{"id":30983,"date":"2025-01-22T12:16:48","date_gmt":"2025-01-22T04:16:48","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30983"},"modified":"2025-05-07T12:18:48","modified_gmt":"2025-05-07T04:18:48","slug":"zepyizhongyongyuan","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/zepyizhongyongyuan\/","title":{"rendered":"ZEP\uff1a\u4e00\u79cd\u7528\u4e8e\u667a\u80fd\u4f53\u8bb0\u5fc6\u7684\u65f6\u95f4\u77e5\u8bc6\u56fe\u8c31\u67b6\u6784"},"content":{"rendered":"

\u6458\u8981<\/h2>\n

\u6211\u4eec\u4ecb\u7ecd\u4e86Zep\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u578b\u7684\u667a\u80fd\u4f53\u8bb0\u5fc6\u5c42\u670d\u52a1\uff0c\u5728\u6df1\u5ea6\u8bb0\u5fc6\u68c0\u7d22\uff08DMR\uff09\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u6027\u80fd\u8d85\u8d8a\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u7cfb\u7edfMemGPT\u3002\u6b64\u5916\uff0cZep\u5728\u6bd4DMR\u66f4\u5168\u9762\u3001\u66f4\u5177\u6311\u6218\u6027\u7684\u8bc4\u4f30\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u8fd9\u4e9b\u8bc4\u4f30\u66f4\u597d\u5730\u53cd\u6620\u4e86\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4f01\u4e1a\u7528\u4f8b\u3002\u5c3d\u7ba1\u73b0\u6709\u7684\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\u4ec5\u9650\u4e8e\u9759\u6001\u6587\u6863\u68c0\u7d22\uff0c\u4f46\u4f01\u4e1a\u5e94\u7528\u9700\u8981\u4ece\u5305\u62ec\u6301\u7eed\u5bf9\u8bdd\u548c\u4e1a\u52a1\u6570\u636e\u5728\u5185\u7684\u591a\u79cd\u6765\u6e90\u52a8\u6001\u96c6\u6210\u77e5\u8bc6\u3002Zep\u901a\u8fc7\u5176\u6838\u5fc3\u7ec4\u4ef6Graphiti\u89e3\u51b3\u4e86\u8fd9\u4e00\u6839\u672c\u9650\u5236\uff0cGraphiti\u662f\u4e00\u4e2a\u5177\u6709\u65f6\u95f4\u611f\u77e5\u80fd\u529b\u7684\u77e5\u8bc6\u56fe\u8c31\u5f15\u64ce\uff0c\u5b83\u80fd\u591f\u52a8\u6001\u5730\u7efc\u5408\u975e\u7ed3\u6784\u5316\u7684\u5bf9\u8bdd\u6570\u636e\u548c\u7ed3\u6784\u5316\u7684\u4e1a\u52a1\u6570\u636e\uff0c\u540c\u65f6\u4fdd\u6301\u5386\u53f2\u5173\u7cfb\u3002\u5728MemGPT\u56e2\u961f\u5efa\u7acb\u7684DMR\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cZep\u5c55\u793a\u4e86\u5176\u4f18\u8d8a\u7684\u6027\u80fd\uff0894.8%\u5bf993.4%\uff09\u3002\u9664\u4e86DMR\u4e4b\u5916\uff0cZep\u7684\u80fd\u529b\u5728\u66f4\u5177\u6311\u6218\u6027\u7684LongMemEval\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5f97\u5230\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1\uff0c\u8be5\u57fa\u51c6\u6d4b\u8bd5\u901a\u8fc7\u590d\u6742\u7684\u65f6\u5e8f\u63a8\u7406\u4efb\u52a1\u66f4\u597d\u5730\u53cd\u6620\u4e86\u4f01\u4e1a\u7528\u4f8b\u3002\u5728\u8fd9\u9879\u8bc4\u4f30\u4e2d\uff0cZep\u5728\u51c6\u786e\u6027\u65b9\u9762\u63d0\u9ad8\u4e86\u9ad8\u8fbe18.5%\uff0c\u540c\u65f6\u4e0e\u57fa\u7ebf\u5b9e\u73b0\u76f8\u6bd4\uff0c\u54cd\u5e94\u5ef6\u8fdf\u51cf\u5c11\u4e8690%\u3002\u8fd9\u4e9b\u7ed3\u679c\u5728\u4f01\u4e1a\u5173\u952e\u4efb\u52a1\u4e2d\u5c24\u4e3a\u663e\u8457\uff0c\u4f8b\u5982\u8de8\u4f1a\u8bdd\u4fe1\u606f\u7efc\u5408\u548c\u957f\u671f\u4e0a\u4e0b\u6587\u7ef4\u62a4\uff0c\u5c55\u793a\u4e86Zep\u5728\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n

1. \u5f15\u8a00<\/h2>\n

\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8eTransformer\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5bf9\u5de5\u4e1a\u754c\u548c\u7814\u7a76\u754c\u7684\u5f71\u54cd\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u30101\u3011\u3002LLM\u7684\u4e00\u4e2a\u4e3b\u8981\u5e94\u7528\u662f\u5f00\u53d1\u57fa\u4e8e\u804a\u5929\u7684\u667a\u80fd\u4f53\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u7684\u80fd\u529b\u53d7\u5230LLM\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u6709\u6548\u4e0a\u4e0b\u6587\u5229\u7528\u4ee5\u53ca\u9884\u8bad\u7ec3\u671f\u95f4\u83b7\u5f97\u7684\u77e5\u8bc6\u9650\u5236\u3002\u56e0\u6b64\uff0c\u9700\u8981\u989d\u5916\u7684\u4e0a\u4e0b\u6587\u6765\u63d0\u4f9b\u57df\u5916\uff08OOD\uff09\u77e5\u8bc6\u5e76\u51cf\u5c11\u5e7b\u89c9\u3002<\/p>\n

\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5df2\u6210\u4e3aLLM\u5e94\u7528\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u5173\u6ce8\u9886\u57df\u3002RAG\u5229\u7528\u8fc7\u53bb\u4e94\u5341\u5e74\u4e2d\u53d1\u5c55\u7684\u4fe1\u606f\u68c0\u7d22\uff08IR\uff09\u6280\u672f\u30102\u3011\u4e3aLLM\u63d0\u4f9b\u5fc5\u8981\u7684\u9886\u57df\u77e5\u8bc6\u3002<\/p>\n

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\u6700\u8fd1\uff0c\u77e5\u8bc6\u56fe\u8c31\uff08KGs\uff09\u88ab\u7528\u6765\u589e\u5f3aRAG\u67b6\u6784\uff0c\u4ee5\u89e3\u51b3\u4f20\u7edfIR\u6280\u672f\u7684\u8bb8\u591a\u7f3a\u70b9\u30104\u3011\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86Zep\u30105\u3011\uff0c\u8fd9\u662f\u4e00\u79cd\u7531Graphiti\u30106\u3011\u63d0\u4f9b\u652f\u6301\u7684\u5185\u5b58\u5c42\u670d\u52a1\uff0cGraphiti\u662f\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u5177\u6709\u65f6\u95f4\u611f\u77e5\u80fd\u529b\u7684\u77e5\u8bc6\u56fe\u8c31\u5f15\u64ce\u3002Zep\u6444\u53d6\u5e76\u7efc\u5408\u975e\u7ed3\u6784\u5316\u7684\u6d88\u606f\u6570\u636e\u548c\u7ed3\u6784\u5316\u7684\u4e1a\u52a1\u6570\u636e\u3002Graphiti KG\u5f15\u64ce\u4ee5\u975e\u4e22\u5931\u7684\u65b9\u5f0f\u52a8\u6001\u66f4\u65b0\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u65b0\u4fe1\u606f\uff0c\u7ef4\u62a4\u4e8b\u5b9e\u548c\u5173\u7cfb\u7684\u65f6\u95f4\u7ebf\uff0c\u5305\u62ec\u5b83\u4eec\u7684\u6709\u6548\u671f\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u5f97\u77e5\u8bc6\u56fe\u8c31\u80fd\u591f\u4ee3\u8868\u4e00\u4e2a\u590d\u6742\u3001\u4e0d\u65ad\u6f14\u53d8\u7684\u4e16\u754c\u3002<\/p>\n

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2. \u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/h2>\n

\u5728Zep\u4e2d\uff0c\u8bb0\u5fc6\u7531\u4e00\u4e2a\u5177\u6709\u65f6\u95f4\u611f\u77e5\u80fd\u529b\u7684\u52a8\u6001\u77e5\u8bc6\u56fe\u8c31 \u210a = (\ud835\udcc3, \u212f, \u03c6) \u63d0\u4f9b\u652f\u6301\uff0c\u5176\u4e2d \ud835\udcc3 \u4ee3\u8868\u8282\u70b9\uff0c\u212f \u4ee3\u8868\u8fb9\uff0c\u03c6:\u212f\u2192\ud835\udcc3\u00d7\ud835\udcc3 \u4ee3\u8868\u4e00\u4e2a\u5f62\u5f0f\u5316\u7684\u5173\u8054\u51fd\u6570\u3002\u8fd9\u4e2a\u56fe\u8c31\u5305\u62ec\u4e09\u4e2a\u5c42\u6b21\u5316\u7684\u5b50\u56fe\uff1a\u60c5\u8282\u5b50\u56fe\u3001\u8bed\u4e49\u5b9e\u4f53\u5b50\u56fe\u548c\u793e\u533a\u5b50\u56fe\u3002<\/p>\n

2.1 \u60c5\u8282<\/h3>\n

Zep\u7684\u56fe\u8c31\u6784\u5efa\u4ece\u6444\u53d6\u79f0\u4e3a\u60c5\u8282\u7684\u539f\u59cb\u6570\u636e\u5355\u5143\u5f00\u59cb\u3002\u60c5\u8282\u53ef\u4ee5\u662f\u4e09\u79cd\u6838\u5fc3\u7c7b\u578b\u4e4b\u4e00\uff1a\u6d88\u606f\u3001\u6587\u672c\u6216JSON\u3002\u5c3d\u7ba1\u6bcf\u79cd\u7c7b\u578b\u5728\u56fe\u8c31\u6784\u5efa\u8fc7\u7a0b\u4e2d\u9700\u8981\u7279\u5b9a\u7684\u5904\u7406\uff0c\u4f46\u672c\u6587\u91cd\u70b9\u5173\u6ce8\u6d88\u606f\u7c7b\u578b\uff0c\u56e0\u4e3a\u6211\u4eec\u7684\u5b9e\u9a8c\u96c6\u4e2d\u5728\u5bf9\u8bdd\u8bb0\u5fc6\u4e0a\u3002\u5728\u6211\u4eec\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u4e00\u6761\u6d88\u606f\u5305\u62ec\u76f8\u5bf9\u7b80\u77ed\u7684\u6587\u672c\uff08\u51e0\u6761\u6d88\u606f\u53ef\u4ee5\u9002\u5e94LLM\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\u4ee5\u53ca\u4ea7\u751f\u8be5\u8bdd\u8bed\u7684\u5173\u8054\u53c2\u4e0e\u8005\u3002<\/p>\n

\u6bcf\u6761\u6d88\u606f\u90fd\u5305\u542b\u4e00\u4e2a\u53c2\u8003\u65f6\u95f4\u6233 tref<\/sub>\uff0c\u6307\u793a\u6d88\u606f\u53d1\u9001\u7684\u65f6\u95f4\u3002\u8fd9\u79cd\u65f6\u95f4\u4fe1\u606f\u4f7fZep\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u5e76\u63d0\u53d6\u6d88\u606f\u5185\u5bb9\u4e2d\u63d0\u5230\u7684\u76f8\u5bf9\u6216\u90e8\u5206\u65e5\u671f\uff08\u4f8b\u5982\uff0c\u201c\u4e0b\u5468\u56db\u201d\u3001\u201c\u4e24\u5468\u540e\u201d\u6216\u201c\u53bb\u5e74\u590f\u5929\u201d\uff09\u3002Zep\u5b9e\u73b0\u4e86\u4e00\u4e2a\u53cc\u65f6\u95f4\u6a21\u578b\uff0c\u5176\u4e2d\u65f6\u95f4\u7ebf T \u4ee3\u8868\u4e8b\u4ef6\u7684\u65f6\u5e8f\u987a\u5e8f\uff0c\u65f6\u95f4\u7ebf T\u2032<\/sup>\u00a0\u4ee3\u8868Zep\u6570\u636e\u6444\u53d6\u7684\u65f6\u5e8f\u987a\u5e8f\u3002\u867d\u7136 T\u2032<\/sup>\u00a0\u65f6\u95f4\u7ebf\u670d\u52a1\u4e8e\u6570\u636e\u5e93\u5ba1\u8ba1\u7684\u4f20\u7edf\u76ee\u7684\uff0c\u4f46 T \u65f6\u95f4\u7ebf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u7ef4\u5ea6\uff0c\u7528\u4e8e\u6a21\u62df\u5bf9\u8bdd\u6570\u636e\u548c\u8bb0\u5fc6\u7684\u52a8\u6001\u7279\u6027\u3002\u8fd9\u79cd\u53cc\u65f6\u95f4\u65b9\u6cd5\u4ee3\u8868\u4e86LLM\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u4e2d\u7684\u4e00\u4e2a\u65b0\u9896\u8fdb\u5c55\uff0c\u5e76\u4e14\u662fZep\u4e0e\u4ee5\u524d\u7684\u57fa\u4e8e\u56fe\u7684RAG\u63d0\u6848\u76f8\u6bd4\u7684\u72ec\u7279\u80fd\u529b\u7684\u57fa\u7840\u3002<\/p>\n

