{"id":17729,"date":"2025-01-08T18:08:11","date_gmt":"2025-01-08T10:08:11","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17729"},"modified":"2025-01-08T18:08:11","modified_gmt":"2025-01-08T10:08:11","slug":"graphreaderjiyuca","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/graphreaderjiyuca\/","title":{"rendered":"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b"},"content":{"rendered":"<h1>GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b<\/h1>\n<blockquote><p><strong>\u56fe\u89e3\u4e13\u5bb6<\/strong>\uff1a\u50cf\u4e2a\u5584\u4e8e\u5236\u4f5c\u601d\u7ef4\u5bfc\u56fe\u7684\u5bfc\u5e08\uff0c\u5c06\u5197\u957f\u7684\u6587\u672c\u8f6c\u5316\u4e3a\u6e05\u6670\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u8ba9AI\u80fd\u591f\u50cf\u6cbf\u7740\u5730\u56fe\u63a2\u7d22\u4e00\u6837\uff0c\u8f7b\u677e\u627e\u5230\u7b54\u6848\u9700\u8981\u7684\u5404\u4e2a\u5173\u952e\u70b9\uff0c\u6709\u6548\u514b\u670d\u4e86\u5904\u7406\u957f\u6587\u672c\u65f6\u7684&#8221;\u8ff7\u8def&#8221;\u95ee\u9898\u3002<\/p><\/blockquote>\n<ul>\n<li>\u53d1\u8868\u65f6\u95f4\uff1a2024.01.20<\/li>\n<li>\u8bba\u6587\u540d\u79f0\uff1aGraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models<\/li>\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2406.14550<\/li>\n<\/ul>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u4e86GraphReader\uff0c\u4e00\u79cd\u57fa\u4e8e\u56fe\u7ed3\u6784\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u65e8\u5728\u89e3\u51b3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5904\u7406\u957f\u6587\u672c\u65f6\u9047\u5230\u7684\u6311\u6218\uff0c\u5e76\u5728\u591a\u8df3\u95ee\u7b54\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u4ee5\u4e0b\u662f\u6587\u7ae0\u7684\u603b\u7ed3\uff1a<\/p>\n<h2>\u4e00\u3001\u8bba\u6587\u52a8\u673a<\/h2>\n<p>\u968f\u7740\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u6280\u672f\u7684\u8fdb\u6b65\uff0cLLMs\u9762\u4e34\u7684\u4e00\u4e2a\u4e3b\u8981\u9650\u5236\u662f\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u548c\u5185\u5b58\u4f7f\u7528\u7684\u5c40\u9650\u6027\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u96be\u4ee5\u6709\u6548\u5904\u7406\u5927\u91cf\u6587\u672c\u8f93\u5165\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u4e86\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u6539\u8fdb\u6a21\u578b\u7ed3\u6784\u3001\u5f15\u5165\u68c0\u7d22\u589e\u5f3a\u673a\u5236\u4ee5\u53ca\u5229\u7528\u4ee3\u7406\u8fdb\u884c\u590d\u6742\u63a8\u7406\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5404\u81ea\u5b58\u5728\u4e00\u5b9a\u7684\u5c40\u9650\u6027\uff0c\u5982\u8bad\u7ec3\u6210\u672c\u589e\u52a0\u3001\u5ffd\u7565\u7ec6\u8282\u4fe1\u606f\u6216\u51b3\u7b56\u673a\u5236\u4e0d\u591f\u7075\u6d3b\u3002<\/p>\n<h2>\u4e8c\u3001\u8bba\u6587\u521b\u65b0\u70b9<\