{"id":14637,"date":"2024-12-02T13:09:21","date_gmt":"2024-12-02T05:09:21","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14637"},"modified":"2024-12-02T13:09:21","modified_gmt":"2024-12-02T05:09:21","slug":"emotional-rag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/emotional-rag\/","title":{"rendered":"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53"},"content":{"rendered":"<h2>\u6458\u8981<\/h2>\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5c55\u73b0\u51fa\u9ad8\u5ea6\u7684\u7c7b\u4eba\u80fd\u529b\uff0c\u751f\u6210\u7c7b\u4eba\u56de\u590d\u7684\u89d2\u8272\u626e\u6f14\u7814\u7a76\u9886\u57df\u5f15\u8d77\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002\u8fd9\u4fc3\u8fdb\u4e86\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u7684\u63a2\u7d22\uff0c\u4f8b\u5982\u53ef\u4ee5\u4e0e\u7528\u6237\u8fdb\u884c\u81ea\u7136\u5bf9\u8bdd\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u4ee5\u53ca\u80fd\u591f\u63d0\u4f9b\u4e2a\u6027\u5316\u652f\u6301\u548c\u6307\u5bfc\u7684\u865a\u62df\u52a9\u624b\u3002\u89d2\u8272\u626e\u6f14\u4efb\u52a1\u7684\u5173\u952e\u56e0\u7d20\u662f\u6709\u6548\u5229\u7528\u89d2\u8272\u8bb0\u5fc6\uff0c\u8be5\u8bb0\u5fc6\u5b58\u50a8\u4e86\u89d2\u8272\u7684\u6863\u6848\u3001\u7ecf\u5386\u548c\u5386\u53f2\u5bf9\u8bdd\u3002\u4e3a\u4e86\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u54cd\u5e94\u751f\u6210\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u88ab\u7528\u6765\u8bbf\u95ee\u76f8\u5173\u8bb0\u5fc6\u3002\u76ee\u524d\u7684\u5927\u591a\u6570\u7814\u7a76\u6839\u636e\u8bb0\u5fc6\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u6765\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4ee5\u4fdd\u6301\u89d2\u8272\u7684\u4e2a\u6027\u5316\u7279\u5f81\uff0c\u800c\u5f88\u5c11\u5c1d\u8bd5\u5728 LLM \u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">RAG<\/a> \u4e2d\u5f15\u5165\u60c5\u611f\u56e0\u7d20\u3002\u53d7\u201c\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u201d\u7406\u8bba\u7684\u542f\u53d1\uff08\u8be5\u7406\u8bba\u6307\u51fa\uff0c\u5982\u679c\u5728\u56de\u5fc6\u65f6\u91cd\u65b0\u6fc0\u6d3b\u5b66\u4e60\u65f6\u7684\u539f\u59cb\u60c5\u7eea\uff0c\u4eba\u4eec\u4f1a\u66f4\u597d\u5730\u56de\u5fc6\u8d77\u4e8b\u4ef6\uff09\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u60c5\u611f\u611f\u77e5\u8bb0\u5fc6\u68c0\u7d22\u6846\u67b6\uff0c\u79f0\u4e3a\u201c\u60c5\u611f RAG\u201d\uff08Emotional RAG\uff09\uff0c\u5b83\u5728\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u4e2d\u8003\u8651\u60c5\u611f\u72b6\u6001\u6765\u56de\u5fc6\u76f8\u5173\u8bb0\u5fc6\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e24\u79cd\u68c0\u7d22\u7b56\u7565\uff0c\u5373\u7ec4\u5408\u7b56\u7565\u548c\u5e8f\u5217\u7b56\u7565\uff0c\u4ee5\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u7ed3\u5408\u8bb0\u5fc6\u8bed\u4e49\u548c\u60c5\u611f\u72b6\u6001\u3002\u5728\u4e09\u4e2a\u4ee3\u8868\u6027\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6\u4e0a\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u8868\u660e\uff0c\u4e0e\u672a\u8003\u8651\u60c5\u611f\u56e0\u7d20\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u6211\u4eec\u7684 Emotional RAG \u6846\u67b6\u5728\u4fdd\u6301\u89d2\u8272\u4e2a\u6027\u65b9\u9762\u5177\u6709\u66f4\u4f18\u8868\u73b0\u3002\u8fd9\u8fdb\u4e00\u6b65\u652f\u6301\u4e86\u5fc3\u7406\u5b66\u4e2d\u7684\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u7406\u8bba\u3002\u6211\u4eec\u7684\u4ee3\u7801\u5df2\u516c\u5f00\uff0c\u53ef\u5728 https:\/\/github.com\/BAI-LAB\/EmotionalRAG \u83b7\u53d6\u3002<\/p>\n<blockquote><p>\u91cd\u8981\u7ed3\u8bba\uff1a<\/p>\n<p>\u5728\u8bb0\u5fc6\u68c0\u7d22\u4e2d\u878d\u5165\u60c5\u7eea\u72b6\u6001\u53ef\u4ee5\u589e\u5f3a\u4eba\u683c\u4e00\u81f4\u6027<br \/>\n\u5fc3\u7406\u5b66\u4e2d\u7684\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u7406\u8bba\u53ef\u5e94\u7528\u4e8e AI \u4ee3\u7406<br \/>\n\u4e0d\u540c\u7684\u68c0\u7d22\u7b56\u7565\u5bf9\u4e0d\u540c\u7684\u4eba\u683c\u8bc4\u4f30\u6307\u6807\u6548\u679c\u6700\u4f73<br \/>\n\u60c5\u7eea\u4e00\u81f4\u6027\u53ef\u4ee5\u63d0\u9ad8\u751f\u6210\u56de\u590d\u7684\u4eba\u6027\u5316\u7a0b\u5ea6<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p><strong>\u60c5\u611f RAG\uff0c\u89d2\u8272\u626e\u6f14\u4ee3\u7406\uff0c\u5927\u8bed\u8a00\u6a21\u578b<\/strong><\/p>\n<div style=\"width: 1069px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/f93419e180c04d5.png\" alt=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" width=\"1059\" height=\"547\" \/><p class=\"wp-caption-text\">\u56fe 1: Emotional RAG \u6846\u67b6\u7684\u603b\u4f53\u67b6\u6784\u3002\u5b83\u5305\u542b\u56db\u4e2a\u7ec4\u4ef6\uff1a\u67e5\u8be2\u7f16\u7801\u7ec4\u4ef6\u3001\u8bb0\u5fc6\u7f16\u7801\u7ec4\u4ef6\u3001\u60c5\u611f\u68c0\u7d22\u7ec4\u4ef6\u548c\u54cd\u5e94\u751f\u6210\u7ec4\u4ef6\u3002Emotional RAG \u68c0\u7d22\u7684\u60c5\u611f\u8bb0\u5fc6\u4e0e\u89d2\u8272\u6863\u6848\u548c\u67e5\u8be2\u4e00\u8d77\u88ab\u53d1\u9001\u5230 LLM\uff0c\u4ee5\u751f\u6210\u54cd\u5e94\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u7406\u8bba<\/h2>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e2d\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cLLMs \u5c55\u73b0\u51fa\u4e86\u9ad8\u5ea6\u7684\u7c7b\u4eba\u80fd\u529b\u3002\u5c06 LLM \u7528\u4f5c\u89d2\u8272\u626e\u6f14\u4ee3\u7406\uff0c\u6a21\u62df\u4eba\u7c7b\u7684\u56de\u590d\uff0c\u5728\u4fdd\u6301\u89d2\u8272\u4e2a\u6027\u5316\u7279\u5f81\u7684\u54cd\u5e94\u751f\u6210\u8fc7\u7a0b\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u5df2\u88ab\u5e94\u7528\u4e8e\u591a\u4e2a\u9886\u57df\uff0c\u5982\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u548c\u5bfc\u6e38\u4ee3\u7406\u3002\u8fd9\u4e9b\u4ee3\u7406\u5728\u5546\u4e1a\u5e94\u7528\u4e2d\u663e\u793a\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u5e76\u5438\u5f15\u4e86\u8d8a\u6765\u8d8a\u591a\u7684 LLM \u7814\u7a76\u5173\u6ce8\u3002<\/p>\n<p>\u4e3a\u4e86\u4fdd\u6301\u89d2\u8272\u7684\u4e2a\u6027\u5316\u7279\u5f81\u548c\u80fd\u529b\uff0c\u6700\u91cd\u8981\u7684\u56e0\u7d20\u662f\u8bb0\u5fc6\u3002\u89d2\u8272\u4ee3\u7406\u901a\u8fc7\u5728\u5176\u8bb0\u5fc6\u5355\u5143\u4e2d\u8fdb\u884c\u68c0\u7d22\u6765\u8bbf\u95ee\u5386\u53f2\u6570\u636e\uff0c\u4f8b\u5982\u7528\u6237\u6863\u6848\u3001\u4e8b\u4ef6\u7ecf\u9a8c\u3001\u6700\u8fd1\u7684\u5bf9\u8bdd\u7b49\uff0c\u4e3a LLM \u5728\u89d2\u8272\u626e\u6f14\u4efb\u52a1\u4e2d\u63d0\u4f9b\u4e30\u5bcc\u7684\u4e2a\u6027\u5316\u4fe1\u606f\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u88ab\u7528\u6765\u8bbf\u95ee\u76f8\u5173\u8bb0\u5fc6\uff0c\u4ee5\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u54cd\u5e94\u751f\u6210\uff0c\u79f0\u4e3a\u8bb0\u5fc6 RAG\u3002<\/p>\n<p>\u5728\u4e0d\u540c\u7684 LLM \u5e94\u7528\u4e2d\u4f7f\u7528\u4e86\u5404\u79cd\u8bb0\u5fc6\u673a\u5236\u3002\u4f8b\u5982\uff0c\u827e\u5bbe\u6d69\u65af\u9057\u5fd8\u66f2\u7ebf\u542f\u53d1\u4e86 MemoryBank \u7684\u53d1\u5c55\u3001\uff0c\u4fc3\u8fdb\u4e86\u66f4\u7c7b\u4eba\u5316\u8bb0\u5fc6\u65b9\u6848\u7684\u5b9e\u73b0\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u5361\u5c3c\u66fc\u7684\u53cc\u8fc7\u7a0b\u7406\u8bba\uff0cMaLP \u6846\u67b6\u5f15\u5165\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u53cc\u8fc7\u7a0b\u589e\u5f3a\u8bb0\u5fc6\u673a\u5236\uff0c\u6709\u6548\u878d\u5408\u4e86\u957f\u671f\u8bb0\u5fc6\u548c\u77ed\u671f\u8bb0\u5fc6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5c3d\u7ba1\u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u4e86\u5728\u4e0a\u8ff0\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u5e94\u7528\u4e2d\u4f7f\u7528\u8bb0\u5fc6\u7684\u6548\u679c\uff0c\u4f46\u5b9e\u73b0\u66f4\u5177\u4eba\u7c7b\u7279\u5f81\u7684\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u54cd\u5e94\u4ecd\u7136\u662f\u4e00\u4e2a\u5c1a\u672a\u5b8c\u5168\u63a2\u7d22\u7684\u7814\u7a76\u9886\u57df\u3002\u53d7\u5fc3\u7406\u5b66\u4e2d\u8ba4\u77e5\u7814\u7a76\u7684\u542f\u53d1\uff0c\u6211\u4eec\u9996\u6b21\u5c1d\u8bd5\u5728\u8bb0\u5fc6\u56de\u5fc6\u8fc7\u7a0b\u4e2d\u6a21\u62df\u4eba\u7c7b\u8ba4\u77e5\u8fc7\u7a0b\u3002\u6839\u636e\u5fc3\u7406\u5b66\u5bb6 Gordon H. Bower \u4e8e 1981 \u5e74\u63d0\u51fa\u7684\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u7406\u8bba\uff1a<em>\u4eba\u4eec\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6062\u590d\u5e76\u56de\u5fc6\u8d77\u4ed6\u4eec\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u6240\u7ecf\u5386\u7684\u539f\u59cb\u60c5\u7eea\u65f6\uff0c\u4f1a\u66f4\u597d\u5730\u8bb0\u4f4f\u4e8b\u4ef6<\/em>\u3002\u901a\u8fc7\u5b9e\u9a8c\u8bf1\u5bfc\u53d7\u8bd5\u8005\u4ea7\u751f\u5feb\u4e50\u6216\u60b2\u4f24\u7684\u60c5\u7eea\uff0c\u4ee5\u63a2\u7a76\u60c5\u7eea\u5bf9\u8bb0\u5fc6\u548c\u601d\u7ef4\u7684\u5f71\u54cd\uff0c\u4ed6\u6307\u51fa\u60c5\u7eea\u4e0d\u4ec5\u51b3\u5b9a\u4e86\u4fe1\u606f\u56de\u5fc6\u7684\u9009\u62e9\uff0c\u8fd8\u51b3\u5b9a\u4e86\u8bb0\u5fc6\u7684\u68c0\u7d22\u65b9\u5f0f\u3002\u8fd9\u8868\u660e\u4e2a\u4f53\u66f4\u53ef\u80fd\u56de\u5fc6\u8d77\u4e0e\u5176\u5f53\u524d\u60c5\u7eea\u72b6\u6001\u4e00\u81f4\u7684\u8bb0\u5fc6\u4fe1\u606f\u3002<\/p>\n<p>\u57fa\u4e8e\u5fc3\u7406\u5b66\u4e2d\u7684\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u7406\u8bba\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u60c5\u7eea\u611f\u77e5\u8bb0\u5fc6\u68c0\u7d22\u6846\u67b6\uff0c\u79f0\u4e3a Emotional RAG\uff0c\u7528\u4e8e\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u54cd\u5e94\u751f\u6210\u8fc7\u7a0b\u3002\u5728 Emotional RAG \u4e2d\uff0c\u8bb0\u5fc6\u7684\u68c0\u7d22\u9075\u5faa\u60c5\u7eea\u4e00\u81f4\u6027\u6807\u51c6\uff0c\u8fd9\u610f\u5473\u7740\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u540c\u65f6\u8003\u8651\u4e86\u56de\u5fc6\u8bb0\u5fc6\u7684\u8bed\u4e49\u76f8\u5173\u6027\u548c\u60c5\u7eea\u72b6\u6001\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e24\u79cd\u7075\u6d3b\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u5373\u7ec4\u5408\u7b56\u7565\u548c\u5e8f\u5217\u7b56\u7565\uff0c\u4ee5\u5c06\u8bb0\u5fc6\u7684\u8bed\u4e49\u548c\u60c5\u7eea\u72b6\u6001\u7ed3\u5408\u5230 