{"id":70250,"date":"2026-02-01T17:17:36","date_gmt":"2026-02-01T09:17:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/70250.html"},"modified":"2026-02-01T17:17:36","modified_gmt":"2026-02-01T09:17:36","slug":"%e3%80%90rag%e6%8a%80%e6%9c%af%e3%80%91-%e8%b6%a3%e5%91%b3%e8%a7%a3%e8%af%bbrag-%e9%ab%98%e6%95%88%e5%8f%ac%e5%9b%9e%e7%a7%98%e7%b1%8d%e4%b9%8b%e7%b4%a2%e5%bc%95%e6%89%a9%e5%b1%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/70250.html","title":{"rendered":"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55"},"content":{"rendered":"<h2>RAG\u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55&#xff1a;\u544a\u522b\u201c\u6f0f\u68c0\u201d&#xff0c;\u7cbe\u51c6\u547d\u4e2d\u6bcf\u4e00\u4e2a\u5173\u952e\u4fe1\u606f<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201091735-697f1a2f5d70c.gif\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u54c8\u55bd&#xff0c;\u5404\u4f4d\u641eAI\u3001\u505aRAG\u7684\u5c0f\u4f19\u4f34\u4eec&#xff01;\u662f\u4e0d\u662f\u7ecf\u5e38\u9047\u5230\u8fd9\u79cd\u5d29\u6e83\u573a\u666f&#xff1a;\u660e\u660e\u77e5\u8bc6\u5e93\u91cc\u6709\u76f8\u5173\u5185\u5bb9&#xff0c;\u7528\u6237\u67e5\u8be2\u5374\u641c\u4e0d\u5230&#xff1f;\u6216\u8005\u641c\u51fa\u6765\u7684\u5185\u5bb9\u9a74\u5507\u4e0d\u5bf9\u9a6c\u5634&#xff0c;\u540e\u7eed\u751f\u6210\u7684\u7b54\u6848\u5168\u662f\u5e9f\u8bdd&#xff1f;\u522b\u614c&#xff01;\u4eca\u5929\u54b1\u4eec\u5c31\u805a\u7126RAG\u9ad8\u6548\u53ec\u56de\u7684\u6838\u5fc3\u73a9\u6cd5\u2014\u2014\u7d22\u5f15\u6269\u5c55&#xff0c;\u628a\u539f\u67093\u79cd\u6838\u5fc3\u7b56\u7565\u8bb2\u900f&#xff0c;\u518d\u65b0\u589e3\u4e2a\u5b9e\u6218\u62d3\u5c55\u65b9\u6848&#xff0c;\u4ece\u539f\u7406\u5230\u6848\u4f8b\u3001\u4ece\u4e13\u4e1a\u89e3\u8bfb\u5230\u5927\u767d\u8bdd\u5410\u69fd&#xff0c;\u4fdd\u8bc1\u4f60\u770b\u5b8c\u5c31\u80fd\u4e0a\u624b&#xff0c;\u4ece\u6b64\u548c\u201c\u6f0f\u68c0\u201d\u8bf4\u62dc\u62dc&#xff5e;<\/p>\n<p>\u5148\u4e0a\u76ee\u5f55\u5bfc\u822a&#xff0c;\u70b9\u51fb\u5c31\u80fd\u8df3\u8f6c\u5230\u5bf9\u5e94\u7ae0\u8282&#xff0c;\u61d2\u4eba\u798f\u97f3&#xff01;<\/p>\n<ul>\n<li>\n<p>\u4e00\u3001\u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u7d22\u5f15\u6269\u5c55\u662fRAG\u53ec\u56de\u7684\u201c\u6551\u547d\u7a3b\u8349\u201d&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4e8c\u3001RAG\u7d22\u5f15\u6269\u5c55\u6838\u5fc3\u539f\u6709\u529f\u80fd&#xff08;\u5fc5\u770b\u57fa\u7840&#xff09;<\/p>\n<\/li>\n<li>\n<p>2.1 \u79bb\u6563\u7d22\u5f15\u6269\u5c55&#xff1a;\u5173\u952e\u8bcd&#043;\u5b9e\u4f53&#xff0c;\u7cbe\u51c6\u201c\u6293\u91cd\u70b9\u201d<\/p>\n<\/li>\n<li>\n<p>2.2 \u8fde\u7eed\u7d22\u5f15\u6269\u5c55&#xff1a;\u591a\u5411\u91cf\u6a21\u578b&#xff0c;\u4e92\u8865\u201c\u8865\u6f0f\u6d1e\u201d<\/p>\n<\/li>\n<li>\n<p>2.3 \u6df7\u5408\u7d22\u5f15\u53ec\u56de&#xff1a;BM25&#043;\u5411\u91cf&#xff0c;\u5f3a\u5f3a\u201c\u51d1CP\u201d<\/p>\n<\/li>\n<li>\n<p>\u4e09\u3001\u7d22\u5f15\u6269\u5c55\u5b9e\u6218\u62d3\u5c55\u65b9\u6848&#xff08;\u65b0\u589e3\u79cd&#xff0c;\u8fdb\u9636\u5fc5\u5907&#xff09;<\/p>\n<\/li>\n<li>\n<p>3.1 \u62d3\u5c55\u65b9\u68481&#xff1a;\u5b9e\u4f53\u94fe\u63a5\u589e\u5f3a\u79bb\u6563\u7d22\u5f15&#xff0c;\u675c\u7edd\u201c\u540c\u540d\u4e0d\u540c\u7269\u201d<\/p>\n<\/li>\n<li>\n<p>3.2 \u62d3\u5c55\u65b9\u68482&#xff1a;\u5411\u91cf\u6a21\u578b\u878d\u5408\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u63d0\u5347\u201c\u8bed\u4e49\u7406\u89e3\u5ea6\u201d<\/p>\n<\/li>\n<li>\n<p>3.3 \u62d3\u5c55\u65b9\u68483&#xff1a;\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236&#xff0c;\u89e3\u51b3\u201c\u77e5\u8bc6\u8fc7\u65f6\u201d\u96be\u9898<\/p>\n<\/li>\n<li>\n<p>\u56db\u3001\u7d22\u5f15\u6269\u5c55\u6838\u5fc3\u53c2\u6570\u8c03\u4f18\u6307\u5357&#xff08;\u907f\u5751\u795e\u5668&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u4e94\u3001\u5b9e\u6218\u6848\u4f8b\u590d\u76d8&#xff1a;\u4ece\u201c\u6f0f\u68c0\u201d\u5230\u201c\u5168\u4e2d\u201d\u7684\u8715\u53d8<\/p>\n<\/li>\n<li>\n<p>\u516d\u3001\u4e92\u52a8\u8ba8\u8bba&#xff1a;\u4f60\u7684RAG\u53ec\u56de\u8e29\u8fc7\u54ea\u4e9b\u5751&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4e03\u3001\u8f6c\u8f7d\u58f0\u660e<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u7d22\u5f15\u6269\u5c55\u662fRAG\u53ec\u56de\u7684\u201c\u6551\u547d\u7a3b\u8349\u201d&#xff1f;<\/h3>\n<p>\u54b1\u4eec\u505aRAG\u7684&#xff0c;\u6838\u5fc3\u5c31\u662f\u201c\u53ec\u56de&#043;\u751f\u6210\u201d&#xff0c;\u53ec\u56de\u662f\u7b2c\u4e00\u6b65&#xff0c;\u4e5f\u662f\u6700\u5173\u952e\u7684\u4e00\u6b65\u2014\u2014\u8981\u662f\u53ec\u56de\u90fd\u6ca1\u627e\u5230\u6b63\u786e\u7684\u77e5\u8bc6\u7247\u6bb5&#xff0c;\u540e\u9762LLM\u518d\u80fd\u6253&#xff0c;\u4e5f\u662f\u5de7\u5987\u96be\u4e3a\u65e0\u7c73\u4e4b\u708a&#xff01;<\/p>\n<p>\u5f88\u591a\u5c0f\u4f19\u4f34\u521d\u671f\u505aRAG&#xff0c;\u53ea\u7528\u5355\u4e00\u7684\u5411\u91cf\u68c0\u7d22\u6216\u8005\u5173\u952e\u8bcd\u68c0\u7d22&#xff0c;\u95ee\u9898\u4e00\u5927\u5806&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u53ea\u7528BM25&#xff08;\u5173\u952e\u8bcd\u68c0\u7d22&#xff09;&#xff1a;\u7528\u6237\u95ee\u201c\u6295\u8bc9\u6263\u5206\u600e\u4e48\u7b97\u201d&#xff0c;\u8981\u662f\u77e5\u8bc6\u5e93\u5199\u7684\u662f\u201c\u5ba2\u6237\u6295\u8bc9\u4e00\u6b21\u62632\u5206\u201d&#xff0c;\u5173\u952e\u8bcd\u5bf9\u5f97\u4e0a&#xff0c;\u80fd\u641c\u5230&#xff1b;\u4f46\u7528\u6237\u95ee\u201c\u88ab\u6295\u8bc9\u4e86\u8981\u6263\u591a\u5c11\u7ee9\u6548\u5206\u201d&#xff0c;\u56e0\u4e3a\u6ca1\u4e86\u201c\u5ba2\u6237\u201d\u201c\u4e00\u6b21\u201d\u8fd9\u4e9b\u5173\u952e\u8bcd&#xff0c;\u76f4\u63a5\u6f0f\u68c0&#xff01;<\/p>\n<\/li>\n<li>\n<p>\u53ea\u7528\u5411\u91cf\u68c0\u7d22&#xff1a;\u7528\u6237\u53e3\u8bed\u5316\u95ee\u201c\u548b\u53bb\u8fea\u58eb\u5c3c\u6700\u5feb\u201d&#xff0c;\u5411\u91cf\u80fd\u7406\u89e3\u8bed\u4e49&#xff0c;\u4f46\u8981\u662f\u77e5\u8bc6\u5e93\u6709\u201c\u8fea\u58eb\u5c3c\u4e13\u7ebf\u5df4\u58eb\u6bd4\u5730\u94c1\u5feb10\u5206\u949f\u201d\u8fd9\u79cd\u7cbe\u51c6\u4fe1\u606f&#xff0c;\u5411\u91cf\u53ef\u80fd\u56e0\u4e3a\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4e0d\u591f&#xff0c;\u628a\u5730\u94c1\u7684\u4fe1\u606f\u6392\u524d\u9762&#xff0c;\u53ec\u56de\u4e0d\u51c6&#xff01;<\/p>\n<\/li>\n<\/ul>\n<p>\u800c\u7d22\u5f15\u6269\u5c55&#xff0c;\u5c31\u662f\u7ed9\u53ec\u56de\u201c\u5f00\u5916\u6302\u201d\u2014\u2014\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u6269\u5c55\u7d22\u5f15\u7684\u8986\u76d6\u8303\u56f4\u3001\u63d0\u5347\u7d22\u5f15\u7684\u7cbe\u51c6\u5ea6&#xff0c;\u8ba9\u4e0d\u7ba1\u662f\u5173\u952e\u8bcd\u7cbe\u51c6\u67e5\u8be2&#xff0c;\u8fd8\u662f\u53e3\u8bed\u5316\u8bed\u4e49\u67e5\u8be2&#xff0c;\u90fd\u80fd\u7cbe\u51c6\u547d\u4e2d\u76ee\u6807\u77e5\u8bc6\u7247\u6bb5\u3002\u8bf4\u767d\u4e86&#xff0c;\u5c31\u662f\u8ba9\u4f60\u7684RAG\u201c\u8033\u66f4\u7075\u3001\u773c\u66f4\u5c16\u201d&#xff0c;\u4e0d\u6f0f\u6389\u4efb\u4f55\u4e00\u4e2a\u6709\u7528\u7684\u4fe1\u606f&#xff01;<\/p>\n<\/p>\n<h3>\u4e8c\u3001RAG\u7d22\u5f15\u6269\u5c55\u6838\u5fc3\u539f\u6709\u529f\u80fd&#xff08;\u5fc5\u770b\u57fa\u7840&#xff09;<\/h3>\n<p>\u5728\u8bb2\u62d3\u5c55\u65b9\u6848\u4e4b\u524d&#xff0c;\u5148\u628a\u54b1\u4eec\u539f\u6709\u76843\u4e2a\u6838\u5fc3\u7d22\u5f15\u6269\u5c55\u529f\u80fd\u8bb2\u900f\u2014\u2014\u8fd9\u662f\u57fa\u7840\u4e2d\u7684\u57fa\u7840&#xff0c;\u4e0d\u7ba1\u662f\u65b0\u624b\u8fd8\u662f\u8001\u624b&#xff0c;\u90fd\u5f97\u70c2\u719f\u4e8e\u5fc3\u3002\u6bcf\u4e2a\u529f\u80fd\u90fd\u5305\u542b\u300c\u6838\u5fc3\u5185\u5bb9&#043;\u4e13\u4e1a\u89e3\u91ca&#043;\u5927\u767d\u8bdd&#043;\u751f\u6d3b\u6848\u4f8b\u300d&#xff0c;\u4fdd\u8bc1\u63a5\u5730\u6c14\u3001\u597d\u7406\u89e3&#xff01;<\/p>\n<\/p>\n<h4>2.1 \u79bb\u6563\u7d22\u5f15\u6269\u5c55&#xff1a;\u5173\u952e\u8bcd&#043;\u5b9e\u4f53&#xff0c;\u7cbe\u51c6\u201c\u6293\u91cd\u70b9\u201d<\/h4>\n<p>\u6838\u5fc3\u5185\u5bb9&#xff1a;\u4f7f\u7528\u5173\u952e\u8bcd\u62bd\u53d6\u3001\u5b9e\u4f53\u8bc6\u522b\u7b49\u6280\u672f&#xff0c;\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u51fa\u5173\u952e\u4fe1\u606f&#xff08;\u5173\u952e\u8bcd\u3001\u5b9e\u4f53&#xff09;&#xff0c;\u751f\u6210\u79bb\u6563\u7d22\u5f15&#xff1b;\u8fd9\u4e9b\u79bb\u6563\u7d22\u5f15\u548c\u539f\u6709\u6587\u672c\u7d22\u5f15\u4e92\u8865&#xff0c;\u4e13\u95e8\u89e3\u51b3\u201c\u5173\u952e\u8bcd\u5339\u914d\u4e0d\u51c6\u201d\u7684\u95ee\u9898&#xff0c;\u63d0\u5347\u53ec\u56de\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p>\u4e13\u4e1a\u89e3\u91ca&#xff1a;\u79bb\u6563\u7d22\u5f15\u662f\u57fa\u4e8e\u201c\u79bb\u6563\u7279\u5f81\u201d&#xff08;\u5373\u5b64\u7acb\u7684\u5173\u952e\u8bcd\u3001\u5b9e\u4f53&#xff09;\u6784\u5efa\u7684\u7d22\u5f15&#xff0c;\u4e0d\u4f9d\u8d56\u8bed\u4e49\u7406\u89e3&#xff0c;\u53ea\u5173\u6ce8\u6587\u672c\u4e2d\u660e\u786e\u51fa\u73b0\u7684\u6838\u5fc3\u5143\u7d20\u3002\u5e38\u7528\u6280\u672f\u5305\u62ecTF-IDF\u3001TextRank&#xff08;\u5173\u952e\u8bcd\u62bd\u53d6&#xff09;\u3001SpaCy\u3001BERT-based NER&#xff08;\u5b9e\u4f53\u8bc6\u522b&#xff09;\u7b49&#xff0c;\u63d0\u53d6\u51fa\u7684\u5173\u952e\u8bcd\u548c\u5b9e\u4f53\u4f5c\u4e3a\u72ec\u7acb\u7684\u7d22\u5f15\u9879&#xff0c;\u4e0e\u539f\u59cb\u6587\u672c\u7d22\u5f15\u7ed1\u5b9a&#xff0c;\u5f53\u7528\u6237\u67e5\u8be2\u5305\u542b\u8fd9\u4e9b\u5173\u952e\u8bcd\u6216\u5b9e\u4f53\u65f6&#xff0c;\u80fd\u5feb\u901f\u5339\u914d\u5230\u76f8\u5173\u6587\u6863\u3002<\/p>\n<p>\u5927\u767d\u8bdd\u7ffb\u8bd1&#xff1a;\u5c31\u50cf\u4f60\u6574\u7406\u8bfb\u4e66\u7b14\u8bb0&#xff0c;\u628a\u6bcf\u7bc7\u6587\u7ae0\u7684\u201c\u91cd\u70b9\u8bcd\u201d\u201c\u6838\u5fc3\u4eba\u7269\/\u5730\u70b9\u201d\u5708\u51fa\u6765&#xff0c;\u4ee5\u540e\u627e\u7684\u65f6\u5019&#xff0c;\u4e0d\u7ba1\u662f\u641c\u91cd\u70b9\u8bcd&#xff0c;\u8fd8\u662f\u641c\u6838\u5fc3\u4eba\u7269&#xff0c;\u90fd\u80fd\u5feb\u901f\u627e\u5230\u5bf9\u5e94\u7684\u7b14\u8bb0\u3002\u6bd4\u5982\u4f60\u770b\u4e00\u7bc7\u5173\u4e8e\u201c\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u201d\u7684\u6587\u7ae0&#xff0c;\u5708\u51fa\u201cAdamW\u201d\u201c\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u201d\u201c\u5206\u5e03\u5f0f\u8bad\u7ec3\u201d\u8fd9\u4e9b\u5173\u952e\u8bcd&#xff0c;\u4ee5\u540e\u641c\u201cAdamW\u600e\u4e48\u7528\u201d&#xff0c;\u76f4\u63a5\u5c31\u80fd\u627e\u5230\u8fd9\u7bc7\u7b14\u8bb0&#xff0c;\u4e0d\u7528\u6574\u7bc7\u6574\u7bc7\u7ffb\u3002<\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u5047\u8bbe\u4f60\u662f\u4e00\u540dHR&#xff0c;\u6574\u7406\u4e86\u4e00\u4efd\u300a\u5458\u5de5\u8003\u52e4\u7ba1\u7406\u5236\u5ea6\u300b&#xff0c;\u91cc\u9762\u6709\u4e00\u53e5\u201c\u5458\u5de5\u8fdf\u523030\u5206\u949f\u4ee5\u5185&#xff0c;\u6bcf\u6b21\u626350\u5143&#xff1b;\u8fdf\u523030\u5206\u949f\u4ee5\u4e0a&#xff0c;\u6309\u65f7\u5de5\u534a\u5929\u5904\u7406&#xff0c;\u6263100\u5143\u201d\u3002<\/p>\n<p>\u7528\u79bb\u6563\u7d22\u5f15\u6269\u5c55&#xff0c;\u4f1a\u63d0\u53d6\u51fa\u8fd9\u4e9b\u5173\u952e\u8bcd\u548c\u5b9e\u4f53&#xff1a;\u5173\u952e\u8bcd\u3010\u8fdf\u5230\u3001\u65f7\u5de5\u3001\u6263\u6b3e\u300130\u5206\u949f\u3011&#xff0c;\u5b9e\u4f53\u3010\u5458\u5de5\u300150\u5143\u3001100\u5143\u3001\u534a\u5929\u3011&#xff1b;\u7136\u540e\u628a\u8fd9\u4e9b\u79bb\u6563\u7d22\u5f15\u548c\u539f\u6587\u7ed1\u5b9a\u3002<\/p>\n<p>\u540e\u6765\u6709\u4e2a\u5458\u5de5\u95ee\u201c\u8fdf\u5230\u6263\u591a\u5c11\u94b1\u201d&#xff0c;\u867d\u7136\u4ed6\u6ca1\u8bf4\u201c30\u5206\u949f\u4ee5\u5185\u201d\u8fd8\u662f\u201c\u4ee5\u4e0a\u201d&#xff0c;\u4f46\u56e0\u4e3a\u201c\u8fdf\u5230\u201d\u201c\u6263\u6b3e\u201d\u8fd9\u4e24\u4e2a\u79bb\u6563\u7d22\u5f15\u5339\u914d\u4e0a\u4e86&#xff0c;\u7cfb\u7edf\u80fd\u5feb\u901f\u53ec\u56de\u8fd9\u53e5\u8bdd&#xff0c;\u518d\u8ba9LLM\u751f\u6210\u5177\u4f53\u7b54\u6848\u2014\u2014\u8fd9\u5c31\u662f\u79bb\u6563