4eec\u7684\u7ed3\u679c\u63d0\u4ea4\u5230\u6211\u4eec\u6392\u884c\u699c\u7684\u6d4b\u8bd5\u96c6\u4e0a\u3002<\/p>\n<h3>9.1 \u7528\u4e8e\u591a agent \u6e38\u620f\u7684\u201cCuisineWorld\u201d\u6570\u636e\u96c6<\/h3>\n<p>CuisineWorld \u662f\u4e00\u6b3e\u7c7b\u4f3c\u4e8e Overcooked\uff01\u7684\u57fa\u4e8e\u6587\u672c\u7684\u6e38\u620f\u3002\u5b83\u4e3a AI \u9a71\u52a8\u7684 agent \u63d0\u4f9b\u4e86\u4e00\u4e2a\u5408\u4f5c\u548c\u534f\u540c\u6e38\u620f\u7684\u5e73\u53f0\u3002\u6b64\u6570\u636e\u96c6\u5c06\u6d4b\u8bd5\u591a agent \u7cfb\u7edf\u7684\u534f\u4f5c\u6548\u7387\uff0c\u6df1\u5165\u4e86\u89e3 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u548c\u5176\u4ed6\u7cfb\u7edf\u5728\u52a8\u6001\u573a\u666f\u4e2d\u7684\u534f\u540c\u5de5\u4f5c\u80fd\u529b\u3002\u7279\u522b\u662f\uff0c\u8be5\u6570\u636e\u96c6\u5c06\u4fa7\u91cd\u4e8e agent \u5982\u4f55\u7406\u89e3\u76ee\u6807\uff0c\u4ee5\u53ca agent \u5982\u4f55\u5728\u5f7c\u6b64\u4e4b\u95f4\u8fdb\u884c\u534f\u8c03\u3002\u6b64\u6570\u636e\u96c6\u652f\u6301\u4e24\u79cd\u6a21\u5f0f\uff1a\u96c6\u4e2d\u5f0f\u8c03\u5ea6\u5668\u6a21\u5f0f\u548c\u53bb\u4e2d\u5fc3\u5316\u6a21\u5f0f\u3002\u53c2\u4e0e\u8005\u53ef\u4ee5\u9009\u62e9\u4e00\u79cd\u6e38\u620f\u6a21\u5f0f\u5e76\u5411\u6211\u4eec\u7684\u6392\u884c\u699c\u63d0\u4ea4\u7ed3\u679c\u3002<\/p>\n<h4>9.1.1 \u57fa\u51c6<\/h4>\n<p>\u5bf9\u4e8e\u6211\u4eec\u7684\u6bd4\u8d5b\uff0c\u6211\u4eec\u5c06\u53d1\u5e03\u4e00\u4e2a\u57fa\u51c6\uff0c\u5373 CuisineWorld \u57fa\u51c6\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u4e2a\u6587\u672c\u754c\u9762\uff0c\u8be5\u754c\u9762\u5305\u62ec\u53ef\u6269\u5c55\u7684\u4efb\u52a1\u5b9a\u4e49\u6587\u4ef6\uff0c\u4ee5\u53ca\u4e00\u4e2a\u7528\u4e8e\u591a agent \u4ea4\u4e92\u548c\u4eba\u673a\u4ea4\u4e92\u7684\u754c\u9762\u3002\u6211\u4eec\u5f15\u5165\u4e86\u6e38\u620f\u4ea4\u4e92\u4efb\u52a1\uff0c\u5176\u76ee\u6807\u662f\u751f\u6210\u76f8\u5173\u7684\u3001\u9002\u5f53\u7684\u3001\u53ef\u4ee5\u6700\u5927\u5316\u534f\u4f5c\u6548\u7387\u7684\u591a agent \u534f\u4f5c\u7b56\u7565\u3002\u6211\u4eec\u4f7f\u7528\u63d0\u51fa\u7684\u8bc4\u4f30\u6307\u6807\uff1aCoS \u6765\u8bc4\u4f30\u534f\u4f5c\u6548\u7387\u3002<\/p>\n<p>\u201cCuisineWorld\u201d\u6570\u636e\u96c6\u7531 Microsoft\u3001UCLA \u548c\u65af\u5766\u798f\u5927\u5b66\u6536\u96c6\u3002\u6bd4\u8d5b\u7684\u76ee\u6807\u662f\u63a2\u7d22\u4e0d\u540c\u7684\u3001\u73b0\u6709\u7684\u548c\u65b0\u9896\u7684\u3001\u57fa\u4e8e\u57fa\u7840 \u5927\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u7684\u4ea4\u4e92\u6280\u672f\u5982\u4f55\u5728\u6b64\u57fa\u51c6\u4e0a\u8fd0\u884c\uff0c\u5e76\u4e3a\u591a agent \u6e38\u620f\u57fa\u7840\u8bbe\u65bd\u7684\u4efb\u52a1\u5efa\u7acb\u5f3a\u5927\u7684\u57fa\u7ebf\u3002<\/p>\n<p>CuisineWorld \u7684\u6570\u636e\u96c6\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4e00\u7cfb\u5217\u5b9a\u4e49\u660e\u786e\u7684\u591a agent \u534f\u4f5c\u4efb\u52a1\u3002<\/li>\n<li>\u4e00\u4e2a\u7528\u4e8e\u4fc3\u8fdb agent \u4ea4\u4e92\u7684 API \u7cfb\u7edf\u3002<\/li>\n<li>\u4e00\u4e2a\u81ea\u52a8\u8bc4\u4f30\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n<p>\uff08\u7528\u4e8e\u4e0b\u8f7d\u6570\u636e\u96c6\u7684\u94fe\u63a5\u5c06\u5f88\u5feb\u63d0\u4f9b\uff0c\u672c\u6587\u5c06\u66f4\u65b0\u4ee5\u5c06\u5176\u5305\u542b\u5728\u6b64\u5904\u3002\uff09<\/p>\n<h4>9.1.2 \u4efb\u52a1<\/h4>\n<ul>\n<li>\u6211\u4eec\u63d0\u4f9b\u4e00\u4e2a\u6570\u636e\u96c6\u548c\u76f8\u5173\u7684\u57fa\u51c6\uff0c\u79f0\u4e3a Microsoft MindAgent\uff0c\u5e76\u76f8\u5e94\u5730\u5411\u7814\u7a76\u793e\u533a\u53d1\u5e03\u4e00\u4e2a\u6570\u636e\u96c6\u201cCuisineWorld\u201d\u3002<\/li>\n<li>\u6211\u4eec\u5c06\u63d0\u4f9b\u57fa\u51c6\u6765\u8bc4\u4f30\u548c\u6392\u540d\u63d0\u4ea4\u7684\u201cMindAgent\u201d\u7b97\u6cd5\u3002\u6211\u4eec\u8fd8\u5c06\u63d0\u4f9b\u4f7f\u7528\u6d41\u884c\u57fa\u7840\u8bbe\u65bd\u751f\u6210\u7684\u57fa\u7ebf\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<h4>9.1.3 \u6307\u6807\u548c\u8bc4\u5224<\/h4>\n<p>\u591a agent \u534f\u4f5c\u6548\u7387\u7684\u8d28\u91cf\u7531\u65b0\u7684\u201ccos\u201d\u81ea\u52a8\u6307\u6807\uff08\u6765\u81ea MindAgent Gong \u7b49\u4eba\uff082023a\uff09\uff09\u786e\u5b9a\u3002\u6211\u4eec\u6307\u6807\u7684\u6700\u7ec8\u8bc4\u5206\u8ba1\u7b97\u4e3a\u591a agent \u7cfb\u7edf\u5728\u6240\u6709\u4efb\u52a1\u4e0a\u8bc4\u4f30\u7684\u534f\u4f5c\u6548\u7387\u6307\u6807\u7684\u5e73\u5747\u503c\u3002\u5c06\u8981\u6c42\u4eba\u7c7b\u8bc4\u4f30\u5458\u5bf9\u4e2a\u522b\u54cd\u5e94\u8fdb\u884c\u8bc4\u5206\uff0c\u5e76\u63d0\u4f9b\u5bf9\u7528\u6237\u4e0e agent \u4ea4\u4e92\u7684\u53c2\u4e0e\u5ea6\u3001\u5e7f\u5ea6\u548c\u6574\u4f53\u8d28\u91cf\u7684\u4e3b\u89c2\u5224\u65ad\u3002<\/p>\n<h4>9.1.4 \u8bc4\u4f30<\/h4>\n<ul>\n<li><strong>\u81ea\u52a8\u8bc4\u4f30<\/strong>\u3002\u6211\u4eec\u8ba1\u5212\u5728\u53d1\u5e03\u65e5\u671f\uff08\u5f85\u5b9a\uff09\u5f00\u59cb\u53d1\u5e03\u6392\u884c\u699c\uff0c\u6ce8\u518c\u7684\u53c2\u4e0e\u8005\u5c06\u88ab\u8981\u6c42\u63d0\u4ea4\u4ed6\u4eec\u5728\u4e0e\u6570\u636e\u96c6\u201cCuisineWorld\u201d\uff08\u6211\u4eec\u4e3a\u6392\u884c\u699c\u516c\u5f00\u53d1\u5e03\u7684\u6570\u636e\u96c6\uff09\u76f8\u5173\u7684\u4efb\u52a1\u4e0a\u7684\u7ed3\u679c\u3002\u7ed3\u679c\u63d0\u4ea4\u5c06\u5728\u7ed3\u675f\u65e5\u671f\uff08\u5f85\u5b9a\uff09\u5173\u95ed\u3002\u6bcf\u4e2a\u56e2\u961f\u90fd\u9700\u8981\u63d0\u4ea4\u4ed6\u4eec\u5728\u6d4b\u8bd5\u96c6\u4e0a\u751f\u6210\u7684\u7ed3\u679c\uff0c\u4ee5\u81ea\u52a8\u8bc4\u4f30\u201ccos\u201d\u6307\u6807\u3002<\/li>\n<li><strong>\u6211\u4eec\u6392\u884c\u699c\u4e0a\u7684\u4eba\u5de5\u8bc4\u4f30<\/strong>\u3002\u6392\u884c\u699c\u53c2\u4e0e\u8005\u9700\u8981\u63d0\u4f9b\u4e00\u4e2a\u7531\u672c\u5730\u8bc4\u4f30\u811a\u672c\u751f\u6210\u7684\u63d0\u4ea4\u6587\u4ef6\u3002\u6211\u4eec\u5c06\u4f7f\u7528 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AI \u667a\u80fd\u4f53\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u672c\u6587\u5e2e\u52a9\u66f4\u591a\u7684\u7814\u7a76\u4eba\u5458\u5171\u540c\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n<h2>12 \u591a\u6837\u6027\u58f0\u660e<\/h2>\n<p>\u901a\u8fc7\u7814\u7a76 AI \u667a\u80fd\u4f53\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u7684\u9002\u5e94\u6027\uff0c\u6211\u4eec\u81ea\u7136\u5730\u62e5\u62b1\u5404\u79cd\u5404\u6837\u7684\u6392\u884c\u699c\u3001\u89c2\u70b9\u548c\u89e3\u51b3\u65b9\u6848\u3002\u672c\u7740\u8fd9\u79cd\u7cbe\u795e\uff0c\u6211\u4eec\u7684\u9879\u76ee\u65e8\u5728\u901a\u8fc7\u63a2\u7d22\u591a\u6a21\u6001\u548c\u667a\u80fd\u4f53 AI \u4e2d\u7684\u5404\u79cd\u4e3b\u9898\u6765\u5efa\u7acb\u4e00\u4e2a\u591a\u5143\u5316\u7684\u793e\u533a\u3002<\/p>\n<p>\u8003\u8651\u5230\u8fd9\u4e9b\u539f\u5219\uff0c\u672c\u9879\u76ee\u4e13\u6ce8\u4e8e\u5728\u7269\u7406\u548c\u865a\u62df\u73af\u5883\u4e2d\u6709\u6548\u4ea4\u4e92\u5e76\u4fc3\u8fdb\u4e0e\u4eba\u7c7b\u6709\u6548\u4ea4\u4e92\u7684\u5148\u8fdb\u591a\u6a21\u6001\u7cfb\u7edf\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u6253\u7b97\u5438\u5f15\u6765\u81ea\u5e7f\u6cdb\u7684\u6280\u672f\u4e13\u4e1a\u3001\u6587\u5316\u3001\u56fd\u5bb6\u548c\u5b66\u672f\u9886\u57df\u7684\u4e13\u5bb6\u548c\u4ece\u4e1a\u8005\uff0c\u8ba8\u8bba\u91cd\u8981\u4e3b\u9898\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p>\n<ul>\n<li>\u57fa\u7840\u6a21\u578b\u7684\u5e94\u7528\uff1a\u5f00\u53d1\u5177\u6709\u96c6\u6210\u6a21\u6001\uff08\u97f3\u9891\u3001\u56fe\u50cf\u3001\u6587\u672c\u3001\u4f20\u611f\u5668\u8f93\u5165\uff09\u7684\u667a\u80fd\u4f53\uff0c\u65e8\u5728\u589e\u5f3a\u5176\u5bf9\u5404\u79cd\u5e94\u7528\u7684\u8bc6\u522b\u548c\u54cd\u5e94\u80fd\u529b\u3002<\/li>\n<li>\u901a\u7528\u7aef\u5230\u7aef\u7cfb\u7edf\uff1a\u5f00\u53d1\u4f7f\u7528\u5927\u89c4\u6a21\u6570\u636e\u8bad\u7ec3\u7684\u7aef\u5230\u7aef\u6a21\u578b\uff0c\u65e8\u5728\u521b\u5efa\u901a\u7528\u4e14\u9002\u5e94\u6027\u5f3a\u7684 AI \u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li>\u6a21\u6001\u63a5\u5730\u7684\u539f\u7406\uff1a\u6574\u5408\u5404\u79cd\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u589e\u5f3a\u6570\u636e\u5904\u7406\u7684\u8fde\u8d2f\u6027\u548c\u6709\u6548\u6027\u3002<\/li>\n<li>\u76f4\u89c2\u7684\u4eba\u673a\u754c\u9762\uff1a\u5f00\u53d1\u4eba\u7c7b\u4e0e\u667a\u80fd\u4f53\u4e4b\u95f4\u6709\u6548\u4e14\u6709\u610f\u4e49\u7684\u4ea4\u4e92\u3002<\/li>\n<li>\u9a6f\u670d\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\/\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\uff1a\u63a2\u7d22\u89e3\u51b3\u5927\u89c4\u6a21\u6a21\u578b\u4e2d\u5e38\u89c1\u95ee\u9898\u7684\u65b0\u65b9\u6cd5\uff0c\u4f8b\u5982\u8f93\u51fa\u4e2d\u7684\u5e7b\u89c9\u548c\u504f\u89c1\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u6e34\u671b\u901a\u8fc7\u5229\u7528\u6211\u4eec\u72ec\u7279\u548c\u591a\u6837\u5316\u7684\u89c2\u70b9\u6765\u62d3\u5bbd\u6211\u4eec\u5bf9\u667a\u80fd\u4f53 AI \u7684\u6f5c\u529b\u548c\u5c40\u9650\u6027\u7684\u96c6\u4f53\u7406\u89e3\u3002\u6211\u4eec\u575a\u4fe1\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u5c06\u4e30\u5bcc\u4e2a\u4eba\u7684\u89c2\u70b9\uff0c\u8fd8\u5c06\u589e\u5f3a\u793e\u533a\u7684\u96c6\u4f53\u77e5\u8bc6\uff0c\u5e76\u4fc3\u8fdb\u5bf9\u591a\u6a21\u6001 AI \u667a\u80fd\u4f53\u9762\u4e34\u7684\u5e7f\u6cdb\u6392\u884c\u699c\u66f4\u52a0\u5305\u5bb9\u7684\u6574\u4f53\u89c2\u70b9\u3002<\/p>\n<h2>\u9644\u5f55 AGPT-4V \u4ee3\u7406\u63d0\u793a\u8be6\u60c5<\/h2>\n<p>\u9664\u975e\u53e6\u6709\u8bf4\u660e\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4V \u7684\u9ed8\u8ba4\u7cfb\u7edf\u63d0\u793a\u3002\u6211\u4eec\u8be6\u7ec6\u5c55\u793a\u4e86\u63d0\u793a GPT-4V \u8fdb\u884c Minecraft \u6e38\u620f\u7684\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u6211\u4eec\u5982\u4f55\u5728\u56fe\u00a031\u00a0\u4e2d\u751f\u6210 GPT-4V \u7684\u56de\u590d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18051\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-12\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-12\" width=\"1867\" height=\"2564\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff.png 1867w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff-218x300.png 218w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff-746x1024.png 746w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff-768x1055.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff-1118x1536.png 1118w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff-1491x2048.png 1491w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/be067db58aceaff-9x12.png 9w\" sizes=\"auto, (max-width: 1867px) 100vw, 1867px\" \/><br \/>\n\u56fe 31: \u6211\u4eec\u63d0\u4f9b\u4ee3\u7801\u7247\u6bb5\u6765\u5c55\u793a\u4e3a Minecraft \u89c6\u9891\u8c03\u7528 GPT-4V \u7684\u5b8c\u6574\u63d0\u793a\u8fc7\u7a0b\u3002\u9996\u5148\uff0c\u6211\u4eec\u5bf9\u89c6\u9891\u7684\u5e27\u8fdb\u884c\u7f16\u7801\uff0c\u7136\u540e\u8c03\u7528 GPT-4V \u7aef\u70b9\u3002\u6a21\u578b\u7684\u54cd\u5e94\u663e\u793a\u5728\u5c4f\u5e55\u5e95\u90e8\u3002<\/p>\n<h2>\u9644\u5f55 BGPT-4V \u7528\u4e8e\u300aBleeding Edge\u300b<\/h2>\n<p>\u300aBleeding Edge\u300b\u662f\u4e00\u6b3e\u7b2c\u4e09\u4eba\u79f0\u56e2\u961f\u6218\u6597\u6e38\u620f\uff0c\u73a9\u5bb6\u8bd5\u56fe\u5360\u9886\u76ee\u6807\u70b9\u6216\u6536\u96c6\u6bd4\u654c\u65b9\u56e2\u961f\u66f4\u591a\u7684\u8d44\u6e90\u3002\u6211\u4eec\u5728\u56fe\u00a032\u00a0\u4e2d\u5c55\u793a\u4e86\u63d0\u793a GPT-4V \u8fdb\u884c\u300aBleeding Edge\u300b\u6e38\u620f\u65f6\u7684\u8f93\u5165\u548c\u8f93\u51fa\u793a\u4f8b\u3002\u4e0e Minecraft \u76f8\u6bd4\uff0c\u6211\u4eec\u5b9a\u6027\u5730\u53d1\u73b0 GPT-4V \u5bf9\u89c6\u89c9\u5185\u5bb9\u548c\u6e38\u620f\u89c4\u5219\u7684\u7406\u89e3\u4e0d\u592a\u900f\u5f7b\u3002\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e (1) GPT-4V \u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u5b58\u5728\u5927\u91cf\u7684 Minecraft \u6570\u636e\uff0c\u4ee5\u53ca (2) \u4e0e Minecraft \u76f8\u6bd4\uff0c\u300aBleeding Edge\u300b\u7684\u89c6\u89c9\u590d\u6742\u6027\u66f4\u9ad8\u3002<\/p>\n<p><img decoding=\"async\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-26\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d0c2225b640deec.