\u60c5\u8282\u8fb9 \u212fe<\/sub>\u00a0\u5c06\u60c5\u8282\u4e0e\u5176\u63d0\u53d6\u7684\u5b9e\u4f53\u8282\u70b9\u8fde\u63a5\u8d77\u6765\u3002\u60c5\u8282\u53ca\u5176\u6d3e\u751f\u7684\u8bed\u4e49\u8fb9\u7ef4\u62a4\u53cc\u5411\u7d22\u5f15\uff0c\u8ddf\u8e2a\u8fb9\u4e0e\u5176\u6e90\u60c5\u8282\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u79cd\u8bbe\u8ba1\u901a\u8fc7\u5b9e\u73b0\u524d\u5411\u548c\u540e\u5411\u904d\u5386\uff0c\u52a0\u5f3a\u4e86Graphiti\u60c5\u8282\u5b50\u56fe\u7684\u4e0d\u4e22\u5931\u7279\u6027\uff1a\u8bed\u4e49\u5de5\u4ef6\u53ef\u4ee5\u8ffd\u6eaf\u5230\u5b83\u4eec\u7684\u6765\u6e90\u4ee5\u4f9b\u5f15\u7528\u6216\u5f15\u7528\uff0c\u800c\u60c5\u8282\u53ef\u4ee5\u5feb\u901f\u68c0\u7d22\u5176\u76f8\u5173\u5b9e\u4f53\u548c\u4e8b\u5b9e\u3002\u867d\u7136\u8fd9\u4e9b\u8fde\u63a5\u5728\u672c\u8bba\u6587\u7684\u5b9e\u9a8c\u4e2d\u5e76\u672a\u76f4\u63a5\u68c0\u67e5\uff0c\u4f46\u5b83\u4eec\u5c06\u5728\u672a\u6765\u7684\u5de5\u4f5c\u4e2d\u8fdb\u884c\u63a2\u7d22\u3002<\/p>\n

2.2 \u8bed\u4e49\u5b9e\u4f53\u548c\u4e8b\u5b9e<\/h3>\n

2.2.1 \u5b9e\u4f53<\/h4>\n

\u5b9e\u4f53\u63d0\u53d6\u662f\u60c5\u8282\u5904\u7406\u7684\u521d\u59cb\u9636\u6bb5\u3002\u5728\u6444\u53d6\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u5904\u7406\u5f53\u524d\u6d88\u606f\u5185\u5bb9\u548c\u6700\u540e\u00a0n<\/var>\u00a0\u6761\u6d88\u606f\uff0c\u4ee5\u63d0\u4f9b\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7684\u4e0a\u4e0b\u6587\u3002\u5bf9\u4e8e\u672c\u6587\u548cZep\u7684\u4e00\u822c\u5b9e\u73b0\uff0cn<\/var>=4\uff0c\u63d0\u4f9b\u4e86\u4e24\u4e2a\u5b8c\u6574\u7684\u5bf9\u8bdd\u56de\u5408\u4ee5\u8fdb\u884c\u4e0a\u4e0b\u6587\u8bc4\u4f30\u3002\u9274\u4e8e\u6211\u4eec\u5bf9\u6d88\u606f\u5904\u7406\u7684\u5173\u6ce8\uff0c\u8bf4\u8bdd\u8005\u81ea\u52a8\u88ab\u63d0\u53d6\u4e3a\u4e00\u4e2a\u5b9e\u4f53\u3002\u5728\u521d\u59cb\u5b9e\u4f53\u63d0\u53d6\u4e4b\u540e\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u53d7\u53cd\u5c04\u301012\u3011\u542f\u53d1\u7684\u53cd\u5c04\u6280\u672f\uff0c\u4ee5\u6700\u5c0f\u5316\u5e7b\u89c9\u5e76\u589e\u5f3a\u63d0\u53d6\u8986\u76d6\u8303\u56f4\u3002\u8be5\u7cfb\u7edf\u8fd8\u4ece\u60c5\u8282\u4e2d\u63d0\u53d6\u5b9e\u4f53\u6458\u8981\uff0c\u4ee5\u4fc3\u8fdb\u540e\u7eed\u7684\u5b9e\u4f53\u89e3\u6790\u548c\u68c0\u7d22\u64cd\u4f5c\u3002<\/p>\n

\u63d0\u53d6\u540e\uff0c\u7cfb\u7edf\u5c06\u6bcf\u4e2a\u5b9e\u4f53\u540d\u79f0\u5d4c\u5165\u52301024\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002\u8fd9\u79cd\u5d4c\u5165\u4f7f\u5f97\u901a\u8fc7\u4f59\u5f26\u76f8\u4f3c\u6027\u641c\u7d22\u5728\u73b0\u6709\u56fe\u8c31\u5b9e\u4f53\u8282\u70b9\u4e2d\u68c0\u7d22\u76f8\u4f3c\u8282\u70b9\u6210\u4e3a\u53ef\u80fd\u3002\u8be5\u7cfb\u7edf\u8fd8\u5728\u73b0\u6709\u5b9e\u4f53\u540d\u79f0\u548c\u6458\u8981\u4e0a\u6267\u884c\u5355\u72ec\u7684\u5168\u6587\u641c\u7d22\uff0c\u4ee5\u8bc6\u522b\u989d\u5916\u7684\u5019\u9009\u8282\u70b9\u3002\u8fd9\u4e9b\u5019\u9009\u8282\u70b9\u4e0e\u60c5\u8282\u4e0a\u4e0b\u6587\u4e00\u8d77\uff0c\u7136\u540e\u901a\u8fc7LLM\u4f7f\u7528\u6211\u4eec\u7684\u5b9e\u4f53\u89e3\u6790\u63d0\u793a\u8fdb\u884c\u5904\u7406\u3002\u5f53\u7cfb\u7edf\u8bc6\u522b\u51fa\u91cd\u590d\u5b9e\u4f53\u65f6\uff0c\u5b83\u4f1a\u751f\u6210\u4e00\u4e2a\u66f4\u65b0\u7684\u540d\u79f0\u548c\u6458\u8981\u3002<\/p>\n

\u5728\u5b9e\u4f53\u63d0\u53d6\u548c\u89e3\u6790\u4e4b\u540e\uff0c\u7cfb\u7edf\u4f7f\u7528\u9884\u5b9a\u4e49\u7684Cypher\u67e5\u8be2\u5c06\u6570\u636e\u5408\u5e76\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u3002\u6211\u4eec\u9009\u62e9\u8fd9\u79cd\u65b9\u6cd5\u800c\u4e0d\u662fLLM\u751f\u6210\u7684\u6570\u636e\u5e93\u67e5\u8be2\uff0c\u4ee5\u786e\u4fdd\u4e00\u81f4\u7684\u67b6\u6784\u683c\u5f0f\u5e76\u51cf\u5c11\u4ea7\u751f\u5e7b\u89c9\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

\u56fe\u8c31\u6784\u5efa\u7684\u9009\u5b9a\u63d0\u793a\u5728\u9644\u5f55\u4e2d\u63d0\u4f9b\u3002<\/p>\n

2.2.2 \u4e8b\u5b9e<\/h4>\n

\u5bf9\u4e8e\u6bcf\u4e2a\u5305\u542b\u5176\u5173\u952e\u8c13\u8bcd\u7684\u4e8b\u5b9e\u3002\u540c\u6837\uff0c\u540c\u4e00\u4e2a\u4e8b\u5b9e\u53ef\u4ee5\u5728\u4e0d\u540c\u5b9e\u4f53\u4e4b\u95f4\u591a\u6b21\u63d0\u53d6\uff0c\u4f7fGraphiti\u80fd\u591f\u901a\u8fc7\u5b9e\u73b0\u8d85\u8fb9\u6765\u6a21\u62df\u590d\u6742\u7684\u591a\u5b9e\u4f53\u4e8b\u5b9e\u3002<\/p>\n

\u63d0\u53d6\u540e\uff0c\u7cfb\u7edf\u4e3a\u4e8b\u5b9e\u751f\u6210\u5d4c\u5165\uff0c\u4e3a\u56fe\u8c31\u96c6\u6210\u505a\u51c6\u5907\u3002\u7cfb\u7edf\u901a\u8fc7\u7c7b\u4f3c\u4e8e\u5b9e\u4f53\u89e3\u6790\u7684\u8fc7\u7a0b\u6267\u884c\u8fb9\u53bb\u91cd\u3002\u6df7\u5408\u641c\u7d22\u76f8\u5173\u7684\u8fb9\u88ab\u9650\u5236\u5728\u4e0e\u63d0\u8bae\u7684\u65b0\u8fb9\u76f8\u540c\u7684\u5b9e\u4f53\u5bf9\u4e4b\u95f4\u5b58\u5728\u7684\u8fb9\u3002\u8fd9\u79cd\u9650\u5236\u4e0d\u4ec5\u9632\u6b62\u4e86\u4e0d\u540c\u5b9e\u4f53\u4e4b\u95f4\u7c7b\u4f3c\u8fb9\u7684\u9519\u8bef\u7ec4\u5408\uff0c\u800c\u4e14\u901a\u8fc7\u5c06\u641c\u7d22\u7a7a\u95f4\u9650\u5236\u5728\u4e0e\u7279\u5b9a\u5b9e\u4f53\u5bf9\u76f8\u5173\u7684\u8fb9\u7684\u5b50\u96c6\u4e0a\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u53bb\u91cd\u8fc7\u7a0b\u7684\u8ba1\u7b97\u590d\u6742\u6027\u3002<\/p>\n

2.2.3 \u65f6\u95f4\u63d0\u53d6\u548c\u8fb9\u65e0\u6548<\/h4>\n

\u4e0e\u5176\u5b83\u77e5\u8bc6\u56fe\u8c31\u5f15\u64ce\u76f8\u6bd4\uff0cGraphiti\u7684\u4e00\u4e2a\u5173\u952e\u533a\u522b\u7279\u5f81\u662f\u5b83\u901a\u8fc7\u65f6\u95f4\u63d0\u53d6\u548c\u8fb9\u65e0\u6548\u8fc7\u7a0b\u7ba1\u7406\u52a8\u6001\u4fe1\u606f\u66f4\u65b0\u3002<\/p>\n

\u7cfb\u7edf\u4f7f\u7528\u00a0t<\/var>ref<\/sub>\u00a0\u4ece\u60c5\u8282\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6\u5173\u4e8e\u4e8b\u5b9e\u7684\u65f6\u95f4\u4fe1\u606f\u3002\u8fd9\u4f7f\u5f97\u51c6\u786e\u63d0\u53d6\u548c\u65e5\u671f\u65f6\u95f4\u8868\u793a\u6210\u4e3a\u53ef\u80fd\uff0c\u5305\u62ec\u7edd\u5bf9\u65f6\u95f4\u6233\uff08\u4f8b\u5982\uff0c\u201c\u827e\u4f26\u00b7\u56fe\u7075\u51fa\u751f\u4e8e1912\u5e746\u670823\u65e5\u201d\uff09\u548c\u76f8\u5bf9\u65f6\u95f4\u6233\uff08\u4f8b\u5982\uff0c\u201c\u6211\u4e24\u5468\u524d\u5f00\u59cb\u4e86\u6211\u65b0\u7684\u5de5\u4f5c\u201d\uff09\u3002\u4e0e\u6211\u4eec\u7684\u53cc\u65f6\u95f4\u5efa\u6a21\u65b9\u6cd5\u4e00\u81f4\uff0c\u7cfb\u7edf\u8ddf\u8e2a\u56db\u4e2a\u65f6\u95f4\u6233\uff1at<\/var>\u2032<\/sup>\u00a0\u521b\u5efa\u548c\u00a0t<\/var>\u2032<\/sup>\u00a0\u5230\u671f \u2208T<\/i>\u2032<\/sup>\u00a0\u76d1\u63a7\u4f55\u65f6\u5728\u7cfb\u7edf\u4e2d\u521b\u5efa\u6216\u65e0\u6548\u4e8b\u5b9e\uff0c\u800c\u00a0t<\/var>valid<\/sub>\u00a0\u548c\u00a0t<\/var>invalid<\/sub>\u2208T<\/i>\u00a0\u8ddf\u8e2a\u4e8b\u5b9e\u6210\u7acb\u7684\u65f6\u95f4\u8303\u56f4\u3002\u8fd9\u4e9b\u65f6\u95f4\u6570\u636e\u70b9\u4e0e\u5176\u4ed6\u4e8b\u5b9e\u4fe1\u606f\u4e00\u8d77\u5b58\u50a8\u5728\u8fb9\u4e0a\u3002<\/p>\n