\u7d22\u5f15\u7684\u4f5c\u7528&#xff0c;\u54ea\u6015\u7528\u6237\u67e5\u8be2\u4e0d\u5b8c\u6574&#xff0c;\u53ea\u8981\u6709\u6838\u5fc3\u5173\u952e\u8bcd\/\u5b9e\u4f53&#xff0c;\u5c31\u80fd\u547d\u4e2d&#xff01;<\/p>\n<p>\u8865\u5145&#xff1a;\u539f\u6587\u6863\u4e2d\u63d0\u5230\u7684\u4e24\u4e2a\u6838\u5fc3\u6280\u672f&#xff0c;\u518d\u7528\u5927\u767d\u8bdd\u8865\u4e00\u53e5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5173\u952e\u8bcd\u62bd\u53d6&#xff1a;\u4ece\u6587\u672c\u91cc\u201c\u6311\u91cd\u70b9\u8bcd\u201d&#xff0c;\u6bd4\u5982\u4ece\u201c\u4eba\u5de5\u667a\u80fd\u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u201d\u91cc&#xff0c;\u6311\u51fa\u201c\u4eba\u5de5\u667a\u80fd\u3001\u533b\u7597\u9886\u57df\u3001\u533b\u5b66\u5f71\u50cf\u5206\u6790\u201d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u4f53\u8bc6\u522b&#xff1a;\u4ece\u6587\u672c\u91cc\u201c\u6311\u5173\u952e\u5bf9\u8c61\u201d&#xff0c;\u6bd4\u5982\u4ece\u201c2023\u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u6388\u4e88\u4e86\u91cf\u5b50\u7ea0\u7f20\u9886\u57df\u7684\u79d1\u5b66\u5bb6\u201d\u91cc&#xff0c;\u6311\u51fa\u201c2023\u5e74\u3001\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u3001\u91cf\u5b50\u7ea0\u7f20\u201d\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2.2 \u8fde\u7eed\u7d22\u5f15\u6269\u5c55&#xff1a;\u591a\u5411\u91cf\u6a21\u578b&#xff0c;\u4e92\u8865\u201c\u8865\u6f0f\u6d1e\u201d<\/h4>\n<p>\u6838\u5fc3\u5185\u5bb9&#xff1a;\u7ed3\u5408\u591a\u79cd\u4e0d\u540c\u7684\u5411\u91cf\u6a21\u578b&#xff08;\u5982OpenAI\u7684Ada\u3001\u667a\u6e90\u7684BGE\u3001\u901a\u4e49\u5343\u95ee\u7684text-embedding-v4\u7b49&#xff09;&#xff0c;\u5206\u522b\u5bf9\u6587\u672c\u8fdb\u884c\u5411\u91cf\u5316&#xff0c;\u751f\u6210\u591a\u4e2a\u8fde\u7eed\u7d22\u5f15&#xff1b;\u4e0d\u540c\u5411\u91cf\u6a21\u578b\u7684\u4f18\u52bf\u4e0d\u540c&#xff0c;\u4e92\u8865\u4f7f\u7528&#xff0c;\u89e3\u51b3\u5355\u4e00\u5411\u91cf\u6a21\u578b\u201c\u8bed\u4e49\u7406\u89e3\u6709\u504f\u5dee\u201d\u7684\u95ee\u9898&#xff0c;\u63d0\u5347\u53ec\u56de\u7684\u591a\u6837\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p>\u4e13\u4e1a\u89e3\u91ca&#xff1a;\u8fde\u7eed\u7d22\u5f15\u662f\u57fa\u4e8e\u201c\u8fde\u7eed\u7279\u5f81\u201d&#xff08;\u5373\u6587\u672c\u7684\u8bed\u4e49\u5411\u91cf&#xff09;\u6784\u5efa\u7684\u7d22\u5f15&#xff0c;\u4f9d\u8d56\u5411\u91cf\u6a21\u578b\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u9ad8\u7ef4\u5411\u91cf&#xff0c;\u8bed\u4e49\u76f8\u4f3c\u7684\u6587\u672c\u5411\u91cf\u8ddd\u79bb\u66f4\u8fd1\u3002\u4e0d\u540c\u5411\u91cf\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u7ed3\u6784\u4e0d\u540c&#xff0c;\u64c5\u957f\u7684\u573a\u666f\u4e5f\u4e0d\u540c\u2014\u2014\u6bd4\u5982BGE\u64c5\u957f\u4e2d\u6587\u8bed\u4e49\u7406\u89e3&#xff0c;Ada\u64c5\u957f\u77ed\u6587\u672c\u5411\u91cf\u5316&#xff0c;text-embedding-v4\u64c5\u957f\u957f\u6587\u672c\u8bed\u4e49\u6355\u6349\u3002\u5c06\u591a\u4e2a\u5411\u91cf\u6a21\u578b\u7684\u5411\u91cf\u5316\u7ed3\u679c\u7ed3\u5408&#xff0c;\u6784\u5efa\u591a\u7ec4\u8fde\u7eed\u7d22\u5f15&#xff0c;\u80fd\u8986\u76d6\u66f4\u591a\u8bed\u4e49\u573a\u666f&#xff0c;\u51cf\u5c11\u5355\u4e00\u6a21\u578b\u7684\u504f\u5dee\u3002<\/p>\n<p>\u5927\u767d\u8bdd\u7ffb\u8bd1&#xff1a;\u5c31\u50cf\u4f60\u627e\u670b\u53cb\u6253\u542c\u4e00\u4ef6\u4e8b&#xff0c;\u53ea\u95ee\u4e00\u4e2a\u670b\u53cb&#xff0c;\u53ef\u80fd\u4ed6\u77e5\u9053\u7684\u4e0d\u5168\u9762&#xff1b;\u4f46\u4f60\u95ee3\u4e2a\u4e0d\u540c\u9886\u57df\u7684\u670b\u53cb&#xff0c;\u4e00\u4e2a\u64c5\u957fA\u65b9\u9762&#xff0c;\u4e00\u4e2a\u64c5\u957fB\u65b9\u9762&#xff0c;\u4e00\u4e2a\u64c5\u957fC\u65b9\u9762&#xff0c;\u628a\u4ed6\u4eec\u7684\u7b54\u6848\u7ed3\u5408\u8d77\u6765&#xff0c;\u5c31\u80fd\u5f97\u5230\u6700\u5168\u9762\u3001\u6700\u51c6\u786e\u7684\u4fe1\u606f\u3002\u8fde\u7eed\u7d22\u5f15\u6269\u5c55\u4e5f\u662f\u4e00\u6837&#xff0c;\u7528\u591a\u4e2a\u5411\u91cf\u