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-26\" \/><br \/>\n\u56fe 32: GPT-4V \u80fd\u591f\u4e3a\u50cf\u300aBleeding Edge\u300b\u8fd9\u6837\u5177\u6709\u7b2c\u4e09\u4eba\u79f0\u89c6\u89d2\u548c\u89c6\u89c9\u590d\u6742\u573a\u666f\u7684\u6e38\u620f\u751f\u6210\u6709\u610f\u4e49\u7684\u5185\u5bb9\u3002\u4e3a\u4e86\u5411 GPT-4V \u8f93\u5165\u5927\u91cf\u7684\u5e27 (48 \u5e27)\uff0c\u6211\u4eec\u5c06\u8fd9\u4e9b\u5e27\u4ee5\u7f51\u683c\u7684\u5f62\u5f0f\u8f93\u5165\uff0c\u5e76\u5728\u6bcf\u4e2a\u5e27\u4e0a\u53e0\u52a0\u5e27\u53f7 (\u5982\u4e0a\u56fe\u6240\u793a)\u3002<\/p>\n<h2>\u9644\u5f55 CGPT-4V \u7528\u4e8e Microsoft \u98de\u884c\u6a21\u62df\u5668<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18063\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" width=\"2001\" height=\"2657\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240.png 2001w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240-226x300.png 226w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240-771x1024.png 771w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240-768x1020.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240-1157x1536.png 1157w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240-1542x2048.png 1542w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/f563b55ff328240-9x12.png 9w\" sizes=\"auto, (max-width: 2001px) 100vw, 2001px\" \/><br \/>\n\u56fe 33: GPT-4V \u80fd\u591f\u4e3a Microsoft \u98de\u884c\u6a21\u62df\u5668\u6e38\u620f\u751f\u6210\u6709\u610f\u4e49\u7684\u5185\u5bb9\u63cf\u8ff0\u3002\u5f53\u98de\u884c\u6a21\u62df\u5668\u4e2d\u7684\u73a9\u5bb6\u6b63\u5728\u9a7e\u9a76\u98de\u673a\u65f6\uff0cGPT-4V \u4ee3\u7406\u53ef\u4ee5\u63d0\u4f9b\u9ad8\u5c42\u6b21\u7684\u52a8\u4f5c\u63cf\u8ff0\uff0c\u901a\u8fc7\u9a7e\u9a76\u8231\u89c6\u89d2\u548c\u98de\u673a\u7684\u5916\u90e8\u89c6\u56fe\u663e\u793a\uff0c\u7ba1\u7406\u5404\u79cd\u98de\u884c\u63a7\u5236\u548c\u4eea\u8868\u4ee5\u4fdd\u6301\u9002\u5f53\u7684\u7a7a\u901f\u548c\u9ad8\u5ea6\uff0c\u540c\u65f6\u5728\u865a\u62df\u7a7a\u57df\u4e2d\u5bfc\u822a\u3002\u4e3a\u4e86\u8f93\u5165\u5927\u578b\u89c6\u9891\uff0c\u6211\u4eec\u9009\u62e9\u4e00\u4e9b\u5173\u952e\u5e27 (6 \u5e27) \u53d1\u9001\u7ed9 GPT-4V\u3002\u6211\u4eec\u5355\u72ec\u8f93\u5165\u6bcf\u4e2a\u5173\u952e\u5e27\uff0c\u4e0d\u4f7f\u7528\u7f51\u683c (\u5982\u4e0a\u56fe\u6240\u793a)\u3002<\/p>\n<p>\u5982\u56fe\u00a033\u00a0\u6240\u793a\uff0c\u57fa\u4e8e GPT-4V \u7684\u4ee3\u7406\u53ef\u4ee5\u4e3a Microsoft Flight Simulator \u4e2d\u7684\u73a9\u5bb6\u63d0\u4f9b\u9ad8\u5c42\u6b21\u7684\u52a8\u4f5c\u63cf\u8ff0\u3002\u5b83\u63cf\u8ff0\u4e86\u73a9\u5bb6\u5982\u4f55\u901a\u8fc7\u9a7e\u9a76\u8231\u89c6\u89d2\u548c\u98de\u673a\u7684\u5916\u90e8\u89c6\u56fe\uff0c\u6b63\u5728\u9a7e\u9a76\u98de\u673a\uff0c\u7ba1\u7406\u5404\u79cd\u98de\u884c\u63a7\u5236\u548c\u4eea\u8868\u4ee5\u4fdd\u6301\u9002\u5f53\u7684\u7a7a\u901f\u548c\u9ad8\u5ea6\uff0c\u540c\u65f6\u5728\u865a\u62df\u7a7a\u57df\u4e2d\u5bfc\u822a\u3002<\/p>\n<h2>\u9644\u5f55 DGPT-4V \u7528\u4e8e\u300a\u523a\u5ba2\u4fe1\u6761\uff1a\u5965\u5fb7\u8d5b\u300b<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18060\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-4\" width=\"2013\" height=\"3074\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e.png 2013w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e-196x300.png 196w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e-671x1024.png 671w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e-768x1173.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e-1006x1536.png 1006w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e-1341x2048.png 1341w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/02efca6d6cb810e-8x12.png 8w\" sizes=\"auto, (max-width: 2013px) 100vw, 2013px\" \/><br \/>\n\u56fe 34: GPT-4V \u80fd\u591f\u4e3a\u6e38\u620f\u300a\u523a\u5ba2\u4fe1\u6761\uff1a\u5965\u5fb7\u8d5b\u300b\u751f\u6210\u6709\u610f\u4e49\u7684\u5185\u5bb9\u63cf\u8ff0\u3002\u57fa\u4e8e GPT-4V \u7684\u4ee3\u7406\u8fd8\u53ef\u4ee5\u63d0\u4f9b\u9ad8\u5c42\u6b21\u7684\u52a8\u4f5c\u63cf\u8ff0\uff0c\u5373\u201c\u56fe\u50cf\u4e2d\u7684\u89d2\u8272[\u6b63\u5728]\u5386\u53f2\u6218\u5f79\u4e2d\u8fdb\u884c\u591c\u95f4\u6218\u6597\uff0c\u6325\u821e\u957f\u77db\u5e76\u5229\u7528\u7279\u6b8a\u80fd\u529b\uff0c\u5982\u201c\u516c\u725b\u51b2\u950b\u201d\uff0c\u4e0e\u591a\u4e2a\u5e26\u6709\u7b49\u7ea7\u6307\u793a\u5668\u7684\u654c\u4eba\u4f5c\u6218\uff0c\u540c\u65f6\u5728\u7b2c\u4e09\u4eba\u79f0\u52a8\u4f5c\u89d2\u8272\u626e\u6f14\u6e38\u620f\u4e2d\u7ba1\u7406\u4ed6\u4eec\u7684\u751f\u547d\u503c\u548c\u80fd\u529b\u503c\u201d\u3002\u4e3a\u4e86\u8f93\u5165\u5927\u578b\u89c6\u9891\uff0c\u6211\u4eec\u9009\u62e9\u4e00\u4e9b\u5173\u952e\u5e27 (8 \u5e27) \u53d1\u9001\u7ed9 GPT-4V\u3002\u6211\u4eec\u5355\u72ec\u8f93\u5165\u6bcf\u4e2a\u5173\u952e\u5e27\uff0c\u4e0d\u4f7f\u7528\u7f51\u683c (\u5982\u4e0a\u56fe\u6240\u793a)\u3002<\/p>\n<p>\u5982\u56fe\u00a034\u00a0\u6240\u793a\uff0cGPT-4V \u4ee3\u7406\u63d0\u4f9b\u4e86\u56fe\u50cf\u4e2d\u89d2\u8272\u7684\u9ad8\u5c42\u6b21\u52a8\u4f5c\u63cf\u8ff0\uff0c\u5373\u8be5\u89d2\u8272\u6b63\u5728\u5386\u53f2\u6218\u5f79\u4e2d\u8fdb\u884c\u591c\u95f4\u6218\u6597\uff0c\u6325\u821e\u957f\u77db\u5e76\u5229\u7528\u8bf8\u5982\u201c\u516c\u725b\u51b2\u950b\u201d\u4e4b\u7c7b\u7684\u7279\u6b8a\u80fd\u529b\uff0c\u4e0e\u591a\u4e2a\u5e26\u6709\u7b49\u7ea7\u6307\u793a\u5668\u7684\u654c\u4eba\u4f5c\u6218\uff0c\u540c\u65f6\u5728\u7b2c\u4e09\u4eba\u79f0\u52a8\u4f5c\u89d2\u8272\u626e\u6f14\u6e38\u620f\u4e2d\u7ba1\u7406\u4ed6\u4eec\u7684\u751f\u547d\u503c\u548c\u80fd\u529b\u503c\u3002GPT-4V \u8fd8\u63cf\u8ff0\u4e86\u73a9\u5bb6\u6b63\u5728\u53c2\u4e0e\u5927\u89c4\u6a21\u7684\u8fd1\u6218\u6218\u6597\u573a\u666f\uff0c\u63a7\u5236\u7740\u4e00\u4e2a\u76d4\u7532\u4e0a\u6709\u7ea2\u8272\u88c5\u9970\u7684\u89d2\u8272\uff0c\u5e76\u6839\u636e\u5c4f\u5e55\u4e0a\u7684\u6307\u793a\u88ab\u63d0\u793a\u4f7f\u7528\u201c\u516c\u725b\u51b2\u950b\u80fd\u529b\u201d\u3002\u73af\u5883\u662f\u9ed1\u6697\u548c\u5145\u6ee1\u706b\u7130\u7684\uff0c\u6697\u793a\u7740\u6218\u573a\uff0c\u73a9\u5bb6\u7684\u89d2\u8272\u6b63\u9762\u5bf9\u7740\u591a\u4e2a\u5e26\u6709\u7b49\u7ea7\u6307\u793a\u5668\u548c\u5934\u9876\u8840\u6761\u7684\u654c\u4eba\u3002\u8be5\u52a8\u4f5c\u662f\u6559\u7a0b\u6216\u6218\u6597\u5e8f\u5217\u7684\u4e00\u90e8\u5206\uff0c\u73a9\u5bb6\u5728\u5176\u4e2d\u5b66\u4e60\u548c\u6267\u884c\u6218\u6597\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u9644\u5f55 EGPT-4V \u7528\u4e8e\u300a\u6218\u4e89\u673a\u5668 4\u300b<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18053\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-11\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8fb9\u754c-11\" width=\"3098\" height=\"4157\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4.png 3098w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4-224x300.png 224w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4-763x1024.png 763w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4-768x1031.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4-1145x1536.png 1145w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4-1526x2048.png 1526w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6231ca0c54565a4-9x12.png 9w\" sizes=\"auto, (max-width: 3098px) 100vw, 3098px\" \/><br \/>\n\u56fe 35: GPT-4V \u80fd\u591f\u4e3a\u300a\u6218\u4e89\u673a\u5668 4\u300b\u6e38\u620f\u751f\u6210\u6709\u610f\u4e49\u7684\u5185\u5bb9\u63cf\u8ff0\u3002GPT-4V \u4ee3\u7406\u63d0\u4f9b\u4e86\u9ad8\u5c42\u6b21\u7684\u52a8\u4f5c\u63cf\u8ff0\uff0c\u5373\u73a9\u5bb6\u6b63\u5728\u4e00\u4e2a\u89c6\u89c9\u4e30\u5bcc\u7684\u672a\u6765\u73af\u5883\u4e2d\u8fdb\u884c\u6218\u6597\u573a\u666f\uff0c\u8ba9\u4eba\u60f3\u8d77\u5de5\u4e1a\u6216\u519b\u4e8b\u7efc\u5408\u4f53\u3002\u89d2\u8272\u8eab\u7a7f\u76d4\u7532\uff0c\u88c5\u5907\u6709\u67aa\u68b0\uff0c\u6b63\u5728\u8fd9\u4e2a\u533a\u57df\u4e2d\u5bfc\u822a\uff0c\u5229\u7528\u63a9\u62a4\u548c\u7784\u51c6\u7cfb\u7edf\u4e0e\u654c\u4eba\u4ea4\u6218\u3002\u6355\u6349\u5230\u7684\u52a8\u4f5c\u5305\u62ec\u73a9\u5bb6\u89d2\u8272\u4ece\u63a9\u62a4\u540e\u7784\u51c6\u3001\u5411\u654c\u4eba\u5c04\u51fb\u3001\u627f\u53d7\u4f24\u5bb3 (\u5982\u5c4f\u5e55\u4e0a\u7684\u89c6\u89c9\u63d0\u793a\u6240\u793a) \u4ee5\u53ca\u8fdb\u884c\u8fd1\u8ddd\u79bb\u6218\u6597\u3002\u73af\u5883\u4ee5\u591c\u95f4\u7167\u660e\u4e3a\u6807\u5fd7\uff0c\u4eba\u5de5\u5149\u6e90\u7a81\u51fa\u663e\u793a\u611f\u5174\u8da3\u7684\u533a\u57df\u6216\u52a8\u4f5c\u3002\u5728\u67d0\u4e9b\u65f6\u523b\uff0c\u73a9\u5bb6\u7684\u89d2\u8272\u4ee5\u900f\u660e\u7684\u8f6e\u5ed3\u5f62\u5f0f\u51fa\u73b0\uff0c\u8fd9\u53ef\u80fd\u8868\u793a\u4e00\u79cd\u7279\u6b8a\u80fd\u529b\u6216\u6682\u65f6\u7684\u72b6\u6001\uff0c\u5982\u65e0\u654c\u6216\u9690\u8eab\u3002\u4e3a\u4e86\u8f93\u5165\u5927\u578b\u89c6\u9891\uff0c\u6211\u4eec\u9009\u62e9\u4e00\u4e9b\u5173\u952e\u5e27 (10 \u5e27) \u53d1\u9001\u7ed9 GPT-4V\u3002\u6211\u4eec\u5355\u72ec\u8f93\u5165\u6bcf\u4e2a\u5173\u952e\u5e27\uff0c\u4e0d\u4f7f\u7528\u7f51\u683c (\u5982\u4e0a\u56fe\u6240\u793a)\u3002<\/p>\n<p>\u5982\u56fe\u00a035\u00a0\u6240\u793a\uff0c\u6839\u636e\u63d0\u4f9b\u7684 10 \u5e27\u89c6\u9891\u5e8f\u5217\uff0cGPT-4V \u4ee3\u7406\u53ef\u4ee5\u63d0\u4f9b\u5bf9\u73a9\u5bb6\u5728\u89c6\u9891\u6e38\u620f\u4e2d\u7684\u52a8\u4f5c\u7684\u603b\u4f53\u63cf\u8ff0\uff1a<\/p>\n<p>\u201c\u73a9\u5bb6\u6b63\u5728\u591c\u95f4\u901a\u8fc7\u5de5\u4e1a\u73af\u5883\u5bfc\u822a\u89d2\u8272\uff0c\u6218\u7565\u6027\u5730\u8eb2\u5728\u677f\u6761\u7bb1\u548c\u5899\u58c1\u7b49\u5404\u79cd\u7269\u4f53\u540e\u9762\u3002\u8be5\u89d2\u8272\u88c5\u5907\u6709\u6b66\u5668\uff0c\u5e76\u4e0e\u654c\u4eba\u5b9e\u4f53\u4ea4\u6218\u3002\u73a9\u5bb6\u4f7f\u7528\u67aa\u68b0\uff0c\u4e5f\u53ef\u80fd\u4f7f\u7528\u8fd1\u6218\u653b\u51fb\uff0c\u5982\u8fd1\u8ddd\u79bb\u6218\u6597\u6240\u793a\u3002\u4ed6\u4eec\u4f3c\u4e4e\u6b63\u5728\u7ba1\u7406\u4ed6\u4eec\u7684\u5f39\u836f\u548c\u751f\u547d\u503c\uff0c\u5c4f\u5e55\u4e0a\u7684\u89c6\u89c9\u63d0\u793a (\u5982\u95ea\u70c1\u7684\u7ea2\u8272\u6307\u793a\u5668\uff0c\u901a\u5e38\u8868\u793a\u89d2\u8272\u53d7\u5230\u4f24\u5bb3) \u8868\u660e\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u73a9\u5bb6\u4f3c\u4e4e\u5728\u6218\u672f\u6027\u5730\u79fb\u52a8\uff0c\u5728\u4e0d\u540c\u7684\u63a9\u62a4\u4f4d\u7f6e\u4e4b\u95f4\u5207\u6362\uff0c\u4ee5\u63a8\u8fdb\u6216\u9632\u5fa1\u654c\u4eba\u3002\u5728\u67d0\u4e2a\u65f6\u5019\uff0c\u4f3c\u4e4e\u542f\u52a8\u4e86\u9632\u62a4\u76fe\uff0c\u8fd9\u8868\u660e\u73a9\u5bb6\u6b63\u5728\u901a\u8fc7\u4f7f\u7528\u9632\u5fa1\u80fd\u529b\u6765\u5e94\u5bf9\u6765\u88ad\u7684\u706b\u529b\u3002\u89d2\u8272\u4f3c\u4e4e\u4e5f\u5728\u91cd\u65b0\u88c5\u586b\u6b66\u5668\uff0c\u8fd9\u8868\u660e\u5728\u6218\u6597\u8fc7\u7a0b\u4e2d\u5b58\u5728\u8d44\u6e90\u7ba1\u7406\u5143\u7d20\u3002\u8840\u6db2\u548c\u51b2\u51fb\u6548\u679c\u8868\u660e\u6210\u529f\u51fb\u4e2d\u4e86\u654c\u4eba\u3002<\/p>\n<p>\u73a9\u5bb6\u7684\u89d2\u8272\u4e0e\u76df\u53cb\u5408\u4f5c\uff0c\u56e0\u4e3a\u5728\u9644\u8fd1\u53ef\u4ee5\u770b\u5230\u5176\u4ed6\u89d2\u8272\uff0c\u4ed6\u4eec\u4e5f\u53c2\u4e0e\u4e86\u7c7b\u4f3c\u7684\u6218\u6597\u52a8\u4f5c\u3002\u73af\u5883\u4e2d\u6709\u53ef\u4ea4\u4e92\u7684\u5143\u7d20\uff0c\u4f8b\u5982\u7206\u70b8\u7684\u6876\uff0c\u73a9\u5bb6\u53ef\u80fd\u4f1a\u5229\u7528\u8fd9\u4e9b\u5143\u7d20\u6765\u53d1\u6325\u81ea\u5df1\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u573a\u666f\u63cf\u7ed8\u4e86\u5feb\u8282\u594f\u7684\u52a8\u4f5c\uff0c\u91cd\u70b9\u662f\u6218\u7565\u79fb\u52a8\u3001\u5c04\u51fb\u548c\u60c5\u666f\u610f\u8bc6\uff0c\u4ee5\u514b\u670d\u5bf9\u624b\u5e76\u53ef\u80fd\u5b9e\u73b0\u6e38\u620f\u4e2d\u7684\u7279\u5b9a\u76ee\u6807\u3002\u201d<\/p>\n<p>&nbsp;<\/p>\n<h2>\u9644\u5f55 