\u65b0\u8fb9\u7684\u5f15\u5165\u53ef\u4ee5\u4f7f\u6570\u636e\u5e93\u4e2d\u73b0\u6709\u7684\u8fb9\u65e0\u6548\u3002\u7cfb\u7edf\u91c7\u7528LLM\u5c06\u65b0\u8fb9\u4e0e\u8bed\u4e49\u76f8\u5173\u7684\u73b0\u6709\u8fb9\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u8bc6\u522b\u6f5c\u5728\u7684\u77db\u76fe\u3002\u5f53\u7cfb\u7edf\u8bc6\u522b\u51fa\u65f6\u95f4\u4e0a\u7684\u77db\u76fe\u65f6\uff0c\u5b83\u901a\u8fc7\u5c06\u00a0t<\/var>invalid<\/sub>\u00a0\u8bbe\u7f6e\u4e3a\u65e0\u6548\u8fb9\u7684\u00a0t<\/var>valid<\/sub>\u00a0\u6765\u4f7f\u53d7\u5f71\u54cd\u7684\u8fb9\u65e0\u6548\u3002\u6839\u636e\u4e8b\u52a1\u65f6\u95f4\u7ebf\u00a0T<\/i>\u2032<\/sup>\uff0cGraphiti\u5728\u786e\u5b9a\u8fb9\u65e0\u6548\u65f6\u59cb\u7ec8\u4f18\u5148\u8003\u8651\u65b0\u4fe1\u606f\u3002<\/p>\n

\u8fd9\u79cd\u7efc\u5408\u65b9\u6cd5\u4f7f\u5f97\u6570\u636e\u80fd\u591f\u968f\u7740\u5bf9\u8bdd\u7684\u6f14\u53d8\u52a8\u6001\u5730\u6dfb\u52a0\u5230Graphiti\u4e2d\uff0c\u540c\u65f6\u4fdd\u6301\u5f53\u524d\u7684\u5173\u7cfb\u72b6\u6001\u548c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5173\u7cfb\u6f14\u53d8\u7684\u5386\u53f2\u8bb0\u5f55\u3002<\/p>\n

2.3 \u793e\u533a<\/h3>\n

\u5728\u5efa\u7acb\u4e86\u60c5\u8282\u548c\u8bed\u4e49\u5b50\u56fe\u4e4b\u540e\uff0c\u7cfb\u7edf\u901a\u8fc7\u793e\u533a\u68c0\u6d4b\u6784\u5efa\u793e\u533a\u5b50\u56fe\u3002\u867d\u7136\u6211\u4eec\u7684\u793e\u533a\u68c0\u6d4b\u65b9\u6cd5\u5efa\u7acb\u5728GraphRAG\u30104\u3011\u4e2d\u63cf\u8ff0\u7684\u6280\u672f\u4e4b\u4e0a\uff0c\u4f46\u6211\u4eec\u91c7\u7528\u4e86\u6807\u7b7e\u4f20\u64ad\u7b97\u6cd5\u301013\u3011\u800c\u4e0d\u662fLeiden\u7b97\u6cd5\u301014\u3011\u3002\u8fd9\u79cd\u9009\u62e9\u53d7\u5230\u6807\u7b7e\u4f20\u64ad\u7684\u7b80\u5355\u52a8\u6001\u6269\u5c55\u7684\u5f71\u54cd\uff0c\u8be5\u6269\u5c55\u4f7f\u7cfb\u7edf\u80fd\u591f\u5728\u65b0\u6570\u636e\u8fdb\u5165\u56fe\u8c31\u65f6\u66f4\u957f\u65f6\u95f4\u5730\u4fdd\u6301\u51c6\u786e\u7684\u793e\u533a\u8868\u793a\uff0c\u63a8\u8fdf\u4e86\u5b8c\u5168\u793e\u533a\u5237\u65b0\u7684\u9700\u8981\u3002<\/p>\n

\u52a8\u6001\u6269\u5c55\u5b9e\u73b0\u4e86\u6807\u7b7e\u4f20\u64ad\u4e2d\u5355\u4e2a\u9012\u5f52\u6b65\u9aa4\u7684\u903b\u8f91\u3002\u5f53\u7cfb\u7edf\u5411\u56fe\u8c31\u4e2d\u6dfb\u52a0\u4e00\u4e2a\u65b0\u7684\u5b9e\u4f53\u8282\u70b9\u00a0n<\/var>i<\/var><\/sub>\u00a0\u2208N<\/i>s<\/var><\/sub>\u00a0\u65f6\uff0c\u5b83\u4f1a\u8c03\u67e5\u90bb\u8fd1\u8282\u70b9\u7684\u793e\u533a\u3002\u7cfb\u7edf\u5c06\u65b0\u8282\u70b9\u5206\u914d\u7ed9\u5176\u591a\u6570\u90bb\u5c45\u6301\u6709\u7684\u793e\u533a\uff0c\u7136\u540e\u76f8\u5e94\u5730\u66f4\u65b0\u793e\u533a\u6458\u8981\u548c\u56fe\u8c31\u3002\u867d\u7136\u8fd9\u79cd\u52a8\u6001\u66f4\u65b0\u4f7f\u5f97\u793e\u533a\u968f\u7740\u6570\u636e\u6d41\u5165\u7cfb\u7edf\u800c\u9ad8\u6548\u6269\u5c55\uff0c\u4f46\u7531\u6b64\u4ea7\u751f\u7684\u793e\u533a\u9010\u6e10\u504f\u79bb\u4e86\u901a\u8fc7\u5b8c\u6574\u6807\u7b7e\u4f20\u64ad\u8fd0\u884c\u751f\u6210\u7684\u793e\u533a\u3002\u56e0\u6b64\uff0c\u5b9a\u671f\u7684\u793e\u533a\u5237\u65b0\u4ecd\u7136\u662f\u5fc5\u8981\u7684\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u52a8\u6001\u66f4\u65b0\u7b56\u7565\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u542f\u53d1\u5f0f\u65b9\u6cd5\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5ef6\u8fdf\u548cLLM\u63a8\u7406\u6210\u672c\u3002<\/p>\n

\u7ee7\u30104\u3011\u4e4b\u540e\uff0c\u6211\u4eec\u7684\u793e\u533a\u8282\u70b9\u5305\u542b\u901a\u8fc7\u8fed\u4ee3\u7684map-reduce\u98ce\u683c\u7684\u6210\u5458\u8282\u70b9\u6458\u8981\u6d3e\u751f\u7684\u6458\u8981\u3002\u7136\u800c\uff0c\u6211\u4eec\u7684\u68c0\u7d22\u65b9\u6cd5\u4e0eGraphRAG\u7684map-reduce\u65b9\u6cd5\u30104\u3011\u5927\u76f8\u5f84\u5ead\u3002\u4e3a\u4e86\u652f\u6301\u6211\u4eec\u7684\u68c0\u7d22\u65b9\u6cd5\uff0c\u6211\u4eec\u751f\u6210\u4e86\u5305\u542b\u793e\u533a\u6458\u8981\u4e2d\u7684\u5173\u952e\u672f\u8bed\u548c\u76f8\u5173\u4e3b\u9898\u7684\u793e\u533a\u540d\u79f0\u3002\u8fd9\u4e9b\u540d\u79f0\u88ab\u5d4c\u5165\u5e76\u5b58\u50a8\uff0c\u4ee5\u5b9e\u73b0\u4f59\u5f26\u76f8\u4f3c\u6027\u641c\u7d22\u3002<\/p>\n

3. \u8bb0\u5fc6\u68c0\u7d22<\/h2>\n

Zep\u7684\u8bb0\u5fc6\u68c0\u7d22\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5f3a\u5927\u3001\u590d\u6742\u4e14\u9ad8\u5ea6\u53ef\u914d\u7f6e\u7684\u529f\u80fd\u3002\u603b\u4f53\u800c\u8a00\uff0cZep\u56fe\u641c\u7d22API\u5b9e\u73b0\u4e86\u4e00\u4e2a\u51fd\u6570\u00a0f<\/i>:S<\/i>\u2192S<\/i>\uff0c\u5b83\u63a5\u53d7\u4e00\u4e2a\u6587\u672c\u5b57\u7b26\u4e32\u67e5\u8be2 \u03b1\u2208S<\/i>\u00a0\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u6587\u672c\u5b57\u7b26\u4e32\u4e0a\u4e0b\u6587 \u03b2\u2208S<\/i>\u00a0\u4f5c\u4e3a\u8f93\u51fa\u3002\u8f93\u51fa \u03b2 \u5305\u542b\u683c\u5f0f\u5316\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u6765\u81ea\u8282\u70b9\u548c\u8fb9\uff0cLLM\u667a\u80fd\u4f53\u9700\u8981\u8fd9\u4e9b\u6570\u636e\u6765\u751f\u6210\u5bf9\u67e5\u8be2 \u03b1 \u7684\u51c6\u786e\u54cd\u5e94\u3002\u8fc7\u7a0b\u00a0f<\/i>(\u03b1)\u2192\u03b2 \u5305\u62ec\u4e09\u4e2a\u4e0d\u540c\u7684\u6b65\u9aa4\uff1a<\/p>\n

\u2022 \u641c\u7d22 (\u03c6)\uff1a\u8be5\u8fc7\u7a0b\u9996\u5148\u8bc6\u522b\u53ef\u80fd\u5305\u542b\u76f8\u5173\u4fe1\u606f\u7684\u540e\u9009\u8282\u70b9\u548c\u8fb9\u3002\u867d\u7136Zep\u91c7\u7528\u4e86\u591a\u79cd\u4e0d\u540c\u7684\u641c\u7d22\u65b9\u6cd5\uff0c\u4f46\u603b\u4f53\u641c\u7d22\u529f\u80fd\u53ef\u4ee5\u8868\u793a\u4e3a \u03c6:S<\/i>\u2192\u2130<\/i>s<\/sub>n-<\/sup>\u00d7\ud835\udca9<\/i>s<\/sub>n<\/sup>.\u00d7\ud835\udca9<\/i>c<\/sub>n<\/sup>\u3002\u56e0\u6b64\uff0c\u03c6 \u5c06\u67e5\u8be2\u8f6c\u6362\u4e3a\u4e00\u4e2a\u5305\u542b\u8bed\u4e49\u8fb9\u3001\u5b9e\u4f53\u8282\u70b9\u548c\u793e\u533a\u8282\u70b9\u5217\u8868\u76843\u5143\u7ec4\u2014\u2014\u8fd9\u4e09\u79cd\u56fe\u7c7b\u578b\u5305\u542b\u76f8\u5173\u7684\u6587\u672c\u4fe1\u606f\u3002<\/p>\n

\u2022 \u91cd\u6392\u5e8f\u5668 (\u03c1)\uff1a\u7b2c\u4e8c\u6b65\u662f\u5bf9\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\u3002\u91cd\u6392\u5e8f\u5668\u51fd\u6570\u6216\u6a21\u578b\u63a5\u53d7\u4e00\u4e2a\u641c\u7d22\u7ed3\u679c\u5217\u8868\uff0c\u5e76\u751f\u6210\u8fd9\u4e9b\u7ed3\u679c\u7684\u91cd\u65b0\u6392\u5e8f\u7248\u672c\uff1a\u03c1:\u03c6(\u03b1),\u2026\u2192\u2130<\/i>s<\/sub>n<\/sup>\u00d7\ud835\udca9<\/i>s<\/sub>n<\/sup>\u00d7\ud835\udca9<\/i>c<\/sub>n<\/sup>\u3002<\/p>\n