6a21\u578b\u201c\u5206\u5de5\u5408\u4f5c\u201d&#xff0c;\u5404\u81ea\u6355\u6349\u6587\u672c\u7684\u4e0d\u540c\u8bed\u4e49\u7279\u5f81&#xff0c;\u518d\u7ed3\u5408\u8d77\u6765&#xff0c;\u907f\u514d\u5355\u4e00\u6a21\u578b\u201c\u770b\u8d70\u773c\u201d\u3002<\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u5047\u8bbe\u4f60\u6709\u4e00\u7bc7\u6587\u6863&#xff0c;\u5185\u5bb9\u662f\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c\u4e50\u56ed\u7684\u521b\u6781\u901f\u5149\u8f6e&#xff0c;\u662f\u5168\u7403\u8fea\u58eb\u5c3c\u6700\u5feb\u7684\u8fc7\u5c71\u8f66&#xff0c;\u901f\u5ea6\u53ef\u8fbe90\u516c\u91cc\/\u5c0f\u65f6\u201d\u3002<\/p>\n<p>\u7528\u5355\u4e00\u5411\u91cf\u6a21\u578b&#xff08;\u6bd4\u5982Ada&#xff09;\u5411\u91cf\u5316&#xff0c;\u53ef\u80fd\u53ea\u6355\u6349\u5230\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c\u3001\u521b\u6781\u901f\u5149\u8f6e\u3001\u8fc7\u5c71\u8f66\u201d\u8fd9\u4e9b\u6838\u5fc3\u8bed\u4e49&#xff1b;\u4f46\u7528BGE&#xff08;\u64c5\u957f\u4e2d\u6587&#xff09;&#043; text-embedding-v4&#xff08;\u64c5\u957f\u957f\u6587\u672c&#xff09;\u7ed3\u5408&#xff0c;BGE\u80fd\u6355\u6349\u5230\u201c\u5168\u7403\u6700\u5feb\u201d\u8fd9\u4e2a\u4e2d\u6587\u8bed\u4e49\u91cd\u70b9&#xff0c;text-embedding-v4\u80fd\u6355\u6349\u5230\u201c90\u516c\u91cc\/\u5c0f\u65f6\u201d\u8fd9\u4e2a\u7ec6\u8282\u8bed\u4e49\u3002<\/p>\n<p>\u5f53\u7528\u6237\u95ee\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c\u6700\u5feb\u7684\u9879\u76ee\u662f\u4ec0\u4e48\u201d&#xff0c;\u5355\u4e00Ada\u5411\u91cf\u53ef\u80fd\u56e0\u4e3a\u201c\u6700\u5feb\u201d\u8fd9\u4e2a\u8bed\u4e49\u6355\u6349\u4e0d\u591f&#xff0c;\u53ec\u56de\u4e0d\u51c6&#xff1b;\u4f46\u591a\u5411\u91cf\u6a21\u578b\u7ed3\u5408\u7684\u8fde\u7eed\u7d22\u5f15&#xff0c;\u80fd\u7cbe\u51c6\u6355\u6349\u5230\u201c\u6700\u5feb\u201d\u548c\u201c\u521b\u6781\u901f\u5149\u8f6e\u201d\u7684\u5173\u8054&#xff0c;\u5feb\u901f\u53ec\u56de\u76f8\u5173\u6587\u6863\u2014\u2014\u8fd9\u5c31\u662f\u8fde\u7eed\u7d22\u5f15\u6269\u5c55\u7684\u4f18\u52bf&#xff0c;\u8865\u5168\u5355\u4e00\u5411\u91cf\u6a21\u578b\u7684\u201c\u6f0f\u6d1e\u201d\u3002<\/p>\n<\/p>\n<h4>2.3 \u6df7\u5408\u7d22\u5f15\u53ec\u56de&#xff1a;BM25&#043;\u5411\u91cf&#xff0c;\u5f3a\u5f3a\u201c\u51d1CP\u201d<\/h4>\n<p>\u6838\u5fc3\u5185\u5bb9&#xff1a;\u5c06\u79bb\u6563\u7d22\u5f15&#xff08;\u5982BM25\u5173\u952e\u8bcd\u7d22\u5f15&#xff09;\u4e0e\u8fde\u7eed\u7d22\u5f15&#xff08;\u5982\u5411\u91cf\u8bed\u4e49\u7d22\u5f15&#xff09;\u7ed3\u5408&#xff0c;\u901a\u8fc7\u52a0\u6743\u878d\u5408\u7684\u65b9\u5f0f&#xff0c;\u7efc\u5408\u4e24\u79cd\u7d22\u5f15\u7684\u53ec\u56de\u7ed3\u679c&#xff0c;\u517c\u987e\u201c\u5173\u952e\u8bcd\u7cbe\u51c6\u5339\u914d\u201d\u548c\u201c\u8bed\u4e49\u76f8\u4f3c\u5339\u914d\u201d&#xff0c;\u662f\u76ee\u524d\u6700\u5e38\u7528\u3001\u6700\u6709\u6548\u7684\u7d22\u5f15\u6269\u5c55\u65b9\u6848\u3002<\/p>\n<p>\u4e13\u4e1a\u89e3\u91ca&#xff1a;\u6df7\u5408\u7d22\u5f15\u53ec\u56de\u7684\u6838\u5fc3\u662f\u201c\u4f18\u52bf\u4e92\u8865\u201d\u2014\u2014BM25&#xff08;\u79bb\u6563\u7d22\u5f15&#xff09;\u7684\u4f18\u52bf\u662f\u7cbe\u51c6\u5339\u914d\u4e13\u6709\u540d\u8bcd\u3001\u5173\u952e\u8bcd&#xff0c;\u64c5\u957f\u77ed\u6587\u672c\u3001\u7cbe\u786e\u67e5\u8be2&#xff0c;\u52a3\u52bf\u662f\u65e0\u6cd5\u7406\u89e3\u8bed\u4e49\u3001\u540c\u4e49\u8bcd&#xff1b;\u5411\u91cf\u68c0\u7d22&#xff08;\u8fde\u7eed\u7d22\u5f15&#xff09;\u7684\u4f18\u52bf\u662f\u7406\u89e3\u8bed\u4e49\u3001\u540c\u4e49\u8bcd&#xff0c;\u64c5\u957f\u53e3\u8bed\u5316\u3001\u6a21\u7cca\u67e5\u8be2&#xff0c;\u52a3\u52bf\u662f\u53ef\u80fd\u6f0f\u6389\u7cbe\u51c6\u5173\u952e\u8bcd\u3002\u901a\u8fc7\u52a0\u6743\u878d\u5408\u516c\u5f0f&#xff08;Score\u2095\u1d67\u1d66\u1d63\u1d62d &#061; \u03b1 \u00d7 Score\u1d65\u2091\u1d9c\u209c\u2092\u1d63 &#043; (1-\u03b1) \u00d7 