FGPT-4V \u7528\u4e8e\u300a\u661f\u7a7a\u300b<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18064\" title=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/fba8677cdcba045.png\" alt=\"Agent AI: \u63a2\u7d22\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u4e16\u754c[\u674e\u98de\u98de-\u7ecf\u5178\u5fc5\u8bfb]-1\" width=\"625\" height=\"907\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/fba8677cdcba045.png 625w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/fba8677cdcba045-207x300.png 207w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/fba8677cdcba045-8x12.png 8w\" sizes=\"auto, (max-width: 625px) 100vw, 625px\" \/><br \/>\n\u56fe 36: GPT-4V \u80fd\u591f\u4e3a X-Box \u4e3b\u673a\u6e38\u620f\u300a\u661f\u7a7a\u300b\u751f\u6210\u6709\u610f\u4e49\u7684\u5185\u5bb9\u63cf\u8ff0\u3002GPT-4V \u4ee3\u7406\u4e3a\u8fd9\u6b3e\u4ee5\u592a\u7a7a\u4e3a\u4e3b\u9898\u7684\u63a2\u7d22\u6e38\u620f\u63d0\u4f9b\u4e86\u9ad8\u5c42\u6b21\u7684\u52a8\u4f5c\u63cf\u8ff0\u3002\u4e3a\u4e86\u8f93\u5165\u5927\u578b\u89c6\u9891\uff0c\u6211\u4eec\u9009\u62e9\u4e00\u4e9b\u5173\u952e\u5e27 (10 \u5e27) \u53d1\u9001\u7ed9 GPT-4V\u3002\u6211\u4eec\u5355\u72ec\u8f93\u5165\u6bcf\u4e2a\u5173\u952e\u5e27\uff0c\u4e0d\u4f7f\u7528\u7f51\u683c (\u5982\u4e0a\u56fe\u6240\u793a)\u3002<\/p>\n<p>\u5982\u56fe\u00a036\u00a0\u6240\u793a\uff0c\u57fa\u4e8e\u4e3a\u300a\u661f\u7a7a\u300b\u63d0\u4f9b\u7684 10 \u5e27\u89c6\u9891\u5e8f\u5217\uff0cGPT-4V \u4ee3\u7406\u63d0\u4f9b\u4e86\u5bf9\u73a9\u5bb6\u5728\u89c6\u9891\u6e38\u620f\u4e2d\u7684\u52a8\u4f5c\u7684\u603b\u4f53\u63cf\u8ff0\u3002\u6839\u636e GPT-4V \u7684\u8bf4\u6cd5\uff1a\u201c\u56fe\u50cf\u63cf\u7ed8\u4e86\u300a\u661f\u7a7a\u300b\u6e38\u620f\u4e2d\u7684\u4e00\u7cfb\u5217\u4e8b\u4ef6\uff0c\u5c55\u793a\u4e86\u73a9\u5bb6\u5728\u91c7\u77ff\u73af\u5883\u4e2d\u7684\u4e92\u52a8\u3002\u4ee5\u4e0b\u662f\u5bf9\u8be5\u5e8f\u5217\u7684\u63cf\u8ff0\uff1a<\/p>\n<ol>\n<li>\u73a9\u5bb6\u7ad9\u5728\u4e00\u4e2a\u660f\u6697\u7684\u5730\u4e0b\u6d1e\u7a74\u4e2d\uff0c\u91cc\u9762\u6709\u949f\u4e73\u77f3\uff0c\u65c1\u8fb9\u662f\u53e6\u4e00\u4e2a\u7a7f\u7740\u7c7b\u4f3c\u592a\u7a7a\u88c5\u5907\u7684\u89d2\u8272\u3002\u4ed6\u4eec\u9762\u5bf9\u4e00\u4e2a\u9ad8\u4eae\u663e\u793a\u7684\u8def\u70b9\uff0c\u6307\u793a\u76ee\u6807\u6216\u611f\u5174\u8da3\u7684\u4f4d\u7f6e\u3002<\/li>\n<li>\u73a9\u5bb6\u7a7f\u8fc7\u5de5\u4e1a\u5185\u90e8\uff0c\u53ef\u80fd\u662f\u4e00\u4e2a\u91c7\u77ff\u7ad9\uff0c\u63a5\u8fd1\u53e6\u4e00\u4e2a\u89d2\u8272\u3002\u62ac\u5934\u663e\u793a\u5668 (HUD) \u663e\u793a\u4e86\u201c\u4e3b\u7ba1\u6797\u201d\u7684\u5bf9\u8bdd\u884c\uff0c\u8fd9\u8868\u660e NPC (\u975e\u73a9\u5bb6\u89d2\u8272) \u4e92\u52a8\uff0c\u5e76\u4e14\u53ef\u80fd\u662f\u4efb\u52a1\u7b80\u62a5\u6216\u66f4\u65b0\u3002<\/li>\n<li>\u73a9\u5bb6\u4f3c\u4e4e\u6b63\u5728\u8ddf\u968f NPC \u4e3b\u7ba1\u6797\u7a7f\u8fc7\u6d1e\u7a74\uff0c\u8fd9\u6697\u793a\u4e86\u6e38\u620f\u4e2d\u7684\u5f15\u5bfc\u90e8\u5206\uff0c\u5176\u4e2d NPC \u5c06\u73a9\u5bb6\u5f15\u5bfc\u81f3\u7279\u5b9a\u4f4d\u7f6e\u6216\u4efb\u52a1\u3002<\/li>\n<li>\u4e3b\u7ba1\u6797\u7684\u5bf9\u8bdd\u6697\u793a\u4e86\u4e00\u4e2a\u51b3\u7b56\u70b9\u6216\u4efb\u52a1\u66f4\u65b0\uff0c\u53ef\u80fd\u4f1a\u6307\u5bfc\u73a9\u5bb6\u5b8c\u6210\u4e0e\u201c\u5927\u578b\u77ff\u8109\u201d\u8d44\u6e90\u76f8\u5173\u7684\u65b0\u76ee\u6807\u3002<\/li>\n<li>\u73a9\u5bb6\u518d\u6b21\u9047\u5230\u4e3b\u7ba1\u6797\uff0c\u4ed6\u63d0\u4f9b\u4e86\u6709\u5173\u91d1\u5c5e\u77ff\u5e8a\u7684\u6307\u793a\u6216\u4fe1\u606f\uff0c\u6697\u793a\u7740\u91c7\u77ff\u4efb\u52a1\u7684\u5f00\u59cb\u6216\u5bf9\u65b0\u533a\u57df\u7684\u63a2\u7d22\u3002<\/li>\n<li>\u5728\u8fd9\u4e00\u5e27\u4e2d\uff0c\u73a9\u5bb6\u4f3c\u4e4e\u6b63\u5728\u89c2\u5bdf\u6216\u4e0e\u4e00\u53f0\u673a\u5668\u4e92\u52a8\uff0c\u53e6\u4e00\u4e2a\u89d2\u8272\u4f0a\u838e\u8d1d\u5c14\u8868\u660e\u4e0e\u8bbe\u5907\u64cd\u4f5c\u6216\u6280\u672f\u5de5\u4f5c\u76f8\u5173\u7684\u52a8\u4f5c\u6216\u5bf9\u8bdd\u3002<\/li>\n<li>\u73a9\u5bb6\u5411\u4e0b\u770b\uff0c\u770b\u5230\u5d0e\u5c96\u7684\u5730\u5f62\u548c\u4e24\u4e2a\u53d1\u5149\u7684\u7269\u4f53\uff0c\u8fd9\u53ef\u80fd\u4ee3\u8868\u8981\u6536\u96c6\u7684\u8d44\u6e90\u6216\u4efb\u52a1\u7684\u5174\u8da3\u70b9\u3002<\/li>\n<li>\u73a9\u5bb6\u68c0\u67e5\u7279\u5b9a\u7684\u8d44\u6e90\uff0c\u62ac\u5934\u663e\u793a\u5668\u6807\u8bb0\u4e3a\u201c\u94cd\u77ff\u5e8a\u201d\uff0c\u8868\u660e\u6b63\u5728\u8fdb\u884c\u8d44\u6e90\u6536\u96c6\u6216\u91c7\u77ff\u6d3b\u52a8\u3002<\/li>\n<li>\u73a9\u5bb6\u7a7f\u8fc7\u6d1e\u7a74\uff0c\u53ef\u80fd\u4f1a\u5bfb\u627e\u5176\u4ed6\u8d44\u6e90\u6216\u5bfc\u822a\u5230\u4e0b\u4e00\u4e2a\u76ee\u6807\uff0c\u5982\u524d\u9762\u53e6\u4e00\u4e2a\u7a7f\u7740\u592a\u7a7a\u88c5\u5907\u7684\u89d2\u8272\u6240\u793a\u3002<\/li>\n<li>\u73a9\u5bb6\u4f4d\u4e8e\u6d1e\u7a74\u4e2d\u8f83\u6697\u7684\u533a\u57df\uff0c\u6709\u4e24\u4e2a\u53d1\u5149\u7684\u6807\u8bb0\u6307\u793a\u8981\u5230\u8fbe\u7684\u8def\u5f84\u6216\u76ee\u6807\u70b9\u3002<\/li>\n<\/ol>\n<p>\u5728\u6574\u4e2a\u56fe\u50cf\u4e2d\uff0c\u73a9\u5bb6\u4f3c\u4e4e\u53c2\u4e0e\u4e86\u4e00\u9879\u6d89\u53ca\u63a2\u7d22\u3001NPC \u4e92\u52a8\u3001\u8d44\u6e90\u6536\u96c6\u4ee5\u53ca\u53ef\u80fd\u5728\u91c7\u77ff\u73af\u5883\u4e2d\u64cd\u4f5c\u673a\u5668\u7684\u4efb\u52a1\u3002\u8bf8\u5982\u8def\u70b9\u3001\u5bf9\u8bdd\u6587\u672c\u548c\u4efb\u52a1\u66f4\u65b0\u4e4b\u7c7b\u7684\u62ac\u5934\u663e\u793a\u5668\u5143\u7d20\u4e3a\u73a9\u5bb6\u7684\u52a8\u4f5c\u548c\u6e38\u620f\u76ee\u6807\u63d0\u4f9b\u4e86\u4e0a\u4e0b\u6587\u3002\u201d<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4f5c\u8005\u7b80\u4ecb<\/h2>\n<h5>Zane Durante<\/h5>\n<p>\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u751f<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1adurante@stanford.