\u2022 \u6784\u5efa\u5668 (\u03c7)\uff1a\u6700\u540e\u4e00\u6b65\uff0c\u6784\u5efa\u5668\u5c06\u76f8\u5173\u8282\u70b9\u548c\u8fb9\u8f6c\u6362\u4e3a\u6587\u672c\u4e0a\u4e0b\u6587\uff1a\u03c7:\u2130<\/i>s<\/sub>n<\/sup>\u00d7\ud835\udca9<\/i>s<\/sub>n<\/sup>\u00d7\ud835\udca9<\/i>cn<\/sup>\u2192S<\/i>\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u00a0e<\/i>i<\/sub>\u2208\u2130<\/i>s\uff0c\u03c7 \u8fd4\u56de\u4e8b\u5b9e\u548c\u00a0t<\/i>valid<\/sub>,\u00a0t<\/i>invalid<\/sub>\u00a0\u5b57\u6bb5\uff1b\u5bf9\u4e8e\u6bcf\u4e2a\u00a0n<\/i>i<\/sub>\u2208\ud835\udca9<\/i>s<\/sub>\uff0c\u8fd4\u56de\u540d\u79f0\u548c\u6458\u8981\u5b57\u6bb5\uff1b\u5bf9\u4e8e\u6bcf\u4e2a\u00a0n<\/i>i<\/sub>\u2208\ud835\udca9<\/i>c<\/sub>\uff0c\u8fd4\u56de\u6458\u8981\u5b57\u6bb5\u3002<\/p>\n

\u6709\u4e86\u8fd9\u4e9b\u5b9a\u4e49\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u00a0f<\/i>\u00a0\u8868\u793a\u4e3a\u8fd9\u4e09\u4e2a\u7ec4\u4ef6\u7684\u7ec4\u5408\uff1af<\/i>(\u03b1) = \u03c7(\u03c1(\u03c6(\u03b1))) = \u03b2\u3002<\/p>\n