/h2>\n<ul>\n<li><strong>\u76ee\u6807<\/strong>\uff1a\u901a\u8fc7\u6784\u5efa\u56fe\u7ed3\u6784\u5e76\u91c7\u7528\u81ea\u4e3b\u4ee3\u7406\u63a2\u7d22\u7b56\u7565\uff0cGraphReader\u80fd\u591f\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5185\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u5197\u957f\u6587\u6863\u7684\u6709\u6548\u5904\u7406\u3002<\/li>\n<li><strong>\u521b\u65b0\u70b9<\/strong>\uff1a\n<ul>\n<li>\u5c06\u957f\u6587\u672c\u5206\u5272\u6210\u79bb\u6563\u5757\uff0c\u5e76\u63d0\u53d6\u5173\u952e\u5143\u7d20\u548c\u539f\u5b50\u4e8b\u5b9e\uff1b<\/li>\n<li>\u4f7f\u7528\u8fd9\u4e9b\u7ec4\u4ef6\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u53cd\u6620\u6587\u672c\u5185\u90e8\u5173\u7cfb\u7684\u56fe\u7ed3\u6784\uff1b<\/li>\n<li>\u667a\u80fd\u4f53\u6839\u636e\u9884\u5b9a\u4e49\u51fd\u6570\u548c\u9010\u6b65\u7406\u6027\u8ba1\u5212\uff0c\u5728\u56fe\u4e2d\u5bfc\u822a\u5e76\u6536\u96c6\u5fc5\u8981\u4fe1\u606f\uff1b<\/li>\n<li>\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u505a\u7b14\u8bb0\u548c\u53cd\u601d\uff0c\u786e\u4fdd\u6700\u7ec8\u7b54\u6848\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u4e09\u3001\u8bba\u6587\u601d\u8def<\/h2>\n<p>GraphReader\u7684\u64cd\u4f5c\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li><strong>\u56fe\u6784\u5efa<\/strong>\uff1a\u6587\u6863\u88ab\u5212\u5206\u4e3a\u591a\u4e2a\u90e8\u5206\uff0c\u6bcf\u4e2a\u90e8\u5206\u88ab\u603b\u7ed3\u4e3a\u539f\u5b50\u4e8b\u5b9e\uff0c\u5e76\u4ece\u4e2d\u62bd\u53d6\u5173\u952e\u5143\u7d20\u5f62\u6210\u8282\u70b9\uff1b\u8282\u70b9\u4e4b\u95f4\u6839\u636e\u5171\u4eab\u7684\u5173\u952e\u5143\u7d20\u5efa\u7acb\u94fe\u63a5\u3002<\/li>\n<li><strong>\u56fe\u63a2\u7d22<\/strong>\uff1a\u667a\u80fd\u4f53\u6309\u7167\u5408\u7406\u89c4\u5212\u9009\u62e9\u8d77\u59cb\u8282\u70b9\uff0c\u5e76\u901a\u8fc7\u68c0\u67e5\u76f8\u90bb\u8282\u70b9\u6765\u904d\u5386\u6574\u4e2a\u56fe\u7ed3\u6784\uff1b\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u4f1a\u8bb0\u5f55\u652f\u6301\u6027\u4e8b\u5b9e\u4ee5\u5907\u540e\u7eed\u5206\u6790\u3002\n<ul>\n<li>\u63a2\u7d22\u539f\u5b50\u4e8b\u5b9e\uff1a \u7531\u4e8e\u65e0\u6cd5\u5c06\u6240\u6709\u4e0e\u8282\u70b9\u76f8\u5173\u7684\u539f\u59cb\u6587\u672c\u5757\u90fd\u5305\u542b\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u5185\uff0c\u56e0\u6b64\u4ee3\u7406\u91c7\u7528\u4ece\u7c97\u5230\u7cbe\u7684\u7b56\u7565\uff0c\u4ece\u9605\u8bfb\u539f\u5b50\u4e8b\u5b9e\u5f00\u59cb\uff0c\u9010\u6b65\u63a2\u7d22\u539f\u59cb\u6587\u672c\u3002\u6240\u6709\u539f\u5b50\u4e8b\u5b9e\u90fd\u53ef\u4ee5\u9002\u5e94\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u56e0\u6b64\u4ee3\u7406\u9996\u5148\u5c06\u6bcf\u4e2a\u8282\u70b9\u5173\u8054\u7684\u6240\u6709\u539f\u5b50\u4e8b\u5b9e\u6309\u5176\u5bf9\u5e94\u7684\u6587\u672c\u5757\u5206\u7ec4\uff0c\u5e76\u6807\u8bb0\u76f8\u5e94\u7684\u6587\u672c\u5757 