Score_BM25&#xff09;&#xff0c;\u5c06\u4e24\u79cd\u7d22\u5f15\u7684\u53ec\u56de\u5206\u6570\u5f52\u4e00\u5316\u540e\u878d\u5408&#xff0c;\u6309\u878d\u5408\u5206\u6570\u6392\u5e8f&#xff0c;\u8fd4\u56deTop-K\u7ed3\u679c&#xff0c;\u517c\u987e\u7cbe\u51c6\u5ea6\u548c\u8bed\u4e49\u7406\u89e3\u3002<\/p>\n<p>\u5927\u767d\u8bdd\u7ffb\u8bd1&#xff1a;\u5c31\u50cf\u4f60\u627e\u5de5\u4f5c&#xff0c;\u4e00\u65b9\u9762\u770b\u201c\u786c\u6761\u4ef6\u201d&#xff08;\u5b66\u5386\u3001\u5de5\u4f5c\u5e74\u9650&#xff0c;\u5bf9\u5e94BM25\u5173\u952e\u8bcd\u5339\u914d&#xff09;&#xff0c;\u53e6\u4e00\u65b9\u9762\u770b\u201c\u8f6f\u80fd\u529b\u201d&#xff08;\u6c9f\u901a\u80fd\u529b\u3001\u4e13\u4e1a\u6280\u80fd&#xff0c;\u5bf9\u5e94\u5411\u91cf\u8bed\u4e49\u5339\u914d&#xff09;&#xff0c;\u53ea\u6709\u4e24\u8005\u7ed3\u5408&#xff0c;\u624d\u80fd\u627e\u5230\u6700\u9002\u5408\u7684\u5019\u9009\u4eba\u3002\u6df7\u5408\u7d22\u5f15\u53ec\u56de\u4e5f\u662f\u4e00\u6837&#xff0c;BM25\u7ba1\u201c\u7cbe\u51c6\u5339\u914d\u201d&#xff0c;\u5411\u91cf\u68c0\u7d22\u7ba1\u201c\u8bed\u4e49\u7406\u89e3\u201d&#xff0c;\u4e24\u8005\u7ed3\u5408&#xff0c;\u4e0d\u7ba1\u7528\u6237\u662f\u7cbe\u51c6\u67e5\u5173\u952e\u8bcd&#xff0c;\u8fd8\u662f\u53e3\u8bed\u5316\u67e5\u8bed\u4e49&#xff0c;\u90fd\u80fd\u7cbe\u51c6\u53ec\u56de\u3002<\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u4ee5\u300a\u4e0a\u6d77\u6d66\u4e1c\u53d1\u5c55\u94f6\u884c\u897f\u5b89\u5206\u884c\u4e2a\u91d1\u5ba2\u6237\u7ecf\u7406\u7ba1\u7406\u8003\u6838\u6682\u884c\u529e\u6cd5\u300b\u4e3a\u4f8b&#xff0c;\u91cc\u9762\u6709\u4e00\u53e5\u201c\u5ba2\u6237\u670d\u52a1\u6548\u7387\u4f4e&#xff0c;\u6001\u5ea6\u751f\u786c\u6216\u4e0d\u53ca\u65f6\u4e3a\u5ba2\u6237\u63d0\u4f9b\u7ef4\u62a4\u670d\u52a1&#xff0c;\u6709\u5ba2\u6237\u6295\u8bc9\u7684&#xff0c;\u6bcf\u6295\u8bc9\u4e00\u6b21\u62632\u5206\u201d\u3002<\/p>\n<p>\u573a\u666f1&#xff1a;\u7528\u6237\u7cbe\u51c6\u67e5\u8be2\u201c\u5ba2\u6237\u7ecf\u7406\u88ab\u6295\u8bc9\u4e00\u6b21\u6263\u591a\u5c11\u5206\u201d\u2014\u2014BM25\u80fd\u7cbe\u51c6\u5339\u914d\u201c\u6295\u8bc9\u201d\u201c\u6263\u591a\u5c11\u5206\u201d\u201c\u4e00\u6b21\u201d\u8fd9\u4e9b\u5173\u952e\u8bcd&#xff0c;\u53ec\u56de\u5206\u6570\u5f88\u9ad8&#xff0c;\u5411\u91cf\u68c0\u7d22\u4e5f\u80fd\u5339\u914d\u8bed\u4e49&#xff0c;\u878d\u5408\u540e\u7cbe\u51c6\u53ec\u56de\u8fd9\u53e5\u8bdd&#xff1b;<\/p>\n<p>\u573a\u666f2&#xff1a;\u7528\u6237\u53e3\u8bed\u5316\u67e5\u8be2\u201c\u5ba2\u6237\u7ecf\u7406\u88ab\u6295\u8bc9\u4e86\u6709\u4ec0\u4e48\u5904\u7f5a\u201d\u2014\u2014\u7528\u6237\u6ca1\u8bf4\u201c\u62632\u5206\u201d\u201c\u4e00\u6b21\u201d\u8fd9\u4e9b\u5173\u952e\u8bcd&#xff0c;BM25\u53ec\u56de\u5206\u6570\u4f4e&#xff0c;\u4f46\u5411\u91cf\u68c0\u7d22\u80fd\u7406\u89e3\u201c\u5904\u7f5a\u201d\u548c\u201c\u6263\u5206\u201d\u662f\u540c\u4e49\u8bcd&#xff0c;\u53ec\u56de\u5206\u6570\u9ad8&#xff0c;\u878d\u5408\u540e\u4f9d\u7136\u80fd\u7cbe\u51c6\u53ec\u56de\u8fd9\u53e5\u8bdd\u3002<\/p>\n<p>\u8fd9\u91cc\u91cd\u70b9\u8bf4\u4e00\u4e0b\u6df7\u5408\u7d22\u5f15\u7684\u6838\u5fc3\u6d41\u7a0b<\/p>\n<p>    A[\u7528\u6237\u8f93\u5165\u67e5\u8be2] &#8211;&gt; B[\u5e76\u884c\u68c0\u7d22]<br \/>\n    B &#8211;&gt; C[BM25\u68c0\u7d22&#xff1a;\u5206\u8bcd\u2192\u8bcd\u9891\u5339\u914d\u2192\u8ba1\u7b97\u5206\u6570]<br \/>\n    B &#8211;&gt; D[\u5411\u91cf\u68c0\u7d22&#xff1a;\u5411\u91cf\u5316\u2192\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u2192\u8ddd\u79bb\u8f6c\u5206\u6570]<br \/>\n    C &#8211;&gt; E[\u5206\u6570\u5f52\u4e00\u5316&#xff1a;\u7f29\u653e\u52300-1\u533a\u95f4]<br \/>\n    D &#8211;&gt; E<br \/>\n    E &#8211;&gt; F[\u52a0\u6743\u878d\u5408&#xff1a;Score&#061;\u03b1\u00d7\u5411\u91cf\u5206\u6570&#043;(1-\u03b1)\u00d7BM25\u5206\u6570]<br \/>\n    F &#8211;&gt; G[\u6309\u878d\u5408\u5206\u6570\u6392\u5e8f&#xff0c;\u8fd4\u56deTop-K\u7ed3\u679c]<\/p>\n<p>\u8865\u5145&#xff1a;\u539f\u6587\u6863\u4e2d\u63d0\u5230\u7684\u03b1\u53c2\u6570\u8c03\u53c2\u5efa\u8bae&#xff0c;\u7528\u5e7d\u9ed8\u7684\u65b9\u5f0f\u6574\u7406&#xff08;\u65b0\u624b\u5fc5\u770b&#xff09;&#xff1a;<\/p>\n<p>\u03b1\u5c31\u50cf\u201c\u8c03\u5473\u5242\u201d&#xff0c;\u51b3\u5b9a\u4e24\u79cd\u68c0\u7d22\u7684\u6743\u91cd&#xff0c;\u65b0\u624b\u76f4\u63a5\u6309\u4e0b\u9762\u7684\u6765&#xff0c;\u4e0d\u7528\u778e\u8c03&#xff1a;<\/p>\n<table>\n<tr>\u03b1\u503c\u68c0\u7d22\u503e\u5411\u9002\u7528\u573a\u666f\u5927\u767d\u8bdd\u89e3\u8bfb<\/tr>\n<tbody>\n<tr>\n<td>0.0<\/td>\n<td>\u7eafBM25<\/td>\n<td>\u4e13\u4e1a\u672f\u8bed\u591a\u3001\u7cbe\u786e\u5339\u914d\u9700\u6c42&#xff08;\u5982\u6cd5\u89c4\u3001\u6280\u672f\u6587\u6863&#xff09;<\/td>\n<td>\u53ea\u770b\u5173\u952e\u8bcd&#xff0c;\u4e0d\u8ba4\u540c\u4e49\u8bcd&#xff0c;\u9002\u5408\u201c\u62a0\u5b57\u773c\u201d\u67e5\u8be2<\/td>\n<\/tr>\n<tr>\n<td>0.3<\/td>\n<td>\u504f\u5411\u5173\u952e\u8bcd&#xff0c;\u517c\u987e\u8bed\u4e49<\/td>\n<td>\u6280\u672f\u6587\u6863\u3001\u6cd5\u89c4\u6761\u6587\u68c0\u7d22<\/td>\n<td>\u5173\u952e\u8bcd\u4f18\u5148&#xff0c;\u8bed\u4e49\u8f85\u52a9&#xff0c;\u907f\u514d\u6f0f\u68c0\u4e13\u4e1a\u672f\u8bed<\/td>\n<\/tr>\n<tr>\n<td>0.5<\/td>\n<td>\u5e73\u8861&#xff08;\u63a8\u8350\u9ed8\u8ba4&#xff09;<\/td>\n<td>\u901a\u7528\u573a\u666f&#xff08;\u5982\u95ee\u7b54\u3001\u77e5\u8bc6\u5e93\u68c0\u7d22&#xff09;<\/td>\n<td>\u4e0d\u504f\u4e0d\u501a&#xff0c;\u5173\u952e\u8bcd\u548c\u8bed\u4e49\u90fd\u91cd\u89c6&#xff0c;\u65b0\u624b\u95ed\u773c\u7528<\/td>\n<\/tr>\n<tr>\n<td>0.7<\/td>\n<td>\u504f\u5411\u8bed\u4e49&#xff0c;\u517c\u987e\u5173\u952e\u8bcd<\/td>\n<td>\u53e3\u8bed\u5316\u95ee\u7b54\u3001\u6a21\u7cca\u67e5\u8be2&#xff08;\u5982\u7528\u6237\u95f2\u804a\u5f0f\u63d0\u95ee&#xff09;<\/td>\n<td>\u8bed\u4e49\u4f18\u5148&#xff0c;\u5173\u952e\u8bcd\u8f85\u52a9&#xff0c;\u7406\u89e3\u7528\u6237\u201c\u8a00\u5916\u4e4b\u610f\u201d<\/td>\n<\/tr>\n<tr>\n<td>1.0<\/td>\n<td>\u7eaf\u5411\u91cf<\/td>\n<td>\u540c\u4e49\u8bcd\u4e30\u5bcc\u3001\u8868\u8ff0\u591a\u6837\u7684\u573a\u666f<\/td>\n<td>\u53ea\u770b\u8bed\u4e49&#xff0c;\u4e0d\u8ba4\u5173\u952e\u8bcd&#xff0c;\u9002\u5408\u201c\u6362\u4e2a\u8bf4\u6cd5\u201d\u67e5\u8be2<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e09\u3001\u7d22\u5f15\u6269\u5c55\u5b9e\u6218\u62d3\u5c55\u65b9\u6848&#xff08;\u65b0\u589e3\u79cd&#xff0c;\u8fdb\u9636\u5fc5\u5907&#xff09;<\/h3>\n<p>\u638c\u63e1\u4e86\u4e0a\u97623\u4e2a\u6838\u5fc3\u529f\u80fd&#xff0c;\u4f60\u7684RAG\u53ec\u56de\u5df2\u7ecf\u80fd\u6253\u8d2560%\u7684\u4eba\u4e86&#xff01;\u4f46\u8981\u60f3\u505a\u5230\u201c\u7cbe\u51c6\u53ec\u56de\u3001\u96f6\u6f0f\u68c0\u201d&#xff0c;\u8fd8\u5f97\u52a0\u4e0a\u8fd93\u4e2a\u62d3\u5c55\u65b9\u6848\u2014\u2014\u90fd\u662f\u5b9e\u6218\u4e2d\u9a8c\u8bc1\u8fc7\u7684&#xff0c;\u80fd\u76f4\u63a5\u843d\u5730&#xff0c;\u89e3\u51b3\u6838\u5fc3\u75db\u70b9\u3002\u6bcf\u4e2a\u62d3\u5c55\u65b9\u6848\u4f9d\u7136\u9075\u5faa\u300c\u6838\u5fc3\u5185\u5bb9&#043;\u4e13\u4e1a\u89e3\u91ca&#043;\u5927\u767d\u8bdd&#043;\u751f\u6d3b\u6848\u4f8b\u300d&#xff0c;\u8fd8\u4f1a\u8865\u5145\u5177\u4f53\u7684\u5b9e\u73b0\u601d\u8def&#xff0c;\u65b0\u624b\u4e5f\u80fd\u4e0a\u624b&#xff01;<\/p>\n<\/p>\n<h4>3.1 \u62d3\u5c55\u65b9\u68481&#xff1a;\u5b9e\u4f53\u94fe\u63a5\u589e\u5f3a\u79bb\u6563\u7d22\u5f15&#xff0c;\u675c\u7edd\u201c\u540c\u540d\u4e0d\u540c\u7269\u201d<\/h4>\n<p>\u6838\u5fc3\u75db\u70b9&#xff1a;\u539f\u6709\u79bb\u6563\u7d22\u5f15\u7684\u5b9e\u4f53\u8bc6\u522b&#xff0c;\u53ea\u80fd\u63d0\u53d6\u51fa\u5b9e\u4f53\u540d\u79f0&#xff0c;\u4f46\u65e0\u6cd5\u533a\u5206\u201c\u540c\u540d\u4e0d\u540c\u7269\u201d\u7684\u60c5\u51b5\u2014\u2014\u6bd4\u5982\u201c\u82f9\u679c\u201d&#xff0c;\u53ef\u80fd\u662f\u6c34\u679c\u82f9\u679c&#xff0c;\u4e5f\u53ef\u80fd\u662f\u82f9\u679c\u516c\u53f8&#xff0c;\u8fd8\u6709\u53ef\u80fd\u662f\u82f9\u679c\u624b\u673a&#xff1b;\u5982\u679c\u77e5\u8bc6\u5e93\u4e2d\u540c\u65f6\u6709\u8fd9\u4e09\u79cd\u5185\u5bb9&#xff0c;\u7528\u6237\u67e5\u8be2\u201c\u82f9\u679c\u201d&#xff0c;\u4f1a\u540c\u65f6\u53ec\u56de\u6240\u6709\u76f8\u5173\u5185\u5bb9&