\u6837\u672c\u4e0a\u4e0b\u6587\u5b57\u7b26\u4e32\u6a21\u677f\uff1a<\/p>\n

FACTS \u548c ENTITIES \u8868\u793a\u4e0e\u5f53\u524d\u5bf9\u8bdd\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\r\n\u4ee5\u4e0b\u662f\u6700\u76f8\u5173\u7684\u4e8b\u5b9e\u53ca\u5176\u6709\u6548\u65e5\u671f\u8303\u56f4\u3002\u5982\u679c\u8be5\u4e8b\u5b9e\u4e0e\u67d0\u4e2a\u4e8b\u4ef6\u76f8\u5173\uff0c\u5219\u8868\u793a\u8be5\u4e8b\u4ef6\u53d1\u751f\u5728\u8fd9\u4e2a\u65f6\u95f4\u8303\u56f4\u5185\u3002\r\n\u683c\u5f0f\uff1aFACT\uff08\u65e5\u671f\u8303\u56f4\uff1afrom - to\uff09\r\n<FACTS>\r\n{facts}\r\n<\/FACTS>\r\n\u4ee5\u4e0b\u662f\u6700\u76f8\u5173\u7684\u5b9e\u4f53\r\nENTITY_NAME\uff1a\u5b9e\u4f53\u7b80\u4ecb\r\n<ENTITIES>\r\n{entities}\r\n<\/ENTITIES>\r\n<\/code><\/pre>\n
3.1 \u641c\u7d22<\/h3>\n
Zep\u5b9e\u73b0\u4e86\u4e09\u79cd\u641c\u7d22\u529f\u80fd\uff1a\u4f59\u5f26\u8bed\u4e49\u76f8\u4f3c\u6027\u641c\u7d22 (\u03c6cos<\/sub>)\uff0cOkapi BM25\u5168\u6587\u641c\u7d22 (\u03c6bm25<\/a>}<\/sub>) \u548c\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22 (\u03c6bfs<\/sub>)\u3002\u524d\u4e24\u79cd\u529f\u80fd\u5229\u7528\u4e86Neo4j\u5bf9Lucene\u301015\u3011\u301016\u3011\u7684\u5b9e\u73b0\u3002\u6bcf\u79cd\u641c\u7d22\u529f\u80fd\u5728\u8bc6\u522b\u76f8\u5173\u6587\u6863\u65b9\u9762\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u80fd\u529b\uff0c\u5e76\u4e14\u5b83\u4eec\u5171\u540c\u5728\u91cd\u65b0\u6392\u5e8f\u4e4b\u524d\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u5019\u9009\u7ed3\u679c\u8986\u76d6\u3002\u641c\u7d22\u5b57\u6bb5\u5728\u4e0d\u540c\u5bf9\u8c61\u7c7b\u578b\u4e4b\u95f4\u6709\u6240\u4e0d\u540c\uff1a\u5bf9\u4e8e \ud835\udc9cs<\/i><\/sub>\uff0c\u6211\u4eec\u641c\u7d22\u4e8b\u5b9e\u5b57\u6bb5\uff1b\u5bf9\u4e8e \ud835\udca9s<\/i><\/sub>\uff0c\u641c\u7d22\u5b9e\u4f53\u540d\u79f0\uff1b\u5bf9\u4e8e \ud835\udca9c<\/i><\/sub>\uff0c\u641c\u7d22\u793e\u533a\u540d\u79f0\uff0c\u5176\u4e2d\u5305\u62ec\u793e\u533a\u4e2d\u6db5\u76d6\u7684\u76f8\u5173\u5173\u952e\u8bcd\u548c\u77ed\u8bed\u3002\u867d\u7136\u6211\u4eec\u7684\u793e\u533a\u641c\u7d22\u65b9\u6cd5\u72ec\u7acb\u5f00\u53d1\uff0c\u4f46\u5b83\u4e0eLightRAG\u301017\u3011\u7684\u9ad8\u5c42\u5173\u952e\u641c\u7d22\u65b9\u6cd5\u5e76\u884c\u3002\u5c06LightRAG\u7684\u65b9\u6cd5\u4e0eGraphiti\u7b49\u57fa\u4e8e\u56fe\u7684\u7cfb\u7edf\u76f8\u7ed3\u5408\uff0c\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u524d\u9014\u7684\u65b9\u5411\u3002<\/p>\n
\u867d\u7136\u4f59\u5f26\u76f8\u4f3c\u6027\u548c\u5168\u6587\u641c\u7d22\u65b9\u6cd5\u5728RAG\u301018\u3011\u4e2d\u5df2\u7ecf\u786e\u7acb\uff0c\u4f46\u77e5\u8bc6\u56fe\u8c31\u4e0a\u7684\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\u5728RAG\u9886\u57df\u83b7\u5f97\u7684\u5173\u6ce8\u6709\u9650\uff0c\u5728\u57fa\u4e8e\u56fe\u7684RAG\u7cfb\u7edf\u4e2d\u5982AriGraph\u30109\u3011\u548cDistill-SynthKG\u301019\u3011\u6709\u663e\u8457\u7684\u4f8b\u5916\u3002\u5728Graphiti\u4e2d\uff0c\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\u901a\u8fc7\u8bc6\u522b\u00a0n<\/i>\u00a0\u8df3\u5185\u7684\u989d\u5916\u8282\u70b9\u548c\u8fb9\u6765\u589e\u5f3a\u521d\u59cb\u641c\u7d22\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u03c6bfs<\/sub>\u00a0\u53ef\u4ee5\u63a5\u53d7\u8282\u70b9\u4f5c\u4e3a\u641c\u7d22\u53c2\u6570\uff0c\u5141\u8bb8\u5bf9\u641c\u7d22\u529f\u80fd\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u63a7\u5236\u3002\u5f53\u4f7f\u7528\u6700\u8fd1\u7684\u5267\u96c6\u4f5c\u4e3a\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\u7684\u79cd\u5b50\u65f6\uff0c\u6b64\u529f\u80fd\u8bc1\u660e\u7279\u522b\u6709\u4ef7\u503c\uff0c\u5141\u8bb8\u7cfb\u7edf\u5c06\u6700\u8fd1\u63d0\u5230\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u5408\u5e76\u5230\u68c0\u7d22\u7684\u4e0a\u4e0b\u6587\u4e2d\u3002<\/p>\n
\u8fd9\u4e09\u79cd\u641c\u7d22\u65b9\u6cd5\u5404\u81ea\u9488\u5bf9\u76f8\u4f3c\u6027\u7684\u4e0d\u540c\u65b9\u9762\uff1a\u5168\u6587\u641c\u7d22\u8bc6\u522b\u5355\u8bcd\u76f8\u4f3c\u6027\uff0c\u4f59\u5f26\u76f8\u4f3c\u6027\u6355\u6349\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\u63ed\u793a\u4e0a\u4e0b\u6587\u76f8\u4f3c\u6027\u2014\u2014\u56fe\u8c31\u4e2d\u66f4\u8fd1\u7684\u8282\u70b9\u548c\u8fb9\u51fa\u73b0\u5728\u66f4\u76f8\u4f3c\u7684\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u4e2d\u3002\u8fd9\u79cd\u591a\u65b9\u9762\u7684\u5019\u9009\u7ed3\u679c\u8bc6\u522b\u65b9\u6cd5\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4e86\u53d1\u73b0\u6700\u4f73\u4e0a\u4e0b\u6587\u7684\u53ef\u80fd\u6027\u3002<\/p>\n
3.2 \u91cd\u6392\u5e8f\u5668<\/h3>\n
\u867d\u7136\u521d\u59cb\u641c\u7d22\u65b9\u6cd5\u65e8\u5728\u5b9e\u73b0\u9ad8\u53ec\u56de\u7387\uff0c\u4f46\u91cd\u6392\u5e8f\u5668\u901a\u8fc7\u4f18\u5148\u8003\u8651\u6700\u76f8\u5173\u7684\u7ed3\u679c\u6765\u63d0\u9ad8\u7cbe\u786e\u5ea6\u3002Zep\u652f\u6301\u73b0\u6709\u7684\u91cd\u6392\u5e8f\u65b9\u6cd5\uff0c\u5982\u4e92\u6613\u7b49\u7ea7\u878d\u5408\uff08RRF\uff09\u301020\u3011\u548c\u6700\u5927\u8fb9\u9645\u76f8\u5173\u6027\uff08MMR\uff09\u301021\u3011\u3002\u6b64\u5916\uff0cZep\u5b9e\u73b0\u4e86\u4e00\u4e2a\u57fa\u4e8e\u56fe\u7684\u5267\u96c6\u63d0\u53ca\u91cd\u6392\u5e8f\u5668\uff0c\u5b83\u6839\u636e\u5b9e\u4f53\u6216\u4e8b\u5b9e\u63d0\u53ca\u7684\u9891\u7387\u5bf9\u7ed3\u679c\u8fdb\u884c\u4f18\u5148\u6392\u5e8f\uff0c\u4f7f\u5f97\u7ecf\u5e38\u5f15\u7528\u7684\u4fe1\u606f\u66f4\u5bb9\u6613\u8bbf\u95ee\u3002\u8be5\u7cfb\u7edf\u8fd8\u5305\u62ec\u4e00\u4e2a\u8282\u70b9\u8ddd\u79bb\u91cd\u6392\u5e8f\u5668\uff0c\u5b83\u6839\u636e\u7ed3\u679c\u4e0e\u6307\u5b9a\u4e2d\u5fc3\u8282\u70b9\u7684\u8ddd\u79bb\u5bf9\u7ed3\u679c\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\uff0c\u63d0\u4f9b\u5b9a\u4f4d\u5230\u77e5\u8bc6\u56fe\u8c31\u7279\u5b9a\u533a\u57df\u7684\u5185\u5bb9\u3002\u8be5\u7cfb\u7edf\u6700\u590d\u6742\u7684\u91cd\u6392\u5e8f\u80fd\u529b\u91c7\u7528\u4ea4\u53c9\u7f16\u7801\u5668\u2014\u2014\u901a\u8fc7\u4f7f\u7528\u4ea4\u53c9\u6ce8\u610f\u529b\u8bc4\u4f30\u8282\u70b9\u548c\u8fb9\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u751f\u6210\u76f8\u5173\u6027\u5206\u6570\u7684LLMs\uff0c\u5c3d\u7ba1\u8fd9\u79cd\u65b9\u6cd5\u4f1a\u4ea7\u751f\u6700\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n
4. \u5b9e\u9a8c<\/h2>\n
\u672c\u8282\u5206\u6790\u4e86\u4f7f\u7528\u57fa\u4e8eLLM\u8bb0\u5fc6\u7684\u57fa\u51c6\u6d4b\u8bd5\u8fdb\u884c\u7684\u4e24\u4e2a\u5b9e\u9a8c\u3002\u7b2c\u4e00\u4e2a\u8bc4\u4f30\u91c7\u7528\u30103\u3011\u4e2d\u5f00\u53d1\u7684\u6df1\u5ea6\u8bb0\u5fc6\u68c0\u7d22\uff08DMR\uff09\u4efb\u52a1\uff0c\u8be5\u4efb\u52a1\u4f7f\u7528\u4e86\u5728\u201c\u8d85\u8d8a\u91d1\u9c7c\u8bb0\u5fc6\uff1a\u957f\u671f\u5f00\u653e\u57df\u5bf9\u8bdd\u201d\u301022\u3011\u4e2d\u5f15\u5165\u7684\u591a\u4f1a\u8bdd\u804a\u5929\u6570\u636e\u96c6\u7684500\u4e2a\u5bf9\u8bdd\u5b50\u96c6\u3002\u7b2c\u4e8c\u4e2a\u8bc4\u4f30\u4f7f\u7528\u4e86\u30107\u3011\u4e2d\u7684LongMemEval\u57fa\u51c6\u6d4b\u8bd5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u4e86LongMemEval\u00a0\u010b<\/b>\u00a0\u6570\u636e\u96c6\uff0c\u5b83\u63d0\u4f9b\u4e86\u5e73\u5747\u957f\u5ea6\u4e3a115,000\u4e2a\u6807\u8bb0\u7684\u5e7f\u6cdb\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3002<\/p>\n
\u5bf9\u4e8e\u8fd9\u4e24\u4e2a\u5b9e\u9a8c\uff0c\u6211\u4eec\u901a\u8fc7Zep\u7684API\u5c06\u5bf9\u8bdd\u5386\u53f2\u6574\u5408\u5230Zep\u77e5\u8bc6\u56fe\u8c31\u4e2d\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u7b2c3\u8282\u4e2d\u63cf\u8ff0\u7684\u6280\u672f\u68c0\u7d2220\u4e2a\u6700\u76f8\u5173\u7684\u8fb9\uff08\u4e8b\u5b9e\uff09\u548c\u5b9e\u4f53\u8282\u70b9\uff08\u5b9e\u4f53\u6458\u8981\uff09\u3002\u7cfb\u7edf\u5c06\u8fd9\u4e2a\u6570\u636e\u91cd\u65b0\u683c\u5f0f\u5316\u4e3a\u4e0a\u4e0b\u6587\u5b57\u7b26\u4e32\uff0c\u5339\u914dZep\u8bb0\u5fc6API\u63d0\u4f9b\u7684\u529f\u80fd\u3002<\/p>\n
\u867d\u7136\u8fd9\u4e9b\u5b9e\u9a8c\u5c55\u793a\u4e86Graphiti\u7684\u5173\u952e\u68c0\u7d22\u80fd\u529b\uff0c\u4f46\u5b83\u4eec\u4ee3\u8868\u4e86\u7cfb\u7edf\u5b8c\u6574\u641c\u7d22\u529f\u80fd\u7684\u4e00\u4e2a\u5b50\u96c6\u3002\u8fd9\u79cd\u4e13\u6ce8\u7684\u8303\u56f4\u4f7f\u5f97\u4e0e\u73b0\u6709\u57fa\u51c6\u6d4b\u8bd5\u7684\u6e05\u6670\u6bd4\u8f83\u6210\u4e3a\u53ef\u80fd\uff0c\u540c\u65f6\u4e3a\u672a\u6765\u5de5\u4f5c\u4fdd\u7559\u4e86\u63a2\u7d22\u989d\u5916\u77e5\u8bc6\u56fe\u8c31\u80fd\u529b\u7684\u7a7a\u95f4\u3002<\/p>\n
4.1 \u6a21\u578b\u9009\u62e9<\/h3>\n
\u6211\u4eec\u7684\u5b9e\u9a8c\u5b9e\u73b0\u91c7\u7528BAAI\u7684BGE-m3\u6a21\u578b\u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u5d4c\u5165\u4efb\u52a1\u301023\u3011\u301024\u3011\u3002\u5bf9\u4e8e\u56fe\u8c31\u6784\u5efa\u548c\u54cd\u5e94\u751f\u6210\uff0c\u6211\u4eec\u4f7f\u7528gpt-4o-mini-2024-07-18\u8fdb\u884c\u56fe\u8c31\u6784\u5efa\uff0c\u5e76\u4f7f\u7528gpt-4o-mini-2024-07-18\u548cgpt-4o-2024-11-20\u8fdb\u884c\u804a\u5929\u667a\u80fd\u4f53\u751f\u6210\u5bf9\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u7684\u54cd\u5e94\u3002<\/p>\n