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/zanedurante.github.io\/<br \/>\nZane Durante \u662f\u65af\u5766\u798f\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u7684\u535a\u58eb\u751f\uff0c\u7531 Fei-Fei Li \u535a\u58eb\u6307\u5bfc\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u5305\u62ec\u89c6\u9891\u7406\u89e3\u3001\u5c06\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u81ea\u7136\u8bed\u8a00\u8054\u7cfb\u8d77\u6765\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u5728\u533b\u9662\u62a4\u7406\u4e2d\u7684\u5e94\u7528\u3002\u4ed6\u6b63\u5728\u9886\u5bfc\u65af\u5766\u798f\u533b\u5b66\u9662\u548c\u65af\u5766\u798f\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u4e4b\u95f4\u6b63\u5728\u8fdb\u884c\u7684\u5408\u4f5c\uff0c\u4ee5\u5f00\u53d1\u4e00\u4e2a\u533b\u9662\u573a\u666f\u89c6\u9891\u7247\u6bb5\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6570\u636e\u96c6\u3002\u4ed6\u7684\u535a\u58eb\u5de5\u4f5c\u7531\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u57fa\u91d1\u4f1a\u7684\u7814\u7a76\u751f\u7814\u7a76\u5956\u5b66\u91d1\u8d44\u52a9\u3002<\/p>\n<h5>Qiuyuan Huang<\/h5>\n<p>\u7f8e\u56fd\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02 Microsoft Research \u7684\u9996\u5e2d\u7814\u7a76\u5458\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1aqihua@microsoft.com<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/people\/qihua\/<br \/>\nQiuyuan Huang \u662f Microsoft Research (MSR) \u4f4d\u4e8e\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02\u7684\u6df1\u5ea6\u5b66\u4e60\u5c0f\u7ec4\u7684\u9996\u5e2d\u7814\u7a76\u5458\u3002\u5979\u76ee\u524d\u7684\u7814\u7a76\u5174\u8da3\u4e3b\u8981\u96c6\u4e2d\u5728\u6df1\u5ea6\u5b66\u4e60\u3001\u591a\u6a21\u6001\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u7279\u522b\u662f\u7528\u4e8e\u6e38\u620f\u3001\u673a\u5668\u4eba\u548c\u533b\u7597\u4fdd\u5065\u7684\u4ee3\u7406 AI\uff1b\u7528\u4e8e\u4ea4\u4e92\u5f0f AI \u7684\u77e5\u8bc6\u63a8\u7406\u667a\u80fd\uff1b\u7528\u4e8e\u63a8\u7406\u7684\u795e\u7ecf\u7b26\u53f7\u8ba1\u7b97\uff1b\u4ee5\u53ca\u7528\u4e8e NLP \u548c\u591a\u6a21\u6001\u7684\u5927\u578b\u57fa\u7840\u6a21\u578b\u3002<\/p>\n<h5>Naoki Wake<\/h5>\n<p>\u7f8e\u56fd\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02 Microsoft \u7684\u7814\u7a76\u5458\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1anaoki.wake@microsoft.com<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/people\/nawake\/<br \/>\nNaoki Wake \u662f Microsoft \u5e94\u7528\u673a\u5668\u4eba\u7814\u7a76\u5c0f\u7ec4\u7684\u7814\u7a76\u5458\u3002\u4ed6\u76ee\u524d\u7684\u7814\u7a76\u6d89\u53ca\u4e3a\u673a\u5668\u4eba\u5f00\u53d1\u591a\u6a21\u6001\u611f\u77e5\u7cfb\u7edf\u548c\u534f\u540c\u8bed\u97f3\u624b\u52bf\u7cfb\u7edf\u3002\u4ed6\u8fc7\u53bb\u7684\u7814\u7a76\u6db5\u76d6\u4e86\u542c\u89c9\u795e\u7ecf\u79d1\u5b66\u3001\u795e\u7ecf\u5eb7\u590d\u548c\u8bed\u97f3\u5904\u7406\u3002Naoki \u4e8e 2014 \u5e74\u83b7\u5f97\u4e1c\u4eac\u5927\u5b66\u5de5\u7a0b\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c\u5e76\u4e8e 2019 \u5e74\u83b7\u5f97\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n<h5>Ran Gong<\/h5>\n<p>\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u751f\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1anikepupu@ucla.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/nikepupu.github.io<br \/>\nRan Gong \u662f\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821 VCLA \u5b9e\u9a8c\u5ba4\u7684\u535a\u58eb\u751f\u3002\u4ed6\u7684\u7814\u7a76\u9886\u57df\u4f4d\u4e8e\u673a\u5668\u4eba\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7684\u4ea4\u53c9\u70b9\u3002\u4ed6\u7684\u7814\u7a76\u91cd\u70b9\u662f\u5177\u8eab\u6a21\u62df\u548c\u4ea4\u4e92\uff0c\u76ee\u6807\u662f\u521b\u5efa\u667a\u80fd\u884c\u4e3a\uff0c\u8fd9\u4e9b\u667a\u80fd\u884c\u4e3a\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u73af\u5883\u4e2d\u89e3\u51b3\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u5e76\u5177\u6709\u4e0e\u4eba\u7c7b\u534f\u4f5c\u7684\u80fd\u529b\u3002\u4ed6\u83b7\u5f97\u4e86\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u4e13\u4e1a\u7684\u7406\u5b66\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n<h5>Jae Sung Park<\/h5>\n<p>\u534e\u76db\u987f\u5927\u5b66\u535a\u58eb\u751f<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1ajspark96@cs.washington.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/homes.cs.washington.edu\/~jspark96\/<br \/>\nJae Sung \u662f\u7531 Yejin Choi \u548c Ali Farhadi \u6307\u5bfc\u7684\u535a\u58eb\u751f\u3002\u4ed6\u7684\u7814\u7a76\u91cd\u70b9\u662f\u5f00\u53d1\u5177\u6709\u591a\u6a21\u6001\u5e38\u8bc6\u63a8\u7406\u7684\u6a21\u578b\u3002\u4ed6\u6709\u5174\u8da3\u4e3a\u6a21\u578b\u914d\u5907\u5c06\u8bed\u8a00\u6982\u5ff5\u7f6e\u4e8e\u89c6\u89c9\u6a21\u6001\u7684\u57fa\u7840\uff0c\u5e76\u8ba9\u4ed6\u4eec\u4ee5\u4eba\u7c7b\u5904\u7406\u89c6\u89c9\u4fe1\u606f\u7684\u65b9\u5f0f\u7406\u89e3\u591a\u5a92\u4f53\u5185\u5bb9\u3002Jae Sung \u83b7\u5f97\u4e86\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\u7684\u7406\u5b66\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n<h5>Bidipta Sarkar<\/h5>\n<p>\u65af\u5766\u798f\u5927\u5b66\u672c\u79d1\u751f<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1abidiptas@stanford.