ID\uff0c\u7136\u540e\u5c06\u5176\u8f93\u5165\u7ed9\u4ee3\u7406\u3002\u8fd9\u5141\u8bb8\u4ee3\u7406\u901a\u8fc7\u9605\u8bfb\u6240\u6709\u539f\u5b50\u4e8b\u5b9e\u7ec4\u6765\u6355\u6349\u6bcf\u4e2a\u6587\u672c\u5757\u7684\u6982\u8ff0\u3002\u540c\u65f6\uff0c\u4ee3\u7406\u5229\u7528\u95ee\u9898\u3001\u7406\u6027\u8ba1\u5212\u548c\u7b14\u8bb0\u672c\u4e2d\u7684\u7b14\u8bb0\u6765\u53cd\u601d\u6240\u9700\u7684\u7ebf\u7d22\uff0c\u5e76\u786e\u5b9a\u54ea\u4e9b\u6587\u672c\u5757\u53ef\u80fd\u5305\u542b\u6709\u7528\u7684\u4fe1\u606f\u3002\u968f\u540e\uff0c\u4ee3\u7406\u4f1a\u5f97\u5230\u4e24\u4e2a\u51fd\u6570\uff1a\n<ul>\n<li>read_neighbor_node\uff0c\u4ee3\u7406\u9009\u62e9\u4e00\u4e2a\u53ef\u80fd\u6709\u52a9\u4e8e\u56de\u7b54\u95ee\u9898\u7684\u76f8\u90bb\u8282\u70b9\uff0c\u5e76\u91cd\u65b0\u8fdb\u5165\u63a2\u7d22\u539f\u5b50\u4e8b\u5b9e\u548c\u6587\u672c\u5757\u7684\u8fc7\u7a0b\uff1b<\/li>\n<li>termination\uff0c\u4ee3\u7406\u786e\u5b9a\u6ca1\u6709\u4efb\u4f55\u76f8\u90bb\u8282\u70b9\u5305\u542b\u6709\u7528\u4fe1\u606f\uff0c\u5b83\u5c06\u5b8c\u6210\u63a2\u7d22\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u63a2\u7d22\u6587\u672c\u5757\uff1a \u5f53\u6587\u672c\u5757\u961f\u5217\u4e0d\u4e3a\u7a7a\u65f6\uff0c\u8fd9\u610f\u5473\u7740\u4ee3\u7406\u5df2\u7ecf\u8bc6\u522b\u4e86\u591a\u4e2a\u611f\u5174\u8da3\u7684\u6587\u672c\u5757\u3002\u7136\u540e\uff0cGraphReader \u904d\u5386\u961f\u5217\uff0c\u9010\u4e2a\u8bfb\u53d6\u6bcf\u4e2a\u6587\u672c\u5757\u3002\u8fd9\u4e00\u6b65\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u539f\u5b50\u4e8b\u5b9e\u53ea\u662f\u603b\u7ed3\u5173\u952e\u4fe1\u606f\u548c\u63d0\u4f9b\u7b80\u77ed\u7ebf\u7d22\uff0c\u800c\u5177\u4f53\u7ec6\u8282\u6700\u597d\u76f4\u63a5\u4ece\u539f\u59cb\u6587\u672c\u5757\u4e2d\u83b7\u5f97\u3002\u5728\u8bfb\u53d6\u6587\u672c\u5757\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ee3\u7406\u5c06\u518d\u6b21\u8003\u8651\u95ee\u9898\u548c\u8ba1\u5212\uff0c\u601d\u8003\u53ef\u4ee5\u6dfb\u52a0\u5230\u5f53\u524d\u7b14\u8bb0\u672c\u4e2d\u7684\u5185\u5bb9\u3002\u53d1\u73b0\u7684\u4efb\u4f55\u652f\u6301\u4e8b\u5b9e\u90fd\u5c06\u8bb0\u5f55\u5728\u7b14\u8bb0\u672c\u4e2d\u3002\u6839\u636e\u66f4\u65b0\u540e\u7684\u7b14\u8bb0\u672c\uff0c\u4ee3\u7406\u5c06\u9009\u62e9\u4ee5\u4e0b\u56db\u79cd\u51fd\u6570\u4e4b\u4e00\uff1a\n<ul>\n<li>search_more\uff0c\u5982\u679c\u652f\u6301\u4e8b\u5b9e\u4e0d\u8db3\uff0c\u4ee3\u7406\u5c06\u7ee7\u7eed\u63a2\u7d22\u961f\u5217\u4e2d\u7684\u6587\u672c\u5757\uff1b<\/li>\n<li>read_previous_chunk \u548c 3) read_subsequent_chunk\uff0c\u7531\u4e8e\u622a\u65ad\u95ee\u9898\uff0c\u76f8\u90bb\u6587\u672c\u5757\u53ef\u80fd\u5305\u542b\u76f8\u5173\u548c\u6709\u7528\u7684\u4fe1\u606f\uff0c\u4ee3\u7406\u53ef\u4ee5\u5c06\u8fd9\u4e9b