\u4e3a\u4e86\u786e\u4fdd\u4e0eMemGPT\u7684DMR\u7ed3\u679c\u76f4\u63a5\u53ef\u6bd4\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528gpt-4-turbo-2024-04-09\u8fdb\u884c\u4e86DMR\u8bc4\u4f30\u3002<\/p>\n
\u5b9e\u9a8c\u7b14\u8bb0\u672c\u5c06\u901a\u8fc7\u6211\u4eec\u7684GitHub\u4ed3\u5e93\u516c\u5f00\u63d0\u4f9b\uff0c\u76f8\u5173\u7684\u5b9e\u9a8c\u63d0\u793a\u5305\u542b\u5728\u9644\u5f55\u4e2d\u3002<\/p>\n
\u88681\uff1a\u6df1\u5ea6\u8bb0\u5fc6\u68c0\u7d22<\/p>\n\n\n\n\n\n\n
\u8bb0\u5fc6<\/td>\n\u6a21\u578b<\/td>\n\u5f97\u5206<\/td>\n<\/tr>\n
\u9012\u5f52\u6458\u8981 \u5bf9\u8bdd\u6458\u8981 MemGPT? \u5168\u5bf9\u8bdd<\/td>\ngpt-4-turbo gpt-4-turbo gpt-4-turbo gpt-4-turbo<\/td>\n35.3% 78.6% 93.4% 94.4%<\/td>\n<\/tr>\n
Zep<\/a> \u5bf9\u8bdd\u6458\u8981<\/td>\ngpt-4-turbo gpt-4o-mini<\/td>\n94.8%<\/td>\n<\/tr>\n
\u5168\u5bf9\u8bdd Zep<\/td>\ngpt-4o-mini gpt-4o-mini<\/td>\n88.0% 98.0% 98.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u2020 \u7ed3\u679c\u5728\u30103\u3011\u4e2d\u62a5\u544a\u3002<\/p>\n
4.2 \u6df1\u5ea6\u8bb0\u5fc6\u68c0\u7d22\uff08DMR\uff09<\/h3>\n
\u6df1\u5ea6\u8bb0\u5fc6\u68c0\u7d22\u8bc4\u4f30\u7531\u30103\u3011\u5f15\u5165\uff0c\u5305\u62ec500\u4e2a\u591a\u4f1a\u8bdd\u5bf9\u8bdd\uff0c\u6bcf\u4e2a\u5bf9\u8bdd\u5305\u542b5\u4e2a\u804a\u5929\u4f1a\u8bdd\uff0c\u6bcf\u4e2a\u4f1a\u8bdd\u6700\u591a12\u6761\u6d88\u606f\u3002\u6bcf\u4e2a\u5bf9\u8bdd\u5305\u62ec\u4e00\u4e2a\u7528\u4e8e\u8bb0\u5fc6\u8bc4\u4f30\u7684\u95ee\u9898\/\u7b54\u6848\u5bf9\u3002MemGPT\u6846\u67b6\u30103\u3011\u76ee\u524d\u4ee593.4%\u7684\u51c6\u786e\u7387\u9886\u5148\u4e8e\u6027\u80fd\u6307\u6807\uff0c\u6bd4\u9012\u5f52\u6458\u8981\u5b9e\u73b0\u768435.3%\u7684\u57fa\u7ebf\u6709\u4e86\u663e\u8457\u63d0\u9ad8\u3002<\/p>\n
\u4e3a\u4e86\u5efa\u7acb\u6bd4\u8f83\u57fa\u7ebf\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u4e24\u79cd\u5e38\u89c1\u7684LLM\u8bb0\u5fc6\u65b9\u6cd5\uff1a\u5168\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u548c\u4f1a\u8bdd\u6458\u8981\u3002\u4f7f\u7528gpt-4-turbo\uff0c\u5168\u5bf9\u8bdd\u57fa\u7ebf\u5b9e\u73b0\u4e8694.4%\u7684\u51c6\u786e\u7387\uff0c\u7565\u9ad8\u4e8eMemGPT\u62a5\u544a\u7684\u7ed3\u679c\uff0c\u800c\u4f1a\u8bdd\u6458\u8981\u57fa\u7ebf\u5b9e\u73b0\u4e8678.6%\u3002\u5f53\u4f7f\u7528gpt-4o-mini\u65f6\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u663e\u793a\u51fa\u66f4\u597d\u7684\u6027\u80fd\uff1a\u5168\u5bf9\u8bdd\u4e3a98.0%\uff0c\u4f1a\u8bdd\u6458\u8981\u4e3a88.0%\u3002\u7531\u4e8e\u5728\u5176\u53d1\u8868\u7684\u5de5\u4f5c\u4e2d\u7f3a\u4e4f\u8db3\u591f\u7684\u65b9\u6cd5\u7ec6\u8282\uff0c\u6211\u4eec\u65e0\u6cd5\u4f7f\u7528gpt-4o-mini\u91cd\u73b0MemGPT\u7684\u7ed3\u679c\u3002<\/p>\n
\u7136\u540e\uff0c\u6211\u4eec\u901a\u8fc7\u6444\u53d6\u5bf9\u8bdd\u5e76\u4f7f\u7528\u5176\u641c\u7d22\u529f\u80fd\u68c0\u7d22\u524d10\u4e2a\u6700\u76f8\u5173\u7684\u8282\u70b9\u548c\u8fb9\u6765\u8bc4\u4f30Zep\u7684\u6027\u80fd\u3002LLM\u6cd5\u5b98\u5c06\u667a\u80fd\u4f53\u7684\u54cd\u5e94\u4e0e\u63d0\u4f9b\u7684\u6b63\u786e\u7b54\u6848\u8fdb\u884c\u6bd4\u8f83\u3002Zep\u5728\u4f7f\u7528gpt-4-turbo\u65f6\u5b9e\u73b0\u4e8694.8%\u7684\u51c6\u786e\u7387\uff0c\u4f7f\u7528gpt-4o-mini\u65f6\u5b9e\u73b0\u4e8698.2%\uff0c\u663e\u793a\u51fa\u5bf9MemGPT\u548c\u76f8\u5e94\u7684\u5168\u5bf9\u8bdd\u57fa\u7ebf\u7684\u8fb9\u9645\u6539\u8fdb\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u7ed3\u679c\u5fc5\u987b\u653e\u5728\u4e0a\u4e0b\u6587\u4e2d\uff1a\u6bcf\u4e2a\u5bf9\u8bdd\u4ec5\u5305\u542b60\u6761\u6d88\u606f\uff0c\u5f88\u5bb9\u6613\u9002\u5e94\u5f53\u524d\u7684LLM\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n
DMR\u8bc4\u4f30\u7684\u5c40\u9650\u6027\u8d85\u51fa\u4e86\u5176\u5c0f\u89c4\u6a21\u3002\u6211\u4eec\u7684\u5206\u6790\u63ed\u793a\u4e86\u57fa\u51c6\u6d4b\u8bd5\u8bbe\u8ba1\u7684\u663e\u8457\u5f31\u70b9\u3002\u8bc4\u4f30\u5b8c\u5168\u4f9d\u8d56\u4e8e\u5355\u56de\u5408\u3001\u4e8b\u5b9e\u68c0\u7d22\u95ee\u9898\uff0c\u65e0\u6cd5\u8bc4\u4f30\u590d\u6742\u7684\u8bb0\u5fc6\u7406\u89e3\u3002\u8bb8\u591a\u95ee\u9898\u5305\u542b\u6a21\u7cca\u7684\u63aa\u8f9e\uff0c\u63d0\u5230\u4e86\u50cf\u201c\u6700\u559c\u7231\u7684\u653e\u677e\u996e\u6599\u201d\u6216\u201c\u5947\u602a\u7684\u7231\u597d\u201d\u8fd9\u6837\u7684\u6982\u5ff5\uff0c\u800c\u8fd9\u4e9b\u6982\u5ff5\u5728\u5bf9\u8bdd\u4e2d\u5e76\u672a\u660e\u786e\u63cf\u8ff0\u3002\u6700\u5173\u952e\u7684\u662f\uff0c\u6570\u636e\u96c6\u5bf9LLM\u667a\u80fd\u4f53\u7684\u73b0\u5b9e\u4f01\u4e1a\u7528\u4f8b\u8868\u73b0\u4e0d\u4f73\u3002\u4f7f\u7528\u73b0\u4ee3LLM\u7684\u7b80\u5355\u5168\u4e0a\u4e0b\u6587\u65b9\u6cd5\u6240\u53d6\u5f97\u7684\u4f18\u5f02\u6027\u80fd\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86\u57fa\u51c6\u6d4b\u8bd5\u5728\u8bc4\u4f30\u8bb0\u5fc6\u7cfb\u7edf\u65b9\u9762\u7684\u4e0d\u8db3\u3002<\/p>\n
\u8fd9\u4e00\u4e0d\u8db3\u5728\u30107\u3011\u4e2d\u7684\u53d1\u73b0\u4e2d\u5f97\u5230\u4e86\u8fdb\u4e00\u6b65\u5f3a\u8c03\uff0c\u8be5\u53d1\u73b0\u8868\u660e\uff0c\u968f\u7740\u5bf9\u8bdd\u957f\u5ea6\u7684\u589e\u52a0\uff0cLLM\u5728LongMemEval\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\u8fc5\u901f\u4e0b\u964d\u3002LongMemEval\u6570\u636e\u96c6\u30107\u3011\u901a\u8fc7\u63d0\u4f9b\u66f4\u957f\u3001\u66f4\u8fde\u8d2f\u7684\u5bf9\u8bdd\uff0c\u66f4\u597d\u5730\u53cd\u6620\u4e86\u4f01\u4e1a\u573a\u666f\uff0c\u4ee5\u53ca\u66f4\u591a\u6837\u5316\u7684\u8bc4\u4f30\u95ee\u9898\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e9b\u7f3a\u70b9\u3002<\/p>\n
4.3 LongMemEval\uff08LME\uff09<\/h3>\n
\u6211\u4eec\u4f7f\u7528LongMemEvals\u6570\u636e\u96c6\u8bc4\u4f30\u4e86Zep\uff0c\u8be5\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u4ee3\u8868\u73b0\u5b9e\u4e16\u754c\u4e1a\u52a1\u5e94\u7528LLM\u667a\u80fd\u4f53\u7684\u5bf9\u8bdd\u548c\u95ee\u9898\u3002LongMemEvals\u6570\u636e\u96c6\u5bf9\u73b0\u6709\u7684LLM\u548c\u5546\u4e1a\u8bb0\u5fc6\u89e3\u51b3\u65b9\u6848\u30107\u3011\u63d0\u51fa\u4e86\u91cd\u5927\u6311\u6218\uff0c\u5bf9\u8bdd\u5e73\u5747\u957f\u5ea6\u7ea6\u4e3a115,000\u4e2a\u6807\u8bb0\u3002\u8fd9\u4e2a\u957f\u5ea6\u867d\u7136\u76f8\u5f53\u5927\uff0c\u4f46\u4ecd\u5728\u5f53\u524d\u524d\u6cbf\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5185\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u5efa\u7acb\u6709\u610f\u4e49\u7684\u57fa\u7ebf\u6765\u8bc4\u4f30Zep\u7684\u6027\u80fd\u3002<\/p>\n
\u6570\u636e\u96c6\u5305\u542b\u4e86\u516d\u79cd\u4e0d\u540c\u7684\u95ee\u9898\u7c7b\u578b\uff1a\u5355\u4f1a\u8bdd\u7528\u6237\u3001\u5355\u4f1a\u8bdd\u52a9\u624b\u3001\u5355\u4f1a\u8bdd\u504f\u597d\u3001\u591a\u4f1a\u8bdd\u3001\u77e5\u8bc6\u66f4\u65b0\u548c\u65f6\u5e8f\u63a8\u7406\u3002\u8fd9\u4e9b\u7c7b\u522b\u5728\u6570\u636e\u96c6\u4e2d\u7684\u5206\u5e03\u5e76\u4e0d\u5747\u5300\uff1b\u6709\u5173\u8be6\u7ec6\u4fe1\u606f\uff0c\u6211\u4eec\u5efa\u8bae\u8bfb\u8005\u53c2\u9605\u30107\u3011\u3002<\/p>\n
\u6211\u4eec\u57282024\u5e7412\u6708\u81f32025\u5e741\u6708\u671f\u95f4\u8fdb\u884c\u4e86\u6240\u6709\u5b9e\u9a8c\u3002\u6211\u4eec\u4f7f\u7528\u4f4d\u4e8e\u9a6c\u8428\u8bf8\u585e\u5dde\u6ce2\u58eb\u987f\u7684\u4f4f\u5b85\u5730\u70b9\u7684\u6d88\u8d39\u7c7b\u7b14\u8bb0\u672c\u7535\u8111\u8fdb\u884c\u6d4b\u8bd5\uff0c\u8fde\u63a5\u5230\u5728AWS us-west-2\u6258\u7ba1\u7684Zep\u670d\u52a1\u3002\u8fd9\u79cd\u5206\u5e03\u5f0f\u67b6\u6784\u5728\u8bc4\u4f30Zep\u7684\u6027\u80fd\u65f6\u5f15\u5165\u4e86\u989d\u5916\u7684\u7f51\u7edc\u5ef6\u8fdf\uff0c\u5c3d\u7ba1\u5728\u6211\u4eec\u7684\u57fa\u7ebf\u8bc4\u4f30\u4e2d\u4e0d\u5b58\u5728\u8fd9\u79cd\u5ef6\u8fdf\u3002<\/p>\n
\u5bf9\u4e8e\u7b54\u6848\u8bc4\u4f30\uff0c\u6211\u4eec\u4f7f\u7528GPT-4o\uff0c\u5e76\u63d0\u4f9b\u4e86\u30107\u3011\u4e2d\u63d0\u4f9b\u7684\u95ee\u9898\u7279\u5b9a\u63d0\u793a\uff0c\u8fd9\u4e9b\u63d0\u793a\u5df2\u8bc1\u660e\u4e0e\u4eba\u7c7b\u8bc4\u4f30\u8005\u9ad8\u5ea6\u76f8\u5173\u3002<\/p>\n
4.3.1 LongMemEval\u548cMemGPT<\/h3>\n
\u4e3a\u4e86\u5728Zep\u548c\u5f53\u524d\u6700\u5148\u8fdb\u7684MemGPT\u7cfb\u7edf\u30103\u3011\u4e4b\u95f4\u5efa\u7acb\u6bd4\u8f83\u57fa\u51c6\uff0c\u6211\u4eec\u5c1d\u8bd5\u4f7f\u7528LongMemEval\u6570\u636e\u96c6\u8bc4\u4f30MemGPT\u3002\u9274\u4e8e\u5f53\u524d\u7684MemGPT\u6846\u67b6\u4e0d\u652f\u6301\u76f4\u63a5\u6444\u53d6\u73b0\u6709\u7684\u6d88\u606f\u5386\u53f2\uff0c\u6211\u4eec\u901a\u8fc7\u5c06\u5bf9\u8bdd\u6d88\u606f\u6dfb\u52a0\u5230\u6863\u6848\u5386\u53f2\u4e2d\u5b9e\u65bd\u4e86\u4e00\u4e2a\u53d8\u901a\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u6211\u4eec\u65e0\u6cd5\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u5b9e\u73b0\u6210\u529f\u7684\u95ee\u7b54\u3002\u6211\u4eec\u671f\u5f85\u770b\u5230\u5176\u4ed6\u7814\u7a76\u56e2\u961f\u5bf9\u8fd9\u4e00\u57fa\u51c6\u6d4b\u8bd5\u7684\u8bc4\u4f30\uff0c\u56e0\u4e3a\u6bd4\u8f83\u6027\u80fd\u6570\u636e\u5c06\u6709\u76ca\u4e8eLLM\u8bb0\u5fc6\u7cfb\u7edf\u7684\u66f4\u5e7f\u6cdb\u53d1\u5c55\u3002<\/p>\n