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/bsarkar321.github.io\/<br \/>\nBidipta Sarkar \u662f\u65af\u5766\u798f\u5927\u5b66\u7684\u4e00\u540d\u5927\u56db\u672c\u79d1\u751f\uff0c\u4e5f\u662f\u65af\u5766\u798f ILIAD \u5b9e\u9a8c\u5ba4\u7684\u6210\u5458\u3002\u4ed6\u7684\u7814\u7a76\u91cd\u70b9\u662f\u521b\u5efa\u53ef\u4ee5\u4e0e\u73af\u5883\u4ea4\u4e92\u5e76\u5b89\u5168\u5730\u4e0e\u4eba\u7c7b\u548c\u5176\u4ed6\u81ea\u4e3b\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u3002<\/p>\n<h5>Rohan Taori<\/h5>\n<p>\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u751f<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1artaori@cs.stanford.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.rohantaori.com\/<br \/>\nRohan Taori \u662f\u65af\u5766\u798f\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u535a\u58eb\u751f\u3002\u4ed6\u7684\u7814\u7a76\u91cd\u70b9\u662f\u5728\u771f\u5b9e\u4e16\u754c\u7cfb\u7edf\u7684\u80cc\u666f\u4e0b\u7814\u7a76\u673a\u5668\u5b66\u4e60\u7684\u57fa\u7840\u3002\u6700\u8fd1\uff0cRohan \u63a8\u52a8\u4e86\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u524d\u6cbf\uff0c\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u6210\u4e3a\u6709\u7528\u7684\u901a\u7528\u52a9\u624b\u3002Rohan \u5bf9\u589e\u5f3a\u5177\u6709\u591a\u6a21\u6001\u80fd\u529b\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u975e\u5e38\u611f\u5174\u8da3\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u5bf9\u56fe\u50cf\u548c\u89c6\u9891\u8fdb\u884c\u63a8\u7406\u3002Rohan \u83b7\u5f97\u4e86\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\u7684\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n<h5>Yusuke Noda<\/h5>\n<p>\u9996\u5e2d\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u3002Microsoft Gaming\uff0c\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1ayusuke.noda@microsoft.com<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.linkedin.com\/in\/yusuke-noda-908797\/<br \/>\nYusuke Noda \u662f Microsoft Gaming Platform \u7684\u9996\u5e2d\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u3002\u4ed6\u9886\u5bfc\u4e86 Xbox One \u548c Xbox Cloud Gaming \u7684\u6e38\u620f\u57fa\u7840\u8bbe\u65bd\u5f00\u53d1\uff0c\u5e76\u5728\u4e3a\u4e91\u548c\u6e38\u620f\u6280\u672f\u5f00\u53d1\u9ad8\u6548\u57fa\u7840\u8bbe\u65bd\u65b9\u9762\u62e5\u6709\u8d85\u8fc7 16 \u5e74\u7684\u7ecf\u9a8c\u3002<\/p>\n<h5>Demetri Terzopoulos<\/h5>\n<p>\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u6770\u51fa\u6559\u6388\uff0c\u8363\u83b7\u5965\u65af\u5361\u5956\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u548c\u4f01\u4e1a\u5bb6\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1adt@cs.ucla.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/web.cs.ucla.edu\/~dt\/<br \/>\nDemetri Terzopoulos \u535a\u58eb\u662f\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u7684\u6770\u51fa\u6559\u6388\u548c\u6821\u957f\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u6388\uff0c\u4ed6\u5728\u90a3\u91cc\u6307\u5bfc\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u8ba1\u7b97\u673a\u56fe\u5f62\u548c\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u3002\u4ed6\u8fd8\u662f\u8de8\u56fd\u533b\u7597\u4fdd\u5065\u4eba\u5de5\u667a\u80fd\u516c\u53f8 VoxelCloud, Inc. \u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002\u4ed6\u662f\u6216\u66fe\u7ecf\u662f\u53e4\u6839\u6d77\u59c6\u5956\u5b66\u91d1\u83b7\u5f97\u8005\u3001\u4f26\u6566\u7687\u5bb6\u5b66\u4f1a (FRS) \u548c\u52a0\u62ff\u5927\u7687\u5bb6\u5b66\u4f1a (FRSC) \u4f1a\u5458\u3001\u8ba1\u7b97\u673a\u534f\u4f1a (ACM) \u4f1a\u5458\u3001\u7535\u6c14\u548c\u7535\u5b50\u5de5\u7a0b\u5e08\u534f\u4f1a (IEEE) \u7ec8\u8eab\u4f1a\u5458\u3001\u4e9a\u592a\u4eba\u5de5\u667a\u80fd\u534f\u4f1a (AAIA) \u4f1a\u5458\u3001\u56fd\u9645\u5de5\u7a0b\u6280\u672f\u7814\u7a76\u6240 (IETI) \u6770\u51fa\u4f1a\u5458\u3001\u6b27\u6d32\u79d1\u5b66\u9662 (EAS) \u548c\u7ebd\u7ea6\u79d1\u5b66\u9662 (NYAS) \u4f1a\u5458\u4ee5\u53ca Sigma Xi \u7ec8\u8eab\u4f1a\u5458\u3002<\/p>\n<h5>Yejin Choi<\/h5>\n<p>\u534e\u76db\u987f\u5927\u5b66 Wisnner-Slivaka \u8bb2\u5e2d\u6559\u6388\u548c Brett Helsel \u6559\u6388\u3001\u827e\u4f26\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u9ad8\u7ea7\u7814\u7a76\u7ecf\u7406\u548c\u9ea6\u514b\u963f\u745f\u7814\u7a76\u5458\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1ayejin@cs.washington.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/homes.cs.washington.edu\/~yejin\/<br \/>\nYejin \u662f\u534e\u76db\u987f\u5927\u5b66\u7684 Wisnner-Slivaka \u8bb2\u5e2d\u6559\u6388\u548c Brett Helsel \u6559\u6388\uff0c\u4e5f\u662f\u827e\u4f26\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u7684\u9ad8\u7ea7\u7814\u7a76\u7ecf\u7406\u3002\u5979\u4e8e 2018 \u5e74\u83b7\u5f97\u4e86\u5b89\u59ae\u5854\u00b7\u535a\u683c\u65e9\u671f\u804c\u4e1a\u5956\u3002\u5979\u662f 2020 \u5e74\u9ea6\u514b\u963f\u745f\u7814\u7a76\u5458\u57fa\u91d1\u4f1a\u5956\u5b66\u91d1\u7684\u83b7\u5f97\u8005\u3002\u5979\u83b7\u5f97\u4e86 AAAI 2020\u3001Neurips 2021\u3001ICML 2022 \u548c ACL 2023 \u7684\u6770\u51fa\u8bba\u6587\u5956\uff0c\u4ee5\u53ca NAACL 2022 \u548c ACL 2023 \u7684\u6700\u4f73\u8bba\u6587\u5956\u3002\u5979\u662f COLM 2024 \u7684\u4e3b\u8981\u7ec4\u7ec7\u8005\u4e4b\u4e00\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u8bed\u8a00\u6a21\u578b\u7814\u7a76\u7684\u5b66\u672f\u573a\u6240\u3002\u5979\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u5b66\u4e60\u3001\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5e38\u8bc6\u63a8\u7406\uff0c\u4ee5\u53ca\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u6570\u5b57\u4eba\u6587\u9886\u57df\u7684\u66f4\u5e7f\u6cdb\u7684\u5174\u8da3\u3002<\/p>\n<h5>Fei-Fei Li<\/h5>\n<p>\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u6388<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1afeifeili@stanford.edu<br \/>\n\u7f51\u5740\uff1ahttps:\/\/profiles.stanford.edu\/fei-fei-li\/<br \/>\nFei-Fei \u662f\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u9996\u4efb\u7ea2\u6749\u6559\u6388\uff0c\u4e5f\u662f\u65af\u5766\u798f\u5927\u5b66\u4ee5\u4eba\u4e3a\u672c\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u7684\u8054\u5408\u4e3b\u4efb\u3002\u5979\u4e8e 