ID \u63d2\u5165\u961f\u5217\u4e2d\uff1b<\/li>\n<li>termination\uff0c\u5982\u679c\u5df2\u7ecf\u6536\u96c6\u5230\u8db3\u591f\u7684\u4fe1\u606f\u6765\u56de\u7b54\u95ee\u9898\uff0c\u4ee3\u7406\u5c06\u5b8c\u6210\u63a2\u7d22\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u63a2\u7d22\u76f8\u90bb\u8282\u70b9\uff1a \u5f53\u5f53\u524d\u8282\u70b9\u7684\u539f\u5b50\u4e8b\u5b9e\u548c\u6587\u672c\u5757\u961f\u5217\u90fd\u88ab\u5b8c\u5168\u5904\u7406\u540e\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u4e2a\u8282\u70b9\u5df2\u7ecf\u88ab\u5f7b\u5e95\u63a2\u7d22\uff0c\u4ee3\u7406\u9700\u8981\u8bbf\u95ee\u4e0b\u4e00\u4e2a\u8282\u70b9\u3002\u8003\u8651\u5230\u95ee\u9898\u3001\u7406\u6027\u8ba1\u5212\u548c\u7b14\u8bb0\u672c\u5185\u5bb9\uff0c\u4ee3\u7406\u68c0\u67e5\u6240\u6709\u76f8\u90bb\u8282\u70b9\uff0c\u5373\u5173\u952e\u5143\u7d20\uff0c\u5e76\u6267\u884c\u4ee5\u4e0b\u4e24\u79cd\u51fd\u6570\u4e4b\u4e00\uff1a\n<ul>\n<li>read_chunk\uff0c\u5982\u679c\u4ee3\u7406\u786e\u5b9a\u67d0\u4e9b\u6587\u672c\u5757\u503c\u5f97\u8fdb\u4e00\u6b65\u9605\u8bfb\uff0c\u5b83\u5c06\u4f7f\u7528\u6587\u672c\u5757 ID \u5b8c\u6210\u51fd\u6570\u53c2\u6570\uff0c\u5373 read_chunk(List[ID])\uff0c\u5e76\u5c06\u8fd9\u4e9b ID \u6dfb\u52a0\u5230\u6587\u672c\u5757\u961f\u5217\u4e2d\u3002<\/li>\n<li>stop_and_read_neighbor\uff0c\u76f8\u53cd\uff0c\u5982\u679c\u4ee3\u7406\u8ba4\u4e3a\u6ca1\u6709\u4efb\u4f55\u6587\u672c\u5757\u503c\u5f97\u8fdb\u4e00\u6b65\u9605\u8bfb\uff0c\u5b83\u5c06\u5b8c\u6210\u9605\u8bfb\u5f53\u524d\u8282\u70b9\u5e76\u5f00\u59cb\u63a2\u7d22\u76f8\u90bb\u8282\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7b54\u6848\u63a8\u7406<\/strong>\uff1a\u7f16\u8bd1\u6765\u81ea\u4e0d\u540c\u667a\u80fd\u4f53\u7684\u7b14\u8bb0\uff0c\u4f7f\u7528\u601d\u7ef4\u94fe\u63a8\u7406\u751f\u6210\u9488\u5bf9\u7ed9\u5b9a\u95ee\u9898\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7752e8dbec7686a.png\" alt=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u56db\u3001\u6027\u80fd\u8bc4\u4f30<\/h2>\n<p>\u901a\u8fc7\u5bf9\u591a\u4e2a\u957f\u4e0a\u4e0b\u6587\u57fa\u51c6\u6d4b\u8bd5\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5b9e\u9a8c\uff0cGraphReader\u5c55\u793a\u4e86\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\u7684\u8868\u73b0\u3002\u4f8b\u5982\uff0c\u5728HotpotQA\u6570\u636e\u96c6\u4e0a\uff0cGraphReader\u5b9e\u73b0\u4e8655.0%\u7684EM\u548c70.0%\u7684F1\u5206\u6570\uff0c\u8d85\u8fc7\u4e86GPT-4-128k\u548c\u5176\u4ed6\u73b0\u6709\u65b9\u6cd5\u3002\u6b64\u5916\uff0c\u5728\u5904\u7406\u6781\u957f\u4e0a\u4e0b\u6587\u65f6\uff0cGraphReader\u540c\u6837\u4fdd\u6301\u4e86\u826f\u597d\u7684\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728LV-Eval\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u76f8\u5bf9\u4e8eGPT-4-128k\u663e\u793a\u51fa\u4e8675.00%\u7684\u76f8\u5bf9\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p><img