4.3.2 LongMemEval\u7ed3\u679c<\/h3>\n
Zep\u5728\u4e0e\u57fa\u7ebf\u76f8\u6bd4\uff0c\u5728\u51c6\u786e\u6027\u548c\u5ef6\u8fdf\u65b9\u9762\u90fd\u8868\u73b0\u51fa\u663e\u8457\u7684\u6539\u8fdb\u3002\u4f7f\u7528gpt-4o-mini\uff0cZep\u6bd4\u57fa\u7ebf\u5b9e\u73b0\u4e8615.2%\u7684\u51c6\u786e\u7387\u63d0\u5347\uff0c\u800cgpt-4o\u5b9e\u73b0\u4e8618.5%\u7684\u63d0\u5347\u3002\u51cf\u5c11\u7684\u63d0\u793a\u5927\u5c0f\u4e5f\u5bfc\u81f4\u4e86\u4e0e\u57fa\u7ebf\u5b9e\u73b0\u76f8\u6bd4\uff0c\u5ef6\u8fdf\u6210\u672c\u663e\u8457\u964d\u4f4e\u3002<\/p>\n
\u88682\uff1aLongMemEvals<\/p>\n\n\n\n\n\n\n\n
\u8bb0\u5fc6<\/td>\n\u6a21\u578b<\/td>\n\u5f97\u5206<\/td>\n\u5ef6\u8fdf<\/td>\n\u5ef6\u8fdf IQR<\/td>\n\u5e73\u5747\u4e0a\u4e0b\u6587\u6807\u8bb0<\/td>\n<\/tr>\n
\u5168\u4e0a\u4e0b\u6587<\/td>\ngpt-4o-mini<\/td>\n55.4%<\/td>\n31.3 s<\/td>\n8.76 s<\/td>\n115k<\/td>\n<\/tr>\n
Zep<\/td>\ngpt-4o-mini<\/td>\n63.8%<\/td>\n3.20 s<\/td>\n1.31 s<\/td>\n1.6k<\/td>\n<\/tr>\n
\u5168\u4e0a\u4e0b\u6587<\/td>\ngpt-40<\/td>\n60.2%<\/td>\n28.9 s<\/td>\n6.01 s<\/td>\n115k<\/td>\n<\/tr>\n
Zep<\/td>\ngpt-40<\/td>\n71.2%<\/td>\n2.58 s<\/td>\n0.684 s<\/td>\n1.6k<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u901a\u8fc7\u95ee\u9898\u7c7b\u578b\u7684\u5206\u6790\u663e\u793a\uff0c\u4f7f\u7528Zep\u7684gpt-4o-mini\u5728\u516d\u79cd\u7c7b\u522b\u4e2d\u6709\u56db\u79cd\u8868\u73b0\u51fa\u6539\u8fdb\uff0c\u5728\u590d\u6742\u7684\u95ee\u7c7b\u578b\u4e2d\u6539\u8fdb\u6700\u4e3a\u663e\u8457\uff1a\u5355\u4f1a\u8bdd\u504f\u597d\u3001\u591a\u4f1a\u8bdd\u548c\u65f6\u5e8f\u63a8\u7406\u3002\u5f53\u4f7f\u7528gpt-4o\u65f6\uff0cZep\u5728\u77e5\u8bc6\u66f4\u65b0\u7c7b\u522b\u4e2d\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u6539\u8fdb\uff0c\u7a81\u51fa\u4e86\u5176\u4e0e\u66f4\u6709\u80fd\u529b\u7684\u6a21\u578b\u914d\u5408\u4f7f\u7528\u65f6\u66f4\u6709\u6548\u3002\u7136\u800c\uff0c\u53ef\u80fd\u9700\u8981\u989d\u5916\u7684\u5f00\u53d1\u6765\u63d0\u9ad8\u80fd\u529b\u8f83\u4f4e\u7684\u6a21\u578b\u5bf9Zep\u65f6\u95f4\u6570\u636e\u7684\u7406\u89e3\u3002<\/p>\n
\u88683\uff1aLongMemEvals\u95ee\u9898\u7c7b\u578b\u5206\u89e3<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
<\/td>\n<\/tr>\n
\u95ee\u9898\u7c7b\u578b<\/td>\n\u6a21\u578b<\/td>\n\u5168\u4e0a\u4e0b\u6587<\/td>\nZep<\/td>\n\u589e\u91cf<\/td>\n<\/tr>\n
\u5355\u4f1a\u8bdd\u504f\u597d<\/td>\ngpt-4o-mini<\/td>\n30.0%<\/td>\n53.3%<\/td>\n77.7%\u4e2a<\/td>\n<\/tr>\n
\u5355\u4f1a\u8bdd\u52a9\u624b<\/td>\ngpt-4o-mini<\/td>\n81.8%<\/td>\n75.0%<\/td>\n\u2191%90’6<\/td>\n<\/tr>\n
\u65f6\u5e8f\u63a8\u7406<\/td>\ngpt-4o-mini<\/td>\n36.5%<\/td>\n54.1%<\/td>\n48.2%\u2191<\/td>\n<\/tr>\n
\u591a\u4f1a\u8bdd<\/td>\ngpt-4o-mini<\/td>\n40.6%<\/td>\n47.4%<\/td>\n16.7%\u2191<\/td>\n<\/tr>\n
\u77e5\u8bc6\u66f4\u65b0<\/td>\ngpt-4o-mini<\/td>\n76.9%<\/td>\n74.4%<\/td>\n3.36%\u2193<\/td>\n<\/tr>\n
\u5355\u4f1a\u8bdd\u7528\u6237<\/td>\ngpt-4o-mini<\/td>\n81.4%<\/td>\n92.9%<\/td>\n14.1%\u2191<\/td>\n<\/tr>\n
\u5355\u4f1a\u8bdd\u504f\u597d<\/td>\ngpt-40<\/td>\n20.0%<\/td>\n56.7%<\/td>\n184%\u2191<\/td>\n<\/tr>\n
\u5355\u4f1a\u8bdd\u52a9\u624b<\/td>\ngpt-40<\/td>\n94.6%<\/td>\n80.4%<\/td>\n17.7%\u2193<\/td>\n<\/tr>\n
\u65f6\u5e8f\u63a8\u7406<\/td>\ngpt-40<\/td>\n45.1%<\/td>\n62.4%<\/td>\n38.4%\u4e2a<\/td>\n<\/tr>\n
\u591a\u4f1a\u8bdd<\/td>\ngpt-40<\/td>\n44.3%<\/td>\n57.9%<\/td>\n30.7%\u2191<\/td>\n<\/tr>\n
\u77e5\u8bc6\u66f4\u65b0<\/td>\ngpt-40<\/td>\n78.2%<\/td>\n83.3%<\/td>\n6.52%\u2191<\/td>\n<\/tr>\n
\u5355\u4f1a\u8bdd\u7528\u6237<\/td>\ngpt-40<\/td>\n81.4%<\/td>\n92.9%<\/td>\n14.1%\u2191<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\u4e86Zep\u80fd\u591f\u63d0\u9ad8\u8de8\u6a21\u578b\u89c4\u6a21\u7684\u8868\u73b0\uff0c\u4e0e\u66f4\u6709\u80fd\u529b\u7684\u6a21\u578b\u914d\u5408\u4f7f\u7528\u65f6\uff0c\u5728\u590d\u6742\u548c\u7ec6\u817b\u7684\u95ee\u9898\u7c7b\u578b\u4e2d\u89c2\u5bdf\u5230\u7684\u6539\u8fdb\u6700\u4e3a\u663e\u8457\u3002\u5ef6\u8fdf\u6539\u8fdb\u5c24\u4e3a\u663e\u8457\uff0cZep\u5c06\u54cd\u5e94\u65f6\u95f4\u51cf\u5c11\u4e86\u5927\u7ea690%\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/p>\n
\u5355\u4f1a\u8bdd\u52a9\u624b\u95ee\u9898\u7684\u8868\u73b0\u4e0b\u964d\u2014\u2014gpt-4o\u4e0b\u964d\u4e8617.7%\uff0cgpt-4o-mini\u4e0b\u964d\u4e869.06%\u2014\u2014\u4ee3\u8868\u4e86Zep\u5728\u5176\u4ed6\u65b9\u9762\u7684\u4e00\u81f4\u6539\u8fdb\u4e2d\u7684\u4e00\u4e2a\u663e\u8457\u4f8b\u5916\uff0c\u5e76\u8868\u660e\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u548c\u5de5\u7a0b\u5de5\u4f5c\u3002<\/p>\n
5. \u7ed3\u8bba<\/h2>\n
\u6211\u4eec\u5df2\u7ecf\u4ecb\u7ecd\u4e86Zep\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8e\u56fe\u7684LLM\u8bb0\u5fc6\u65b9\u6cd5\uff0c\u5b83\u7ed3\u5408\u4e86\u8bed\u4e49\u548c\u60c5\u8282\u8bb0\u5fc6\u4ee5\u53ca\u5b9e\u4f53\u548c\u793e\u533a\u6458\u8981\u3002\u6211\u4eec\u7684\u8bc4\u4f30\u8868\u660e\uff0cZep\u5728\u73b0\u6709\u7684\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u6807\u8bb0\u6210\u672c\uff0c\u5e76\u5728\u663e\u8457\u964d\u4f4e\u7684\u5ef6\u8fdf\u4e0b\u8fd0\u884c\u3002<\/p>\n
\u867d\u7136Graphiti\u548cZep\u6240\u53d6\u5f97\u7684\u6210\u679c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u53ef\u80fd\u53ea\u662f\u57fa\u4e8e\u56fe\u7684\u8bb0\u5fc6\u7cfb\u7edf\u7684\u521d\u6b65\u8fdb\u5c55\u3002\u591a\u4e2a\u7814\u7a76\u9014\u5f84\u53ef\u4ee5\u5728\u8fd9\u4e24\u4e2a\u6846\u67b6\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\uff0c\u5305\u62ec\u5c06\u5176\u4ed6GraphRAG\u65b9\u6cd5\u6574\u5408\u5230Zep\u8303\u5f0f\u4e2d\uff0c\u4ee5\u53ca\u6211\u4eec\u5de5\u4f5c\u7684\u65b0\u9896\u6269\u5c55\u3002<\/p>\n
\u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u4e86\u5728GraphRAG\u8303\u5f0f\u4e2d\u5bf9LLM\u5b9e\u4f53\u548c\u8fb9\u63d0\u53d6\u8fdb\u884c\u5fae\u8c03\u6a21\u578b\u7684\u4ef7\u503c\uff0c\u5728\u63d0\u9ad8\u51c6\u786e\u6027\u7684\u540c\u65f6\u51cf\u5c11\u6210\u672c\u548c\u5ef6\u8fdf\u301019\u3011\u301025\u3011\u3002\u7c7b\u4f3c\u5730\uff0c\u4e3aGraphiti\u63d0\u793a\u5fae\u8c03\u7684\u6a21\u578b\u53ef\u80fd\u4f1a\u589e\u5f3a\u77e5\u8bc6\u63d0\u53d6\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u590d\u6742\u7684\u5bf9\u8bdd\u3002\u6b64\u5916\uff0c\u5c3d\u7ba1\u5f53\u524d\u5bf9LLM\u751f\u6210\u7684\u77e5\u8bc6\u56fe\u8c31\u7684\u7814\u7a76\u4e3b\u8981\u5728\u6ca1\u6709\u6b63\u5f0f\u672c\u4f53\u30109\u3011\u30104\u3011\u301017\u3011\u301019\u3011\u301026\u3011\u7684\u60c5\u51b5\u4e0b\u8fd0\u4f5c\uff0c\u4f46\u7279\u5b9a\u9886\u57df\u7684\u672c\u4f53\u5177\u6709\u663e\u8457\u6f5c\u529b\u3002\u56fe\u672c\u4f53\uff0c\u5728\u9884LLM\u77e5\u8bc6\u56fe\u8c31\u5de5\u4f5c\u4e2d\u662f\u57fa\u7840\uff0c\u503c\u5f97\u5728Graphiti\u6846\u67b6\u4e2d\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002<\/p>\n
\u6211\u4eec\u5bf9\u5408\u9002\u7684\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\u7684\u641c\u7d22\u63ed\u793a\u4e86\u6709\u9650\u7684\u9009\u62e9\uff0c\u73b0\u6709\u7684\u57fa\u51c6\u6d4b\u8bd5\u901a\u5e38\u7f3a\u4e4f\u7a33\u5065\u6027\u548c\u590d\u6742\u6027\uff0c\u7ecf\u5e38\u9ed8\u8ba4\u4e3a\u7b80\u5355\u7684\u5bfb\u9488\u5f0f\u4e8b\u5b9e\u68c0\u7d22\u95ee\u9898\u30103\u3011\u3002\u8be5\u9886\u57df\u9700\u8981\u989d\u5916\u7684\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u53cd\u6620\u5ba2\u6237\u4f53\u9a8c\u4efb\u52a1\u7b49\u4e1a\u52a1\u5e94\u7528\uff0c\u4ee5\u6709\u6548\u5730\u8bc4\u4f30\u548c\u533a\u5206\u8bb0\u5fc6\u65b9\u6cd5\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u73b0\u6709\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0d\u8db3\u4ee5\u8bc4\u4f30Zep\u5904\u7406\u548c\u7efc\u5408\u5bf9\u8bdd\u5386\u53f2\u4e0e\u7ed3\u6784\u5316\u4e1a\u52a1\u6570\u636e\u7684\u80fd\u529b\u3002\u867d\u7136Zep\u4e13\u6ce8\u4e8eLLM\u8bb0\u5fc6\uff0c\u4f46\u5176\u4f20\u7edf\u7684RAG\u80fd\u529b\u5e94\u8be5\u9488\u5bf9\u301017\u3011\u301027\u3011\u301028\u3011\u4e2d\u786e\u7acb\u7684\u57fa\u51c6\u6d4b\u8bd5\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n
\u5f53\u524d\u5173\u4e8eLLM\u8bb0\u5fc6\u548cRAG\u7cfb\u7edf\u7684\u6587\u732e\u4e0d\u8db3\u591f\u5730\u89e3\u51b3\u4e86\u751f\u4ea7\u7cfb\u7edf\u53ef\u6269\u5c55\u6027\u5728\u6210\u672c\u548c\u5ef6\u8fdf\u65b9\u9762\u7684\u95ee\u9898\u3002\u6211\u4eec\u5305\u62ec\u4e86\u68c0\u7d22\u673a\u5236\u7684\u5ef6\u8fdf\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u5f00\u59cb\u89e3\u51b3\u8fd9\u4e00\u5dee\u8ddd\uff0c\u9075\u5faaLightRAG\u7684\u4f5c\u8005\u5728\u4f18\u5148\u8003\u8651\u8fd9\u4e9b\u6307\u6807\u65b9\u9762\u7684\u4f8b\u5b50\u3002<\/p>\n
6. \u9644\u5f55<\/h2>\n