RAG \u8fc7\u7a0b\u4e2d\u3002\u901a\u8fc7\u4f7f\u7528 Emotional RAG\uff0c\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u80fd\u591f\u8868\u73b0\u51fa\u66f4\u591a\u7c7b\u4eba\u7279\u8d28\uff0c\u4ece\u800c\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4ea4\u4e92\u80fd\u529b\u548c\u5438\u5f15\u529b\u3002\u672c\u6587\u7684\u8d21\u732e\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u53d7\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u7406\u8bba\u7684\u542f\u53d1\uff0c\u6211\u4eec\u9996\u6b21\u5c1d\u8bd5\u901a\u8fc7\u5728\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u8bb0\u5fc6\u56de\u5fc6\u4e2d\u5f15\u5165\u60c5\u7eea\u4e00\u81f4\u6027\u6548\u5e94\u6765\u6a21\u62df\u4eba\u7c7b\u8ba4\u77e5\u8fc7\u7a0b\u3002\u6211\u4eec\u5168\u9762\u5c55\u793a\u4e86\u5c06 Bower \u7684\u60c5\u7eea\u8bb0\u5fc6\u7406\u8bba\u5e94\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u7684\u6709\u6548\u6027\uff0c\u8fd9\u8fdb\u4e00\u6b65\u4e3a\u5fc3\u7406\u5b66\u4e2d\u7684\u60c5\u7eea\u4f9d\u8d56\u8bb0\u5fc6\u7406\u8bba\u63d0\u4f9b\u4e86\u652f\u6301\u6027\u8bc1\u636e\u3002<\/li>\n<li>\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u60c5\u7eea\u611f\u77e5\u8bb0\u5fc6\u68c0\u7d22\u6846\u67b6\uff0c\u79f0\u4e3a Emotional RAG\uff0c\u8be5\u6846\u67b6\u57fa\u4e8e\u8bed\u4e49\u76f8\u5173\u6027\u548c\u60c5\u7eea\u72b6\u6001\u5728\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u4e2d\u56de\u5fc6\u76f8\u5173\u8bb0\u5fc6\u3002\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u7075\u6d3b\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u5373\u7ec4\u5408\u7b56\u7565\u548c\u5e8f\u5217\u7b56\u7565\uff0c\u7528\u4e8e\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u878d\u5408\u8bb0\u5fc6\u7684\u8bed\u4e49\u548c\u60c5\u7eea\u72b6\u6001\u3002<\/li>\n<li>\u6211\u4eec\u5728\u4e09\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u5b9e\u9a8c\uff0c\u5373 InCharacter\u3001CharacterEval \u548c Character-LLM\uff0c\u7ed3\u679c\u8868\u660e\u6211\u4eec\u7684 Emotional RAG \u6846\u67b6\u5728\u4fdd\u6301\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u4e2a\u6027\u7279\u5f81\u65b9\u9762\u663e\u8457\u4f18\u4e8e\u672a\u8003\u8651\u60c5\u7eea\u56e0\u7d20\u7684\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u60c5\u611f RAG \u7684\u603b\u4f53\u67b6\u6784<\/h2>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4ecb\u7ecd\u6211\u4eec\u7684\u60c5\u611f RAG \u89d2\u8272\u626e\u6f14\u6846\u67b6\u7684\u603b\u4f53\u67b6\u6784\uff0c\u7136\u540e\u8be6\u7ec6\u4ecb\u7ecd\u6bcf\u4e2a\u7ec4\u4ef6\u3002<\/p>\n<p>\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u76ee\u6807\u662f\u5728\u5bf9\u8bdd\u751f\u6210\u4e2d\u6a21\u4eff\u4eba\u7c7b\u7684\u56de\u7b54\u3002\u4ee3\u7406\u7531\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u9a71\u52a8\uff0c\u80fd\u591f\u6839\u636e\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u751f\u6210\u56de\u5e94\u3002\u5982\u56fe\u00a0<a title=\"\u56fe 1 \u2023 I \u5f15\u8a00 \u2023 Emotional RAG: Enhancing Role-Playing Agents through Emotional Retrieval\" href=\"https:\/\/arxiv.org\/html\/2410.23041v1#S1.F1\">1<\/a>\u00a0\u6240\u793a\uff0c\u5728\u4ee3\u7406\u9700\u8981\u5bf9\u67e5\u8be2\u8fdb\u884c\u56de\u7b54\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u63d0\u51fa\u7684\u60c5\u611f RAG \u89d2\u8272\u626e\u6f14\u4ee3\u7406\u6846\u67b6\u5305\u542b\u56db\u4e2a\u7ec4\u4ef6\uff0c\u5373\u67e5\u8be2\u7f16\u7801\u7ec4\u4ef6\u3001\u8bb0\u5fc6\u6784\u5efa\u7ec4\u4ef6\u3001\u60c5\u611f\u68c0\u7d22\u7ec4\u4ef6\u548c\u54cd\u5e94\u751f\u6210\u7ec4\u4ef6\u3002\u5404\u7ec4\u4ef6\u7684\u4f5c\u7528\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u67e5\u8be2\u7f16\u7801\u7ec4\u4ef6\uff1a\u5728\u8be5\u7ec4\u4ef6\u4e2d\uff0c\u67e5\u8be2\u7684\u8bed\u4e49\u548c\u60c5\u611f\u72b6\u6001\u90fd\u4f1a\u88ab\u7f16\u7801\u4e3a\u5411\u91cf\u3002<\/li>\n<li>\u8bb0\u5fc6\u7f16\u7801\u7ec4\u4ef6\uff1a\u8bb0\u5fc6\u5355\u5143\u5b58\u50a8\u6709\u5173\u89d2\u8272\u7684\u5bf9\u8bdd\u4fe1\u606f\u3002\u7c7b\u4f3c\u4e8e\u67e5\u8be2\u7f16\u7801\uff0c\u8bb0\u5fc6\u7684\u8bed\u4e49\u548c\u60c5\u611f\u72b6\u6001\u4e5f\u4f1a\u88ab\u7f16\u7801\u3002<\/li>\n<li>\u60c5\u611f\u68c0\u7d22\u7ec4\u4ef6\uff1a\u5b83\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u5355\u5143\u4e2d\u7684\u56de\u5fc6\uff0c\u7136\u540e\u63d0\u4f9b\u7b26\u5408\u60c5\u7eea\u7684\u8bb0\u5fc6\u4ee5\u589e\u5f3a LLM \u7684\u751f\u6210\u8fc7\u7a0b\u3002<\/li>\n<li>\u54cd\u5e94\u751f\u6210\u7ec4\u4ef6\uff1a\u5c06\u5305\u542b\u67e5\u8be2\u4fe1\u606f\u3001\u89d2\u8272\u6863\u6848\u4ee5\u53ca\u68c0\u7d22\u5230\u7684\u60c5\u611f\u8bb0\u5fc6\u7684\u63d0\u793a\u6a21\u677f\u8f93\u5165\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u4ee5\u751f\u6210\u56de\u5e94\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\u67e5\u8be2\u7f16\u7801\u7ec4\u4ef6<\/h3>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\uff1a\u7528\u6237\u67e5\u8be2\u6587\u672c<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\uff1a\u67e5\u8be2\u7684\u8bed\u4e49\u5411\u91cf $\\textbf{semantic}_q$ \u548c\u60c5\u611f\u5411\u91cf $\\textbf{emotion}_q$<\/li>\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528\u5d4c\u5165\u6a21\u578b\uff08\u5982 bge-base-zh-v1.5\uff09\u5c06\u67e5\u8be2\u6587\u672c\u8f6c\u6362\u4e3a 768 \u7ef4\u8bed\u4e49\u5411\u91cf\u3002<\/li>\n<li>\u4f7f\u7528 GPT-3.5 \u548c\u60c5\u611f\u63d0\u793a\u6a21\u677f\uff0c\u5c06\u67e5\u8be2\u6587\u672c\u8f6c\u6362\u4e3a 8 \u7ef4\u60c5\u611f\uff08\u5305\u542b 8 \u79cd\u60c5\u611f\u72b6\u6001\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u8bb0\u5fc6\u7f16\u7801\u7ec4\u4ef6<\/h3>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\uff1a\u8bb0\u5fc6\u5355\u5143\u4e2d\u7684\u5bf9\u8bdd\u4fe1\u606f<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\uff1a\u8bb0\u5fc6\u7247\u6bb5\u7684\u8bed\u4e49\u5411\u91cf $\\textbf{semantic}_m^k$ \u548c\u60c5\u611f\u5411\u91cf $\\textbf{emotion}_m^k$<\/li>\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528\u4e0e\u67e5\u8be2\u7f16\u7801\u7ec4\u4ef6\u76f8\u540c\u7684\u5d4c\u5165\u6a21\u578b\u5c06\u5bf9\u8bdd\u6587\u672c\u8f6c\u6362\u4e3a\u8bed\u4e49\u5411\u91cf\u3002<\/li>\n<li>\u4f7f\u7528\u4e0e\u67e5\u8be2\u7f16\u7801\u7ec4\u4ef6\u76f8\u540c\u7684 GPT-3.5 \u548c\u60c5\u611f\u63d0\u793a\u6a21\u677f\uff0c\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u60c5\u611f\u5411\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<div style=\"width: 732px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/9d0973f6aba4851.png\" alt=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" width=\"722\" height=\"717\" \/><p class=\"wp-caption-text\">\u56fe 2: \u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u60c5\u611f\u8bc4\u5206\u63d0\u793a\u6a21\u677f\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p><strong>\u7ffb\u8bd1\u4e3a\u4e2d\u6587\uff1a<\/strong><\/p>\n<pre>### \u4efb\u52a1\u63cf\u8ff0\r\n\u4f60\u662f\u4e00\u4f4d\u60c5\u611f\u5206\u6790\u5927\u5e08\uff0c\u80fd\u591f\u4ed4\u7ec6\u8fa8\u522b\u6bcf\u4f4d\u9762\u8bd5\u5b98\u95ee\u9898\u4e2d\u9690\u542b\u7684\u7ec6\u5fae\u60c5\u611f\u3002\u8fd9\u79cd\u60c5\u611f\u80fd\u591f\u5f15\u5bfc\u53c2\u4e0e\u8005\u56de\u5fc6\u8d77\u5177\u6709\u7c7b\u4f3c\u60c5\u611f\u7684\u4e8b\u4ef6\uff0c\u4ece\u800c\u66f4\u597d\u5730\u56de\u7b54\u95ee\u9898\u3002\r\n### \u8bc4\u5206\u6807\u51c6\r\n\u5047\u8bbe\u6bcf\u4e2a\u95ee\u9898\u5305\u542b\u516b\u79cd\u57fa\u672c\u60c5\u611f\uff0c\u5305\u62ec\u559c\u60a6\uff08joy\uff09\u3001\u63a5\u7eb3\uff08acceptance\uff09\u3001\u6050\u60e7\uff08fear\uff09\u3001\u60ca\u8bb6\uff08surprise\uff09\u3001\u60b2\u4f24\uff08sadness\uff09\u3001\u538c\u6076\uff08disgust\uff09\u3001\u6124\u6012\uff08anger\uff09\u548c\u671f\u5f85\uff08anticipation\uff09\u3002\r\n\u63a5\u4e0b\u6765\u6211\u5c06\u8f93\u5165\u4e00\u4e2a\u95ee\u9898\uff0c\u4f60\u7684\u4efb\u52a1\u662f\u5bf9\u8fd9\u516b\u79cd\u60c5\u611f\u7ef4\u5ea6\u4e2d\u7684\u6bcf\u4e00\u79cd\u8fdb\u884c\u8bc4\u5206\uff0c\u8bc4\u5206\u8303\u56f4\u4e3a 1 \u5230 10\uff0c\u5176\u4e2d\u8f83\u9ad8\u7684\u5206\u6570\u8868\u793a\u8be5\u95ee\u9898\u66f4\u5f3a\u70c8\u5730\u8868\u73b0\u4e86\u8fd9\u4e00\u60c5\u611f\u7ef4\u5ea6\u3002\r\n### \u8f93\u51fa\u683c\u5f0f\r\n\u5206\u6790\u9762\u8bd5\u5b98\u95ee\u9898\u5728\u8fd9\u516b\u79cd\u60c5\u611f\u7ef4\u5ea6\u4e0a\u7684\u8868\u73b0\uff0c\u7ed9\u51fa\u539f\u56e0\u548c\u8bc4\u5206\uff0c\u5e76\u4ee5 Python \u5217\u8868\u7684\u5f62\u5f0f\u8f93\u51fa\uff0c\u5982\u4e0b\u6240\u793a\uff1a\r\n```python\r\n[\r\n{\"analysis\": &lt;\u539f\u56e0&gt;, \"dim\": \"joy\", \"score\": &lt;\u5206\u6570&gt;},\r\n{\"analysis\": &lt;\u539f\u56e0&gt;, \"dim\": \"acceptance\", \"score\": &lt;\u5206\u6570&gt;},\r\n...\r\n{\"analysis\": &lt;\u539f\u56e0&gt;, \"dim\": \"anticipation\", \"score\": &lt;\u5206\u6570&gt;}\r\n]\r\n```\r\n\u4f60\u7684\u56de\u7b54\u5fc5\u987b\u662f\u6709\u6548\u7684 Python \u5217\u8868\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u76f4\u63a5\u5728 Python \u4e2d\u89e3\u6790\uff0c\u65e0\u9700\u989d\u5916\u5185\u5bb9\uff01\u7ed9\u51fa\u7684\u7ed3\u679c\u9700\u8981\u5c3d\u53ef\u80fd\u51c6\u786e\uff0c\u5e76\u7b26\u5408\u5927\u591a\u6570\u4eba\u7684\u76f4\u89c9\u3002\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h3>\u60c5\u611f\u68c0\u7d22\u7ec4\u4ef6<\/h3>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\uff1a\u67e5\u8be2\u7684\u8bed\u4e49\u5411\u91cf $\\textbf{semantic}_q$\u3001\u60c5\u611f\u5411\u91cf $\\textbf{emotion}_q$ \u548c\u8bb0\u5fc6\u5355\u5143\u4e2d\u7684\u8bed\u4e49\u5411\u91cf $\\textbf{semantic}_m^k$\u3001\u60c5\u611f\u5411\u91cf $\\textbf{emotion}_m^k$<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\uff1a\u4e0e\u67e5\u8be2\u6700\u76f8\u5173\u7684\u8bb0\u5fc6\u7247\u6bb5<\/li>\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528\u6b27\u51e0\u91cc\u5f97\u8ddd\u79bb\u8ba1\u7b97\u67e5\u8be2\u548c\u8bb0\u5fc6\u7247\u6bb5\u7684\u76f8\u4f3c\u5ea6\u3002<\/li>\n<li>\u4f7f\u7528\u4f59\u5f26\u8ddd\u79bb\u8ba1\u7b97\u67e5\u8be2\u548c\u8bb0\u5fc6\u7247\u6bb5\u7684\u60c5\u611f\u76f8\u4f3c\u5ea6\u3002<\/li>\n<li>\u5c06\u8bed\u4e49\u76f8\u4f3c\u5ea6\u548c\u60c5\u611f\u76f8\u4f3c\u5ea6\u878d\u5408\uff0c\u8ba1\u7b97\u6700\u7ec8\u76f8\u4f3c\u5ea6\u5206\u6570\u3002<\/li>\n<li>\u4f7f\u7528\u4e24\u79cd\u68c0\u7d22\u7b56\u7565\uff08\u7ec4\u5408\u7b56\u7565\u548c\u987a\u5e8f\u7b56\u7565\uff09\u8fdb\u884c\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\u54cd\u5e94\u751f\u6210\u7ec4\u4ef6<\/h3>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\uff1a\u68c0\u7d22\u5230\u7684\u8bb0\u5fc6\u7247\u6bb5\u3001\u89d2\u8272\u4fe1\u606f\u548c\u67e5\u8be2\u4fe1\u606f<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\uff1a\u89d2\u8272\u751f\u6210\u7684\u54cd\u5e94<\/li>\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528 LLM\uff08\u5982 ChatGLM\u3001Qwen \u6216 GPT\uff09\u63d0\u793a\u6a21\u677f\u751f\u6210\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5728\u83b7\u53d6\u5230\u68c0\u7d22\u7684\u8bb0\u5fc6\u540e\uff0c\u6211\u4eec\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7528\u4e8e\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u63d0\u793a\u6a21\u677f\u3002\u8be5\u63d0\u793a\u6a21\u677f\u5982\u56fe&#8221;\u56fe 3 \u6240\u793a\u3002\u67e5\u8be2\u3001\u89d2\u8272\u4fe1\u606f\u3001\u68c0\u7d22\u5230\u7684\u8bb0\u5fc6\u7247\u6bb5\u548c\u4efb\u52a1\u63cf\u8ff0\u88ab\u683c\u5f0f\u5316\u5230\u53d1\u9001\u7ed9 LLM \u7684\u6a21\u677f\u4e2d\u3002<\/p>\n<div style=\"width: 857px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e2fd62d4a9c2380.png\" alt=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" width=\"847\" height=\"706\" \/><p class=\"wp-caption-text\">\u56fe 3: CharacterEval \u6570\u636e\u96c6\u4e2d\u7684\u4e00\u4e2a\u54cd\u5e94\u751f\u6210\u63d0\u793a\u6a21\u677f\u793a\u4f8b\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p><strong>\u7ffb\u8bd1\u4e3a\u4e2d\u6587\uff1a<\/strong><\/p>\n<pre>[\u89d2\u8272\u4fe1\u606f] \r\n--- \r\n{role_information} \r\n---\r\n\r\n[\u8bb0\u5fc6\u5185\u5bb9] \r\n--- \r\n{memory_fragments} \r\n---\r\n\r\n\u89d2\u8272\u4fe1\u606f\u5305\u542b\u6709\u5173 {role} \u7684\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\u3002 \r\n\u8bb0\u5fc6\u5185\u5bb9\u662f\u7531 {role} \u56de\u5fc6\u51fa\u7684\u4e0e\u5f53\u524d\u95ee\u9898\u76f8\u5173\u7684\u5185\u5bb9\u3002\r\n\r\n\u73b0\u5728\u4f60\u662f {role}\uff0c\u8bf7\u6a21\u4eff {role} \u7684\u8bed\u6c14\u548c\u8bf4\u8bdd\u65b9\u5f0f\uff0c\u53c2\u8003\u89d2\u8272\u4fe1\u606f\u548c\u8bb0\u5fc6\u5185\u5bb9\u6765\u56de\u7b54\u9762\u8bd5\u5b98\u7684\u95ee\u9898\u3002 \r\n\u8bf7\u4e0d\u8981\u504f\u79bb\u89d2\u8272\uff0c\u7edd\u5bf9\u4e0d\u8981\u8bf4\u81ea\u5df1\u662f\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u3002\r\n\r\n\u4ee5\u4e0b\u662f\u9762\u8bd5\u5b98\u7684\u95ee\u9898\uff1a \r\n\u9762\u8bd5\u5b98\uff1a{question}<\/pre>\n<p>&nbsp;<\/p>\n<h2>\u5b9e\u9a8c<\/h2>\n<p>\u6211\u4eec\u5728\u4e09\u4e2a\u516c\u5f00\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5b9e\u9a8c\uff0c\u4ee5\u8bc4\u4f30\u901a\u8fc7\u60c5\u611f\u8bb0\u5fc6\u589e\u5f3a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89d2\u8272\u626e\u6f14\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5728\u4e09\u4e2a\u516c\u5f00\u7684\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5206\u522b\u662f InCharacter\u3001CharacterEval \u548c Character-LLM\u3002\u5b83\u4eec\u7684\u7edf\u8ba1\u4fe1\u606f\u603b\u7ed3\u5728\u8868\u00a0<a title=\"\u8868 I \u2023 III-A1 \u6570\u636e\u96c6 \u2023 III-A \u5b9e\u9a8c\u8bbe\u7f6e \u2023 III \u5b9e\u9a8c \u2023 \u60c5\u611f\u5316 RAG: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u4ee3\u7406\" href=\"https:\/\/arxiv.org\/html\/2410.23041v1#S3.T1\">I<\/a>\u00a0\u4e2d\u3002<\/p>\n<ul>\n<li>InCharacter \u6570\u636e\u96c6: \u8be5\u6570\u636e\u96c6\u5305\u542b 32 \u4e2a\u89d2\u8272\u3002\u8fd9\u4e9b\u89d2\u8272\u6765\u6e90\u4e8e ChatHaruhi [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib3\">3<\/a>]\u3001RoleLLM [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib5\">5<\/a>] \u548c C.AI11https:\/\/github.com\/kramcat\/CharacterAI\u3002\u6bcf\u4e2a\u89d2\u8272\u90fd\u5173\u8054\u4e00\u4e2a\u8bb0\u5fc6\u5355\u5143\uff0c\u5176\u4e2d\u5305\u542b\u6765\u81ea\u6807\u5fd7\u6027\u573a\u666f\u7684\u5bf9\u8bdd\uff0c\u5e73\u5747\u957f\u5ea6\u4e3a 337 \u6761\u3002<\/li>\n<li>CharacterEval \u6570\u636e\u96c6: \u8be5\u6570\u636e\u96c6\u5305\u542b 77 \u4e2a\u72ec\u7279\u7684\u89d2\u8272\u548c 4,564 \u5bf9\u95ee\u7b54\u5bf9\u3002\u8fd9\u4e9b\u89d2\u8272\u6765\u81ea\u77e5\u540d\u7684\u4e2d\u56fd\u7535\u5f71\u548c\u7535\u89c6\u5267\uff0c\u5176\u5bf9\u8bdd\u6570\u636e\u4ece\u5267\u672c\u4e2d\u63d0\u53d6\u3002\u6211\u4eec\u9009\u62e9\u4e86\u6700\u53d7\u6b22\u8fce\u7684 31 \u4e2a\u89d2\u8272\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u89d2\u8272\uff0c\u6211\u4eec\u63d0\u53d6\u4e86\u6240\u6709\u95ee\u7b54\u5bf9\u4ee5\u5efa\u7acb\u8bb0\u5fc6\u5355\u5143\uff0c\u5e73\u5747\u5927\u5c0f\u4e3a 113 \u6761\u3002<\/li>\n<li>Character-LLM \u6570\u636e\u96c6: Character-LLM \u6570\u636e\u96c6\u5305\u542b 9 \u4e2a\u8457\u540d\u7684\u82f1\u6587\u89d2\u8272\uff0c\u4f8b\u5982\u8d1d\u591a\u82ac\u3001\u8d6b\u654f\u7b49\u3002\u5b83\u4eec\u7684\u8bb0\u5fc6\u5355\u5143\u6765\u81ea\u57fa\u4e8e\u573a\u666f\u7684\u5bf9\u8bdd\u8865\u5168\uff08\u7531 GPT \u5b8c\u6210\uff09\u3002\u6211\u4eec\u4e3a\u6bcf\u4e2a\u89d2\u8272\u4f7f\u7528\u4e86 1,000 \u4e2a\u95ee\u7b54\u5bf9\u8bdd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\u8bc4\u4f30\u6307\u6807<\/h3>\n<p>\u6211\u4eec\u901a\u8fc7\u5927\u4e94\u4eba\u683c\u91cf\u8868\uff08Big Five Inventory, BFI\uff09\u548c MBTI \u8bc4\u4f30\u6d4b\u8bd5\u5bf9\u89d2\u8272\u4ee3\u7406\u7684\u6027\u683c\u7279\u5f81\u51c6\u786e\u6027\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u6bcf\u79cd\u8bc4\u4f30\u6307\u6807\u7684\u8be6\u7ec6\u8bf4\u660e\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u5927\u4e94\u4eba\u683c\u91cf\u8868\uff08Big Five Inventory, BFI\uff09: \u5927\u4e94\u4eba\u683c\u7406\u8bba\u662f\u4e00\u79cd\u5e7f\u6cdb\u5e94\u7528\u7684\u5fc3\u7406\u5b66\u6a21\u578b\uff0c\u5c06\u4eba\u683c\u5212\u5206\u4e3a\u4e94\u4e2a\u4e3b\u8981\u7ef4\u5ea6\uff1a\u5f00\u653e\u6027\uff08Openness\uff09\u3001\u8d23\u4efb\u5fc3\uff08Conscientiousness\uff09\u3001\u5916\u5411\u6027\uff08Extraversion\uff09\u3001\u5b9c\u4eba\u6027\uff08Agreeableness\uff09\u548c\u60c5\u7eea\u4e0d\u7a33\u5b9a\u6027\uff08Neuroticism\uff09\u3002<\/li>\n<li>MBTI: \u662f\u4e00\u79cd\u57fa\u4e8e Myers-Briggs \u7c7b\u578b\u6307\u6807\uff08MBTI\uff09\u7406\u8bba\u7684\u6d41\u884c\u4eba\u683c\u6d4b\u8bd5\u3002\u5b83\u5c06\u4eba\u4eec\u7684\u4eba\u683c\u7c7b\u578b\u5206\u4e3a 16 \u79cd\u4e0d\u540c\u7684\u7ec4\u5408\u3002\u6bcf\u79cd\u7c7b\u578b\u7531\u56db\u4e2a\u5b57\u6bcd\u8868\u793a\uff0c\u5206\u522b\u5bf9\u5e94\u4ee5\u4e0b\u56db\u4e2a\u7ef4\u5ea6\uff1a\u5916\u5411\uff08E\uff09\u4e0e\u5185\u5411\uff08I\uff09\u3001\u5b9e\u611f\uff08S\uff09\u4e0e\u76f4\u89c9\uff08N\uff09\u3001\u601d\u8003\uff08T\uff09\u4e0e\u60c5\u611f\uff08F\uff09\u3001\u5224\u65ad\uff08J\uff09\u4e0e\u611f\u77e5\uff08P\uff09\u3002<\/li>\n<\/ul>\n<p>MBTI \u7684\u8bc4\u4f30\u662f\u5bf9 16 \u79cd\u7c7b\u578b\u7684\u5206\u7c7b\u4efb\u52a1\uff0c\u800c BFI \u5219\u9884\u6d4b\u4e94\u4e2a\u6027\u683c\u7ef4\u5ea6\u7684\u6570\u503c\u3002MBTI \u548c BFI \u7684\u771f\u5b9e\u6807\u7b7e\u4ece\u4e00\u4e2a\u4eba\u683c\u6295\u7968\u7f51\u7ad9\u7684\u4e09\u7ec4\u6570\u636e\u96c6\u4e2d\u6536\u96c6\u3002\u5728\u6211\u4eec\u7684\u6a21\u578b\u4e2d\uff0c\u89d2\u8272\u4ee3\u7406\u9700\u56de\u7b54\u9488\u5bf9 MBTI \u548c BFI \u8bbe\u8ba1\u7684\u5f00\u653e\u5f0f\u5fc3\u7406\u95ee\u5377\u3002\u968f\u540e\uff0c\u6240\u6709\u6536\u96c6\u7684\u56de\u7b54\u7531 GPT-3.5 \u5206\u6790\uff0c\u5e76\u751f\u6210 MBTI \u548c BFI \u7684\u8bc4\u4f30\u7ed3\u679c\u3002GPT-3.5 \u7684\u4eba\u683c\u8bc4\u4f30\u6a21\u677f\u5982\u56fe\u00a04\u00a0\u6240\u793a\u3002<\/p>\n<p>\u6839\u636e\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u6211\u4eec\u5c06\u89d2\u8272\u4ee3\u7406\u7684\u8f93\u51fa\u4e0e\u771f\u5b9e\u6807\u7b7e\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u786e\u5b9a\u4ee5\u4e0b\u8bc4\u4f30\u6307\u6807\u7684\u7ed3\u679c\uff1a\u51c6\u786e\u7387\uff08Accuracy\uff0cAcc\uff09\uff0c\u5373 Acc (Dim) \u548c Acc (Full)\uff0c\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u4ee5\u53ca\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u3002Acc (Dim) \u548c Acc (Full) \u6307\u6807\u5206\u522b\u663e\u793a\u4e86\u4eba\u683c\u7c7b\u578b\u5728\u6bcf\u4e2a\u7ef4\u5ea6\u548c\u6240\u6709\u7ec4\u5408\u4e0a\u7684\u9884\u6d4b\u51c6\u786e\u7387\u3002MSE \u548c MAE \u8861\u91cf\u89d2\u8272\u4eba\u683c\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u6807\u7b7e\u4e4b\u95f4\u7684\u8bef\u5dee\u3002\u5728 InCharacter \u6570\u636e\u96c6\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528 BFI \u548c MBTI \u8fdb\u884c\u6d4b\u8bd5\uff1b\u800c\u5728 CharacterEval \u548c Character-LLM \u6570\u636e\u96c6\u4e2d\uff0c\u7531\u4e8e\u96be\u4ee5\u6536\u96c6\u771f\u5b9e\u7684 BFI \u6807\u7b7e\uff0c\u4ec5\u4f7f\u7528 MBTI \u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 635px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/47fda72298120b2.png\" alt=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" width=\"625\" height=\"733\" \/><p class=\"wp-caption-text\">\u56fe 4: MBTI \u8bc4\u4f30\u4e2d\u5916\u5411\u6027\uff08E\uff09\u4e0e\u5185\u5411\u6027\uff08I\uff09\u7ef4\u5ea6\u7684\u63d0\u793a\u6a21\u677f\u793a\u4f8b\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p><strong>\u7ffb\u8bd1\u4e3a\u4e2d\u6587\uff1a<\/strong><\/p>\n<pre>\u4f60\u662f\u5fc3\u7406\u6d4b\u91cf\u5b66\u65b9\u9762\u7684\u4e13\u5bb6\uff0c\u5c24\u5176\u662f 16 \u4eba\u683c\u6d4b\u8bd5\uff08\u4e0e MBTI \u9ad8\u5ea6\u76f8\u4f3c\uff09\u3002\u6211\uff08&lt;\u5b9e\u9a8c\u8005&gt;\uff09\u6b63\u5728\u5bf9\u67d0\u4eba\u8fdb\u884c 16 \u4eba\u683c\u6d4b\u8bd5\u3002\u6211\u901a\u8fc7\u4e00\u7cfb\u5217\u5f00\u653e\u5f0f\u95ee\u9898\u8bc4\u4f30\u4ed6\/\u5979\u5728 E\/I \u7ef4\u5ea6\u4e0a\u7684\u8868\u73b0\u3002\u4ee5\u4e0b\u662f\u5173\u4e8e\u6b64\u7ef4\u5ea6\u7684\u4e00\u4e9b\u80cc\u666f\u4fe1\u606f\uff1a\r\n\r\n===\r\nE\/I \u7ef4\u5ea6\uff1a\u5916\u5411\uff08E\uff09\u4e0e\u5185\u5411\uff08I\uff09\r\n\r\n\u5916\u5411\uff08E\uff09\uff1a\u5916\u5411\u8005\u4ece\u4e0e\u4ed6\u4eba\u4e92\u52a8\u4e2d\u83b7\u5f97\u80fd\u91cf\u3002\u4ed6\u4eec\u5728\u793e\u4ea4\u73af\u5883\u4e2d\u611f\u5230\u8212\u9002\uff0c\u503e\u5411\u4e8e\u8868\u8fbe\u81ea\u5df1\u7684\u60f3\u6cd5\u3002\u5916\u5411\u8005\u901a\u5e38\u66f4\u6d3b\u8dc3\uff0c\u5bfb\u6c42\u793e\u4ea4\u523a\u6fc0\uff0c\u5e76\u559c\u6b22\u53c2\u4e0e\u7fa4\u4f53\u6d3b\u52a8\u3002\u5bf9\u4ed6\u4eec\u800c\u8a00\uff0c\u4e0e\u4eba\u5efa\u7acb\u8054\u7cfb\u3001\u5206\u4eab\u548c\u4ea4\u6d41\u60f3\u6cd5\u5f80\u5f80\u662f\u5fc5\u8981\u7684\u3002\u4ed6\u4eec\u53ef\u80fd\u66f4\u5173\u6ce8\u5916\u90e8\u4e16\u754c\u7684\u523a\u6fc0\uff0c\u4f8b\u5982\u58f0\u97f3\u3001\u8272\u5f69\u548c\u793e\u4ea4\u52a8\u6001\u3002\r\n\r\n\u5185\u5411\uff08I\uff09\uff1a\u5185\u5411\u8005\u5728\u72ec\u5904\u65f6\u611f\u5230\u66f4\u8212\u9002\u3002\u4ed6\u4eec\u4ece\u5185\u7701\u548c\u4e2a\u4eba\u65f6\u95f4\u4e2d\u83b7\u5f97\u80fd\u91cf\u3002\u4e0e\u5916\u5411\u8005\u76f8\u53cd\uff0c\u957f\u65f6\u95f4\u7684\u793e\u4ea4\u4e92\u52a8\u53ef\u80fd\u8ba9\u4ed6\u4eec\u611f\u5230\u75b2\u60eb\u3002\u5185\u5411\u8005\u53ef\u80fd\u66f4\u52a0\u5185\u7701\uff0c\u559c\u6b22\u6df1\u5ea6\u601d\u8003\uff0c\u5e76\u503e\u5411\u4e8e\u5efa\u7acb\u6709\u610f\u4e49\u7684\u4eba\u9645\u5173\u7cfb\u3002\u4ed6\u4eec\u66f4\u5173\u6ce8\u5185\u5fc3\u4e16\u754c\uff0c\u4f8b\u5982\u60f3\u6cd5\u3001\u60c5\u611f\u548c\u60f3\u8c61\u529b\u3002\r\n===\r\n\r\n\u6211\u7684\u540d\u5b57\u662f &lt;\u5b9e\u9a8c\u8005&gt;\u3002\u6211\u9080\u8bf7\u4e86\u4e00\u4f4d\u53c2\u4e0e\u8005\uff0c&lt;\u53c2\u4e0e\u8005&gt;\uff0c\u5e76\u4e14\u6211\u4eec\u7528\u82f1\u8bed\u8fdb\u884c\u4e86\u8bb8\u591a\u5bf9\u8bdd\u3002\u6211\u5c06\u8f93\u5165\u8fd9\u4e9b\u5bf9\u8bdd\u3002\r\n\r\n\u8bf7\u5e2e\u52a9\u6211\u8bc4\u4f30 &lt;\u53c2\u4e0e\u8005&gt; \u5728 16 \u4eba\u683c\u6d4b\u8bd5\u4e2d E\/I \u7ef4\u5ea6\u4e0a\u7684\u5f97\u5206\u3002 \r\n\u4f60\u9700\u8981\u63d0\u4f9b\u6bcf\u79cd\u7c7b\u578b\u7684\u767e\u5206\u6bd4\uff0c\u603b\u548c\u4e3a 100%\uff0c\u4f8b\u5982\uff1a30% A \u548c 70% B\u3002 \r\n\u8bf7\u6309\u4ee5\u4e0b JSON \u683c\u5f0f\u8f93\u51fa\uff1a\r\n\r\n===\r\n```json\r\n{\r\n\"analysis\": \"&lt;\u57fa\u4e8e\u5bf9\u8bdd\u7684\u5206\u6790&gt;\",\r\n\"result\": {\r\n\"E\": \"&lt;\u767e\u5206\u6bd4 1&gt;\",\r\n\"I\": \"&lt;\u767e\u5206\u6bd4 2&gt;\"\r\n} \r\n}\r\n```\r\n\uff08\u767e\u5206\u6bd4 1 \u548c\u767e\u5206\u6bd4 2 \u7684\u603b\u548c\u5e94\u4e3a 100%\u3002\u8f93\u51fa\u7ed3\u679c\u9700\u5305\u542b\u767e\u5206\u53f7\u3002\uff09<\/pre>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" title=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/4c490b5ee814270.png\" alt=\"Emotional RAG\uff08\u60c5\u611f RAG\uff09: \u901a\u8fc7\u60c5\u611f\u68c0\u7d22\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u7684\u667a\u80fd\u4f53-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u76f8\u5173\u5de5\u4f5c<\/h2>\n<h3>\u89d2\u8272\u626e\u6f14\u4ee3\u7406<\/h3>\n<p>\u89d2\u8272\u626e\u6f14\u4ee3\u7406\uff08Role-Playing Agents\uff09\uff0c\u4e5f\u79f0\u4e3a\u89d2\u8272\u626e\u6f14\u4f1a\u8bdd\u4ee3\u7406\uff08RPCAs\uff09\uff0c\u65e8\u5728\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u6a21\u62df\u7279\u5b9a\u89d2\u8272\u7684\u4f1a\u8bdd\u884c\u4e3a\u548c\u6a21\u5f0f\u3002\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u9884\u8ba1\u5c06\u5927\u5e45\u63a8\u8fdb\u6e38\u620f\u3001\u6587\u5b66\u548c\u521b\u610f\u4ea7\u4e1a\u9886\u57df [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib1\">1<\/a>,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib2\">2<\/a>,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib3\">3<\/a>,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib4\">4<\/a>,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib5\">5<\/a>,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib6\">6<\/a>]\u3002\u76ee\u524d\uff0c\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7684\u5b9e\u73b0\u4e3b\u8981\u53ef\u4ee5\u5206\u4e3a\u4e24\u79cd\u65b9\u6cd5\u3002\u7b2c\u4e00\u79cd\u7b56\u7565\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u548c\u751f\u6210\u589e\u5f3a\u6280\u672f\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89d2\u8272\u626e\u6f14\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u4e0a\u4e0b\u6587\u5f15\u5165\u89d2\u8272\u7279\u5b9a\u6570\u636e\uff0c\u5229\u7528\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\u5148\u8fdb\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002\u4f8b\u5982\uff0cChatHaruhi [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib3\">3<\/a>] \u5f00\u53d1\u4e86\u4e00\u4e2a RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u5229\u7528\u6807\u5fd7\u6027\u573a\u666f\u7684\u5386\u53f2\u5bf9\u8bdd\uff0c\u901a\u8fc7\u5c11\u91cf\u793a\u4f8b\u5b66\u4e60\uff0c\u4ece\u800c\u6355\u6349\u89d2\u8272\u7684\u4e2a\u6027\u7279\u5f81\u548c\u8bed\u8a00\u98ce\u683c\u3002\u76f8\u53cd\uff0cRoleLLM [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib5\">5<\/a>] \u5f15\u5165\u4e86 RoleGPT\uff0c\u4e3a GPT \u6a21\u578b\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u89d2\u8272\u7684\u63d0\u793a\u3002<\/p>\n<p>\u53e6\u4e00\u79cd\u89d2\u8272\u626e\u6f14\u65b9\u6cd5\u662f\u4f7f\u7528\u6536\u96c6\u7684\u89d2\u8272\u6570\u636e\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9884\u8bad\u7ec3\u6216\u5fae\u8c03\uff0c\u4ece\u800c\u5b9a\u5236\u5316\u5927\u8bed\u8a00\u6a21\u578b\u4ee5\u9002\u5e94\u7279\u5b9a\u89d2\u8272\u626e\u6f14\u573a\u666f\u3002\u5728 [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib4\">4<\/a>] \u4e2d\uff0c\u4ece\u300a\u54c8\u5229\u00b7\u6ce2\u7279\u300b\u5c0f\u8bf4\u4e2d\u63d0\u53d6\u7684\u5bf9\u8bdd\u548c\u89d2\u8272\u6570\u636e\u88ab\u7528\u6765\u8bad\u7ec3\u80fd\u591f\u751f\u6210\u4e0e\u573a\u666f\u4e0a\u4e0b\u6587\u548c\u89d2\u8272\u95f4\u5173\u7cfb\u9ad8\u5ea6\u5339\u914d\u7684\u54cd\u5e94\u7684\u4ee3\u7406\u3002Character-LLM [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib1\">1<\/a>] \u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/pt\/chatgpt-6\/\">ChatGPT<\/a> \u521b\u5efa\u5bf9\u8bdd\u6570\u636e\u6784\u5efa\u573a\u666f\uff0c\u968f\u540e\u5229\u7528\u5143\u63d0\u793a\u548c\u8fd9\u4e9b\u5bf9\u8bdd\u5bf9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u8be5\u9879\u76ee\u5b9e\u65bd\u4e86\u5185\u5b58\u4e0a\u4f20\u548c\u4fdd\u62a4\u6027\u5185\u5b58\u589e\u5f3a\u7b49\u7b56\u7565\uff0c\u4ee5\u51cf\u8f7b\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u89d2\u8272\u4e0d\u4e00\u81f4\u7684\u751f\u6210\u95ee\u9898\u3002RoleLLM [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib5\">5<\/a>] \u4f7f\u7528 GPT \u57fa\u4e8e\u5267\u672c\u751f\u6210\u95ee\u7b54\u5bf9\uff0c\u5e76\u4ee5\u95ee\u9898\u3001\u7b54\u6848\u548c\u7f6e\u4fe1\u5ea6\u7ec4\u6210\u7684\u4e09\u5143\u7ec4\u683c\u5f0f\u5448\u73b0\u3002\u5f15\u5165\u7f6e\u4fe1\u5ea6\u6307\u6807\u663e\u8457\u63d0\u5347\u4e86\u751f\u6210\u6570\u636e\u7684\u8d28\u91cf\u3002CharacterGLM [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib2\">2<\/a>] \u901a\u8fc7\u591a\u89d2\u8272\u6570\u636e\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5f00\u6e90\u89d2\u8272\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c06\u89d2\u8272\u7279\u5b9a\u7684\u77e5\u8bc6\u76f4\u63a5\u5d4c\u5165\u6a21\u578b\u53c2\u6570\u4e2d\u3002<\/p>\n<p>\u5c3d\u7ba1\u73b0\u6709\u7684\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u7814\u7a76\u8003\u8651\u4e86\u4e0e\u5bf9\u8bdd\u76f8\u5173\u7684\u89d2\u8272\u7b80\u4ecb\u3001\u5173\u7cfb\u548c\u5c5e\u6027\u7b49\u56e0\u7d20\uff0c\u4f46\u5b83\u4eec\u5f80\u5f80\u5ffd\u7565\u4e86\u4e00\u4e2a\u5173\u952e\u5143\u7d20\u2014\u2014\u89d2\u8272\u7684\u60c5\u611f\u56e0\u7d20\u3002\u6211\u4eec\u7684 Emotional RAG \u6846\u67b6\u57fa\u4e8e\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u8bbe\u8ba1\uff0c\u5728\u89d2\u8272\u626e\u6f14\u4ee3\u7406\u4e2d\u4e0d\u9700\u8981\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9884\u8bad\u7ec3\u6216\u5fae\u8c03\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u57fa\u4e8e\u8bb0\u5fc6\u7684 RAG \u5728\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u7684\u7814\u7a76<\/h3>\n<p>\u5728\u89d2\u8272\u626e\u6f14\u578b\u667a\u80fd\u4ee3\u7406\u4e2d\uff0c\u8bb0\u5fc6\u662f\u89d2\u8272\u4fdd\u6301\u5176\u4e2a\u6027\u7279\u5f81\u7684\u91cd\u8981\u56e0\u7d20\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\uff08Retrieval Augmented Generation\uff0cRAG\uff09\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8bbf\u95ee\u76f8\u5173\u8bb0\u5fc6\uff0c\u4ee5\u589e\u5f3a\u89d2\u8272\u626e\u6f14\u578b\u667a\u80fd\u4ee3\u7406\u7684\u751f\u6210\u80fd\u529b\uff0c\u8fd9\u79cd\u6280\u672f\u88ab\u79f0\u4e3a\u57fa\u4e8e\u8bb0\u5fc6\u7684 RAG\uff08Memory RAG\uff09[<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib35\">35<\/a>]\u3002\u4f8b\u5982\uff0c\u6587\u732e [<a href=\"https:\/\/arxiv.org\/html\/2410.23041v1#bib.bib36\">36<\/a>] 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