decoding=\"async\" title=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9c4d56ec93268eb.jpg\" alt=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" title=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e354a2686e7b4f9.jpg\" alt=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cGraphReader \u5728\u957f\u6587\u672c\u5904\u7406\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5c24\u5176\u662f\u5728\u591a\u8df3\u95ee\u9898\u548c\u6781\u957f\u6587\u672c\u65b9\u9762\u3002<\/p>\n<p><img decoding=\"async\" title=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/55a975d511ed2af.jpg\" alt=\"GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e94\u3001\u5f71\u54cd\u4e0e\u5c55\u671b<\/h2>\n<p>GraphReader\u4e0d\u4ec5\u4ee3\u8868\u4e86\u89e3\u51b3LLMs\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u96be\u9898\u7684\u4e00\u9879\u91cd\u8981\u8fdb\u5c55\uff0c\u4e5f\u4e3a\u672a\u6765\u66f4\u5148\u8fdb\u7684\u8bed\u8a00\u6a21\u578b\u94fa\u5e73\u4e86\u9053\u8def\u3002\u5b83\u8bc1\u660e\u4e86\u5373\u4f7f\u662f\u5728\u8f83\u5c0f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0b\uff0c\u4e5f\u53ef\u4ee5\u9ad8\u6548\u5730\u6355\u83b7\u548c\u5229\u7528\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u8fd9\u5bf9\u4e8e\u6d89\u53ca\u5197\u957f\u6587\u6863\u548c\u590d\u6742\u591a\u6b65\u9aa4\u63a8\u7406\u7684\u4efb\u52a1\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u8fd9\u9879\u5de5\u4f5c\u53ef\u80fd\u4f1a\u5f7b\u5e95\u6539\u53d8\u6587\u6863\u5206\u6790\u3001\u7814\u7a76\u8f85\u52a9\u7b49\u591a\u4e2a\u9886\u57df\u7684\u73b0\u72b6\uff0c\u4e3aAI\u5e94\u7528\u5f00\u8f9f\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GraphReader:\u57fa\u4e8e\u56fe\u7684\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b \u56fe\u89e3\u4e13\u5bb6\uff1a\u50cf\u4e2a\u5584\u4e8e\u5236\u4f5c\u601d\u7ef4\u5bfc\u56fe\u7684\u5bfc\u5e08\uff0c\u5c06\u5197\u957f\u7684\u6587\u672c\u8f6c\u5316\u4e3a\u6e05\u6670\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u8ba9AI\u80fd\u591f\u50cf\u6cbf\u7740\u5730\u56fe\u63a2\u7d22\u4e00\u6837\uff0c\u8f7b\u677e\u627e\u5230\u7b54\u6848\u9700\u8981\u7684\u5404\u4e2a\u5173\u952e\u70b9\uff0c\u6709\u6548\u514b\u670d\u4e86\u5904\u7406\u957f\u6587\u672c\u65f6\u7684&#038;#822&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-17729","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/17729","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=17729"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/17729\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=17729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=17729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=17729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}