2013 \u5e74\u81f3 2018 \u5e74\u62c5\u4efb\u65af\u5766\u798f\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u3002\u5728\u5979\u4e8e 2017 \u5e74 1 \u6708\u81f3 2018 \u5e74 9 \u6708\u5728\u65af\u5766\u798f\u5927\u5b66\u4f11\u5047\u671f\u95f4\uff0c\u674e\u535a\u58eb\u66fe\u62c5\u4efb Google \u7684\u526f\u603b\u88c1\uff0c\u5e76\u62c5\u4efb Google Cloud \u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u5b66\u4e60\u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002\u6b64\u540e\uff0c\u5979\u66fe\u5728\u591a\u5bb6\u4e0a\u5e02\u516c\u53f8\u6216\u79c1\u8425\u516c\u53f8\u62c5\u4efb\u8463\u4e8b\u4f1a\u6210\u5458\u6216\u987e\u95ee\u3002<\/p>\n<h5>Katsushi Ikeuchi<\/h5>\n<p>\u5fae\u8f6f\u9ad8\u7ea7\u9996\u5e2d\u7814\u7a76\u7ecf\u7406\u548c IEEE \u7ec8\u8eab\u4f1a\u5458\u3002\u7f8e\u56fd\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02 Microsoft Research\u3002IEEE \u7ec8\u8eab\u4f1a\u5458\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1akatsuike@microsoft.com<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/people\/katsuike\/<br \/>\nKatsushi Ikeuchi \u535a\u58eb\u4e8e 1973 \u5e74\u83b7\u5f97\u4eac\u90fd\u5927\u5b66\u673a\u68b0\u5de5\u7a0b\u5b66\u58eb\u5b66\u4f4d\uff0c\u5e76\u4e8e 1978 \u5e74\u83b7\u5f97\u4e1c\u4eac\u5927\u5b66\u4fe1\u606f\u5de5\u7a0b\u535a\u58eb\u5b66\u4f4d\u3002\u5728\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u5de5\u4f5c\u4e09\u5e74\u540e\uff0c\u5728\u65e5\u672c\u653f\u5e9c\u56fd\u9645\u8d38\u6613\u548c\u5de5\u4e1a\u90e8\u7535\u5b50\u6280\u672f\u5b9e\u9a8c\u5ba4\u5de5\u4f5c\u4e94\u5e74\u540e\uff0c\u5728\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u673a\u5668\u4eba\u7814\u7a76\u6240\u5de5\u4f5c 10 \u5e74\u540e\uff0c\u5728\u4e1c\u4eac\u5927\u5b66\u5de5\u4e1a\u79d1\u5b66\u7814\u7a76\u6240\u5de5\u4f5c 19 \u5e74\u540e\uff0c\u4ed6\u4e8e 2015 \u5e74\u52a0\u5165\u5fae\u8f6f\u62c5\u4efb\u9996\u5e2d\u7814\u7a76\u5458\u3002\u5728 CMU \u548c\u4e1c\u4eac\u5927\u5b66\u4efb\u804c\u671f\u95f4\uff0c\u4ed6\u6307\u5bfc\u4e86 50 \u591a\u540d\u535a\u58eb\u751f\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u8de8\u8d8a\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u673a\u5668\u4eba\u548c\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u3002\u5728\u8fd9\u4e9b\u7814\u7a76\u9886\u57df\uff0c\u4ed6\u83b7\u5f97\u4e86\u591a\u9879\u6700\u4f73\u8bba\u6587\u5956\uff0c\u5305\u62ec\u8ba1\u7b97\u89c6\u89c9\u9886\u57df\u7684 David Marr \u5956\u548c IEEE \u673a\u5668\u4eba\u4e0e\u81ea\u52a8\u5316\u534f\u4f1a K. S. Fu \u7eaa\u5ff5\u6700\u4f73\u8bba\u6587\u5956\u3002<\/p>\n<p>\u4ed6\u7684\u793e\u533a\u670d\u52a1\u5305\u62ec\uff1aIROS95\u3001ITSC99\u3001IV01\u3001ICCV05\u3001ACCV07\u3001ICCV17 \u7684\u603b\u4e3b\u5e2d\uff1bCVPR96\u3001ICCV03\u3001ICRA09\u3001ICPR12\u3001ICCV15 \u7684\u9879\u76ee\u4e3b\u5e2d\uff1bIJCV (2000-2017) \u7684 EIC\u3001IJ ITS (2012-2014) \u7684 EIC\u3001IEEE Trans. RA\u3001IEEE Trans. PAMI \u7684\u526f\u7f16\u8f91\uff1b\u4ee5\u53ca 2000-2002 \u5e74 IEEE \u4fe1\u53f7\u5904\u7406\u5b66\u4f1a\u30012004-2006 \u5e74 IEEE \u673a\u5668\u4eba\u4e0e\u81ea\u52a8\u5316\u5b66\u4f1a\u548c 2008-2010 \u5e74 IEEE \u8ba1\u7b97\u673a\u5b66\u4f1a\u7684\u6770\u51fa\u8bb2\u5e08\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u7814\u7a76\u548c\u793e\u533a\u670d\u52a1\uff0c\u4ed6\u83b7\u5f97\u4e86 IEEE\u3001IEICE\u3001IPSJ \u548c RSJ \u7684 (\u7ec8\u8eab) \u4f1a\u58eb\u3002\u4ed6\u83b7\u5f97\u4e86 IEEE-PAMI \u7684\u6770\u51fa\u7814\u7a76\u5458\u5956\u3001\u65e5\u672c\u5929\u7687\u9881\u53d1\u7684\u7d2b\u7ef6\u8912\u7ae0\u3001\u5927\u5ddd\u57fa\u91d1\u4f1a\u7684\u5927\u5ddd\u5956\u4ee5\u53ca\u65e5\u672c\u4e13\u4e1a\u534f\u4f1a\u9881\u53d1\u7684\u51e0\u9879\u7814\u7a76\u6210\u679c\u5956\u3002<\/p>\n<h5>Hoi Vo<\/h5>\n<p>\u6280\u672f\u7814\u7a76\u5458\u3002\u5fae\u8f6f\u6e38\u620f\u548c X-Box \u65b0\u5174\u6280\u672f\uff0c\u7f8e\u56fd\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1ahoiv@microsoft.com<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.linkedin.com\/in\/hoi-vo-193420\/<br \/>\nHoi Vo \u662f\u5fae\u8f6f\u6e38\u620f\u90e8\u95e8\u7684\u6280\u672f\u7814\u7a76\u5458\uff0c\u4e13\u6ce8\u4e8e\u5c06 AGI \u4e0e\u65b0\u7684\u6e38\u620f IP \u76f8\u7ed3\u5408\u3002\u4ed6\u5728\u5efa\u7acb Xbox Cloud Gaming \u670d\u52a1\u65b9\u9762\u53d1\u6325\u4e86\u5173\u952e\u4f5c\u7528\uff0c\u5e76\u9886\u5bfc\u4e86\u5fae\u8f6f\u5404\u56e2\u961f (\u5305\u62ec\u5fae\u8f6f\u7684 Windows Azure \u5e73\u53f0) \u7684\u4e91\u548c\u6e38\u620f\u5de5\u4f5c\u3002\u4ed6\u7684\u91cd\u70b9\u662f\u4f18\u5316 AI \u6a21\u578b\uff0c\u4f7f\u5176\u5728\u8fb9\u7f18\u9ad8\u6548\u8fd0\u884c\uff0c\u540c\u65f6\u5229\u7528\u4e91\u6765\u5904\u7406\u8d85\u51fa\u786c\u4ef6\u80fd\u529b\u7684\u573a\u666f\uff0c\u5305\u62ec\u5fae\u8c03\u6a21\u578b\uff0c\u4f7f\u5176\u66f4\u5177\u5438\u5f15\u529b\u7684\u5404\u79cd\u6e38\u620f\u4f53\u9a8c\u3002<\/p>\n<h5>Jianfeng Gao<\/h5>\n<p>\u5fae\u8f6f\u6770\u51fa\u79d1\u5b66\u5bb6\u517c\u526f\u603b\u88c1\u548c IEEE \u4f1a\u58eb\u3002\u7f8e\u56fd\u534e\u76db\u987f\u5dde\u96f7\u5fb7\u8499\u5fb7\u5e02 Microsoft Research\u3002IEEE \u4f1a\u58eb\u3002<br \/>\n\u7535\u5b50\u90ae\u7bb1\uff1ajfgao@microsoft.com<br \/>\n\u7f51\u5740\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/people\/jfgao\/<br \/>\nJianfeng Gao \u535a\u58eb\u662f\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u6770\u51fa\u79d1\u5b66\u5bb6\u517c\u526f\u603b\u88c1\u3001IEEE \u4f1a\u58eb\u3001ACM \u6770\u51fa\u6210\u5458\uff0c\u4e5f\u662f\u5fae\u8f6f\u7814\u7a76\u9662\u6df1\u5ea6\u5b66\u4e60\u5c0f\u7ec4\u7684\u73b0\u4efb\u8d1f\u8d23\u4eba\u30022014 \u5e74\u81f3 2017 \u5e74\uff0c\u4ed6\u66fe\u62c5\u4efb Microsoft AI Research \u548c\u5fae\u8f6f\u7814\u7a76\u9662\u96f7\u5fb7\u8499\u5fb7\u5e02\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4e2d\u5fc3 (DLTC) \u7684\u4e1a\u52a1 AI 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