6.1 \u56fe\u8c31\u6784\u5efa\u63d0\u793a<\/h3>\n
6.1.1 \u5b9e\u4f53\u63d0\u53d6<\/h4>\n
<\u4e4b\u524d\u7684\u6d88\u606f>\r\n{previous_messages}\r\n<\/\u4e4b\u524d\u7684\u6d88\u606f>\r\n<\u5f53\u524d\u6d88\u606f>\r\n{current_message}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n\u6839\u636e\u4e0a\u8ff0\u5bf9\u8bdd\u5185\u5bb9\uff0c\u4ece\u5f53\u524d\u6d88\u606f\uff08CURRENT MESSAGE\uff09\u4e2d\u63d0\u53d6\u660e\u786e\u6216\u9690\u542b\u63d0\u5230\u7684\u5b9e\u4f53\u8282\u70b9\uff1a\r\n\u6307\u5bfc\u539f\u5219\uff1a\r\n1. \u59cb\u7ec8\u5c06\u8bf4\u8bdd\u8005\/\u884c\u52a8\u8005\u63d0\u53d6\u4e3a\u7b2c\u4e00\u4e2a\u8282\u70b9\u3002\u8bf4\u8bdd\u8005\u662f\u6bcf\u884c\u5bf9\u8bdd\u4e2d\u5192\u53f7\u524d\u7684\u90e8\u5206\u3002\r\n2. \u63d0\u53d6\u5f53\u524d\u6d88\u606f\u4e2d\u63d0\u5230\u7684\u5176\u4ed6\u91cd\u8981\u5b9e\u4f53\u3001\u6982\u5ff5\u6216\u884c\u52a8\u8005\u3002\r\n3. \u4e0d\u8981\u4e3a\u5173\u7cfb\u6216\u884c\u4e3a\u521b\u5efa\u8282\u70b9\u3002\r\n4. \u4e0d\u8981\u4e3a\u65f6\u95f4\u4fe1\u606f\uff08\u5982\u65e5\u671f\u3001\u65f6\u95f4\u6216\u5e74\u4efd\uff09\u521b\u5efa\u8282\u70b9\uff08\u8fd9\u4e9b\u4fe1\u606f\u5c06\u5728\u540e\u7eed\u4f5c\u4e3a\u8fb9\u6dfb\u52a0\uff09\u3002\r\n5. \u8282\u70b9\u540d\u79f0\u5c3d\u91cf\u5177\u4f53\uff0c\u4f7f\u7528\u5168\u79f0\u3002\r\n6. \u4e0d\u8981\u63d0\u53d6\u4ec5\u5728\u524d\u6587\u4e2d\u63d0\u5230\u7684\u5b9e\u4f53\u3002\r\n<\/code><\/pre>\n
6.1.2 \u5b9e\u4f53\u89e3\u6790<\/h4>\n
<\u4e4b\u524d\u7684\u6d88\u606f>\r\n{previous_messages}\r\n<\/\u4e4b\u524d\u7684\u6d88\u606f>\r\n<\u5f53\u524d\u6d88\u606f>\r\n{current_message}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n<\u5df2\u6709\u8282\u70b9>\r\n{existing_nodes}\r\n<\/\u5df2\u6709\u8282\u70b9>\r\n\u6839\u636e\u4e0a\u8ff0\u5df2\u6709\u8282\u70b9\uff08EXISTING NODES\uff09\u3001\u6d88\u606f\uff08MESSAGE\uff09\u4ee5\u53ca\u4e4b\u524d\u7684\u6d88\u606f\uff08PREVIOUS MESSAGES\uff09\uff0c\u5224\u65ad\u4ece\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u51fa\u7684\u65b0\u8282\u70b9\uff08NEW NODE\uff09\u662f\u5426\u662f\u5df2\u6709\u8282\u70b9\u4e2d\u7684\u91cd\u590d\u5b9e\u4f53\u3002\r\n<\u65b0\u8282\u70b9>\r\n{new_node}\r\n<\/\u65b0\u8282\u70b9>\r\n\u4efb\u52a1\uff1a\r\n1. \u5982\u679c\u65b0\u8282\u70b9\u4e0e\u5df2\u6709\u8282\u70b9\u4e2d\u4efb\u610f\u4e00\u4e2a\u4ee3\u8868\u7684\u662f\u540c\u4e00\u4e2a\u5b9e\u4f53\uff0c\u8bf7\u5728\u56de\u590d\u4e2d\u8fd4\u56de `is_duplicate: true`\u3002\r\n\u5426\u5219\uff0c\u8fd4\u56de `is_duplicate: false`\u3002\r\n2. \u5982\u679c\u8fd4\u56de\u4e3a is_duplicate: true\uff0c\u8fd8\u9700\u5728\u56de\u590d\u4e2d\u8fd4\u56de\u91cd\u590d\u8282\u70b9\u7684 uuid\u3002\r\n3. \u5982\u679c\u8fd4\u56de\u4e3a is_duplicate: true\uff0c\u8bf7\u8fd4\u56de\u8be5\u8282\u70b9\u6700\u5b8c\u6574\u7684\u5168\u540d\u4f5c\u4e3a\u540d\u79f0\u3002\r\n\u6307\u5bfc\u539f\u5219\uff1a\r\n1. \u8bf7\u7ed3\u5408\u8282\u70b9\u7684\u540d\u79f0\u548c\u6458\u8981\u6765\u5224\u65ad\u662f\u5426\u4e3a\u91cd\u590d\u5b9e\u4f53\u3002\u91cd\u590d\u8282\u70b9\u7684\u540d\u79f0\u53ef\u80fd\u4e0d\u540c\u3002\r\n<\/code><\/pre>\n
6.1.3 \u4e8b\u5b9e\u63d0\u53d6<\/h4>\n
<PREVIOUS MESSAGES>\r\n{previous_messages}\r\n<\/PREVIOUS MESSAGES>\r\n<CURRENT MESSAGE>\r\n{current_message}\r\n<\/CURRENT MESSAGE>\r\n<ENTITIES>\r\n{entities}\r\n<\/ENTITIES>\r\n\u6839\u636e\u4ee5\u4e0a\u7684\u6d88\u606f\uff08MESSAGES\uff09\u548c\u5b9e\u4f53\uff08ENTITIES\uff09\uff0c\u4ece\u5f53\u524d\u6d88\u606f\uff08CURRENT MESSAGE\uff09\u4e2d\u63d0\u53d6\u6240\u6709\u4e0e\u5217\u51fa\u7684\u5b9e\u4f53\u6709\u5173\u7684\u4e8b\u5b9e\u4fe1\u606f\u3002\r\n\u6307\u5357\uff1a\r\n1. \u4ec5\u63d0\u53d6\u51fa\u73b0\u5728\u6240\u63d0\u4f9b\u5b9e\u4f53\u4e4b\u95f4\u7684\u4e8b\u5b9e\u3002\r\n2. \u6bcf\u6761\u4e8b\u5b9e\u5e94\u4ee3\u8868\u4e24\u4e2a**\u4e0d\u540c\u8282\u70b9**\u4e4b\u95f4\u7684\u660e\u786e\u5173\u7cfb\u3002\r\n3. relation_type \u5e94\u4e3a\u7b80\u6d01\u3001\u5168\u5927\u5199\u7684\u5173\u7cfb\u63cf\u8ff0\uff08\u4f8b\u5982\uff1aLOVES\u3001IS_FRIENDS_WITH\u3001WORKS_FOR\uff09\u3002\r\n4. \u63d0\u4f9b\u5305\u542b\u6240\u6709\u76f8\u5173\u4fe1\u606f\u7684\u66f4\u8be6\u7ec6\u4e8b\u5b9e\u63cf\u8ff0\u3002\r\n5. \u5982\u6709\u5fc5\u8981\uff0c\u8003\u8651\u5173\u7cfb\u4e2d\u7684\u65f6\u95f4\u8981\u7d20\u3002\r\n<\/code><\/pre>\n
6.1.4 \u4e8b\u5b9e\u89e3\u6790<\/h4>\n
\u6839\u636e\u4ee5\u4e0b\u4e0a\u4e0b\u6587\uff0c\u5224\u65ad New Edge \u662f\u5426\u4e0e Existing Edges \u5217\u8868\u4e2d\u7684\u4efb\u610f\u4e00\u6761\u8fb9\u8868\u793a\u76f8\u540c\u7684\u4fe1\u606f\u3002\r\n<EXISTING EDGES>  \r\n{existing_edges}  \r\n<\/EXISTING EDGES>  \r\n<NEW EDGE>  \r\n{new_edge}  \r\n<\/NEW EDGE>\r\n\u4efb\u52a1\uff1a  \r\n1. \u5982\u679c New Edge \u8868\u8fbe\u7684\u4fe1\u606f\u4e0e Existing Edges \u4e2d\u4efb\u610f\u4e00\u6761\u8fb9\u7684\u4e8b\u5b9e\u4fe1\u606f\u76f8\u540c\uff0c\u8bf7\u5728\u56de\u590d\u4e2d\u8fd4\u56de `is_duplicate: true`\uff1b\u5426\u5219\u8fd4\u56de `is_duplicate: false`\u3002  \r\n2. \u5982\u679c `is_duplicate` \u4e3a true\uff0c\u8fd8\u9700\u5728\u56de\u590d\u4e2d\u8fd4\u56de\u8be5\u73b0\u6709\u8fb9\u7684 uuid\u3002\r\n\u6307\u5bfc\u539f\u5219\uff1a  \r\n1. \u5373\u4f7f\u4e8b\u5b9e\u4fe1\u606f\u4e0d\u5b8c\u5168\u4e00\u81f4\uff0c\u53ea\u8981\u8868\u8fbe\u7684\u662f\u76f8\u540c\u7684\u4fe1\u606f\uff0c\u5373\u53ef\u89c6\u4e3a\u91cd\u590d\u3002\r\n<\/code><\/pre>\n
6.1.5 \u65f6\u95f4\u63d0\u53d6<\/h4>\n
<\u5148\u524d\u6d88\u606f>\r\n{previous_messages}\r\n<\/\u5148\u524d\u6d88\u606f>\r\n<\u5f53\u524d\u6d88\u606f>\r\n{current_message}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n<\u53c2\u8003\u65f6\u95f4\u6233>\r\n{reference_timestamp}\r\n<\/\u53c2\u8003\u65f6\u95f4\u6233>\r\n<\u4e8b\u5b9e>\r\n{fact}\r\n<\/\u4e8b\u5b9e>\r\n\u91cd\u8981\u63d0\u793a\uff1a\u4ec5\u5f53\u65f6\u95f4\u4fe1\u606f\u662f\u6240\u63d0\u4f9b\u4e8b\u5b9e\u7684\u4e00\u90e8\u5206\u65f6\u624d\u63d0\u53d6\u65f6\u95f4\uff0c\u5426\u5219\u8bf7\u5ffd\u7565\u63d0\u5230\u7684\u65f6\u95f4\u3002\r\n\u8bf7\u6839\u636e\u63d0\u4f9b\u7684\u53c2\u8003\u65f6\u95f4\u6233\u5c3d\u53ef\u80fd\u786e\u5b9a\u786e\u5207\u65e5\u671f\uff08\u4f8b\u5982 \u201c10 \u5e74\u524d\u201d\u201c2 \u5206\u949f\u524d\u201d \u8fd9\u6837\u7684\u76f8\u5bf9\u65f6\u95f4\u4e5f\u8981\u6362\u7b97\u4e3a\u786e\u5207\u65f6\u95f4\uff09\u3002\r\n\u5982\u679c\u5173\u7cfb\u5e76\u975e\u662f\u6301\u7eed\u6027\u7684\uff0c\u4f46\u4ecd\u80fd\u786e\u5b9a\u65e5\u671f\uff0c\u8bf7\u4ec5\u8bbe\u7f6e valid_at \u5b57\u6bb5\u3002\r\n\u5b9a\u4e49\uff1a\r\n- valid_at\uff1a\u63cf\u8ff0\u8be5\u4e8b\u5b9e\u6240\u4ee3\u8868\u5173\u7cfb\u9996\u6b21\u6210\u7acb\u6216\u53d8\u4e3a\u771f\u5b9e\u7684\u65e5\u671f\u65f6\u95f4\u3002\r\n- invalid_at\uff1a\u63cf\u8ff0\u8be5\u4e8b\u5b9e\u6240\u4ee3\u8868\u5173\u7cfb\u4e0d\u518d\u6210\u7acb\u6216\u7ec8\u6b62\u7684\u65e5\u671f\u65f6\u95f4\u3002\r\n\u4efb\u52a1\uff1a\r\n\u5206\u6790\u5bf9\u8bdd\u5185\u5bb9\uff0c\u5224\u65ad\u662f\u5426\u6709\u4e0e\u8be5\u5173\u7cfb\u4e8b\u5b9e\u76f8\u5173\u7684\u65e5\u671f\u4fe1\u606f\u3002\u4ec5\u5f53\u65e5\u671f\u660e\u786e\u6d89\u53ca\u5173\u7cfb\u7684\u5efa\u7acb\u6216\u53d8\u5316\u65f6\u624d\u586b\u5199\u3002\r\n\u6307\u5357\uff1a\r\n1. \u4f7f\u7528 ISO 8601 \u683c\u5f0f\uff08YYYY-MM-DDTHH:MM:SS.SSSSSSZ\uff09\u8868\u793a\u65e5\u671f\u65f6\u95f4\u3002\r\n2. \u5224\u65ad\u65f6\u4f7f\u7528\u53c2\u8003\u65f6\u95f4\u6233\u4f5c\u4e3a\u5f53\u524d\u65f6\u95f4\u3002\r\n3. \u5982\u679c\u4e8b\u5b9e\u662f\u4ee5\u73b0\u5728\u65f6\u8868\u8ff0\u7684\uff0c\u5219\u4f7f\u7528\u53c2\u8003\u65f6\u95f4\u6233\u4f5c\u4e3a valid_at \u65e5\u671f\u3002\r\n4. \u5982\u679c\u6ca1\u6709\u7528\u4e8e\u5efa\u7acb\u6216\u66f4\u6539\u5173\u7cfb\u7684\u65f6\u95f4\u4fe1\u606f\uff0c\u8bf7\u5c06\u5b57\u6bb5\u7559\u7a7a\uff08null\uff09\u3002\r\n5. \u4e0d\u8981\u6839\u636e\u76f8\u5173\u4e8b\u4ef6\u63a8\u6d4b\u65e5\u671f\u3002\u53ea\u4f7f\u7528\u76f4\u63a5\u7528\u4e8e\u5efa\u7acb\u6216\u66f4\u6539\u5173\u7cfb\u7684\u65e5\u671f\u3002\r\n6. \u5982\u679c\u63d0\u5230\u7684\u76f8\u5bf9\u65f6\u95f4\u4e0e\u5173\u7cfb\u76f4\u63a5\u76f8\u5173\uff0c\u8bf7\u6839\u636e\u53c2\u8003\u65f6\u95f4\u6233\u8ba1\u7b97\u51fa\u5b9e\u9645\u65e5\u671f\u65f6\u95f4\u3002\r\n7. \u5982\u679c\u53ea\u63d0\u5230\u4e86\u65e5\u671f\u800c\u6ca1\u6709\u5177\u4f53\u65f6\u95f4\uff0c\u9ed8\u8ba4\u65f6\u95f4\u4e3a\u5f53\u65e5 00:00:00\uff08\u5348\u591c\uff09\u3002\r\n8. \u5982\u679c\u53ea\u63d0\u5230\u4e86\u5e74\u4efd\uff0c\u9ed8\u8ba4\u65f6\u95f4\u4e3a\u8be5\u5e74 1 \u6708 1 \u65e5\u7684 00:00:00\u3002\r\n9. \u59cb\u7ec8\u5305\u542b\u65f6\u533a\u504f\u79fb\uff08\u82e5\u672a\u63d0\u53ca\u5177\u4f53\u65f6\u533a\uff0c\u8bf7\u4f7f\u7528 Z \u8868\u793a UTC\uff09\u3002<\/code><\/pre>\n
 <\/p>\n
\u53c2\u8003\uff1a<\/strong><\/p>\n
https:\/\/arxiv.org\/pdf\/2501.13956<\/p>\n
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