#xff0c;\u53ec\u56de\u7cbe\u5ea6\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n<p>\u6838\u5fc3\u5185\u5bb9&#xff1a;\u5728\u539f\u6709\u5b9e\u4f53\u8bc6\u522b\u7684\u57fa\u7840\u4e0a&#xff0c;\u65b0\u589e\u300c\u5b9e\u4f53\u94fe\u63a5\u300d\u6280\u672f&#xff0c;\u5c06\u63d0\u53d6\u51fa\u7684\u5b9e\u4f53&#xff0c;\u94fe\u63a5\u5230\u9884\u8bbe\u7684\u77e5\u8bc6\u56fe\u8c31&#xff08;\u5982\u767e\u79d1\u77e5\u8bc6\u56fe\u8c31\u3001\u884c\u4e1a\u77e5\u8bc6\u56fe\u8c31&#xff09;\u4e2d&#xff0c;\u7ed9\u6bcf\u4e2a\u5b9e\u4f53\u6253\u4e0a\u201c\u552f\u4e00\u6807\u8bc6\u201d\u548c\u201c\u7c7b\u578b\u6807\u7b7e\u201d&#xff1b;\u518d\u57fa\u4e8e\u8fd9\u4e9b\u5e26\u6807\u7b7e\u7684\u5b9e\u4f53&#xff0c;\u6784\u5efa\u589e\u5f3a\u7248\u79bb\u6563\u7d22\u5f15&#xff0c;\u5b9e\u73b0\u201c\u540c\u540d\u4e0d\u540c\u7269\u201d\u7684\u7cbe\u51c6\u533a\u5206&#xff0c;\u63d0\u5347\u79bb\u6563\u7d22\u5f15\u7684\u53ec\u56de\u7cbe\u5ea6\u3002<\/p>\n<p>\u4e13\u4e1a\u89e3\u91ca&#xff1a;\u5b9e\u4f53\u94fe\u63a5&#xff08;Entity Linking&#xff09;\u662f\u5c06\u6587\u672c\u4e2d\u63d0\u53d6\u7684\u5b9e\u4f53\u63d0\u53ca&#xff08;Entity Mention&#xff09;&#xff0c;\u4e0e\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u76ee\u6807\u5b9e\u4f53&#xff08;Target Entity&#xff09;\u8fdb\u884c\u5173\u8054\u5339\u914d\u7684\u6280\u672f\u3002\u6838\u5fc3\u6b65\u9aa4\u5305\u62ec&#xff1a;1. \u5b9e\u4f53\u63d0\u53ca\u63d0\u53d6&#xff08;\u5373\u539f\u6709\u79bb\u6563\u7d22\u5f15\u7684\u5b9e\u4f53\u8bc6\u522b&#xff09;&#xff1b;2. \u5019\u9009\u5b9e\u4f53\u751f\u6210&#xff08;\u57fa\u4e8e\u5b9e\u4f53\u63d0\u53ca&#xff0c;\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u751f\u6210\u53ef\u80fd\u7684\u76ee\u6807\u5b9e\u4f53&#xff09;&#xff1b;3. \u5019\u9009\u5b9e\u4f53\u6392\u5e8f&#xff08;\u901a\u8fc7\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3001\u4e0a\u4e0b\u6587\u5339\u914d\u7b49\u65b9\u5f0f&#xff0c;\u7b5b\u9009\u51fa\u4e0e\u5f53\u524d\u6587\u672c\u6700\u5339\u914d\u7684\u76ee\u6807\u5b9e\u4f53&#xff09;&#xff1b;4. \u5b9e\u4f53\u94fe\u63a5&#xff08;\u5c06\u5b9e\u4f53\u63d0\u53ca\u4e0e\u76ee\u6807\u5b9e\u4f53\u7ed1\u5b9a&#xff0c;\u6253\u4e0a\u552f\u4e00\u6807\u8bc6\u548c\u7c7b\u578b\u6807\u7b7e&#xff09;\u3002\u5c06\u8fd9\u4e9b\u5e26\u6807\u7b7e\u7684\u5b9e\u4f53\u878d\u5165\u79bb\u6563\u7d22\u5f15&#xff0c;\u67e5\u8be2\u65f6\u5148\u5339\u914d\u5b9e\u4f53\u7c7b\u578b\u548c\u552f\u4e00\u6807\u8bc6&#xff0c;\u518d\u5339\u914d\u5b9e\u4f53\u540d\u79f0&#xff0c;\u5b9e\u73b0\u7cbe\u51c6\u53ec\u56de\u3002<\/p>\n<p>\u5927\u767d\u8bdd\u7ffb\u8bd1&#xff1a;\u5c31\u50cf\u4f60\u7ed9\u6bcf\u4e2a\u540c\u540d\u7684\u4eba&#xff0c;\u52a0\u4e0a\u201c\u59d3\u6c0f&#043;\u804c\u4e1a\u201d\u7684\u6807\u7b7e\u2014\u2014\u6bd4\u5982\u201c\u5f20\u4e09\u201d&#xff0c;\u4e00\u4e2a\u662f\u201c\u5f20\u4e09&#xff08;\u533b\u751f&#xff09;\u201d&#xff0c;\u4e00\u4e2a\u662f\u201c\u5f20\u4e09&#xff08;\u8001\u5e08&#xff09;\u201d&#xff0c;\u8fd8\u6709\u4e00\u4e2a\u662f\u201c\u5f20\u4e09&#xff08;\u7a0b\u5e8f\u5458&#xff09;\u201d&#xff1b;\u4ee5\u540e\u4f60\u627e\u201c\u5f20\u4e09&#xff08;\u7a0b\u5e8f\u5458&#xff09;\u201d&#xff0c;\u5c31\u4e0d\u4f1a\u628a\u533b\u751f\u548c\u8001\u5e08\u7684\u5f20\u4e09\u4e5f\u627e\u51fa\u6765\u3002\u5b9e\u4f53\u94fe\u63a5\u5c31\u662f\u7ed9\u6bcf\u4e2a\u5b9e\u4f53\u201c\u8d34\u6807\u7b7e\u3001\u505a\u533a\u5206\u201d&#xff0c;\u8ba9\u7cfb\u7edf\u77e5\u9053&#xff0c;\u8fd9\u4e2a\u201c\u82f9\u679c\u201d\u5230\u5e95\u662f\u54ea\u4e00\u4e2a\u201c\u82f9\u679c\u201d\u3002<\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u5047\u8bbe\u4f60\u7684\u77e5\u8bc6\u5e93\u4e2d&#xff0c;\u67093\u6bb5\u5185\u5bb9&#xff1a;<\/p>\n<li>\n<p>\u82f9\u679c\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u6c34\u679c&#xff0c;\u5bcc\u542b\u7ef4\u751f\u7d20C&#xff0c;\u53e3\u611f\u6e05\u751c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u82f9\u679c\u516c\u53f8\u6210\u7acb\u4e8e1976\u5e74&#xff0c;\u521b\u59cb\u4eba\u662f\u4e54\u5e03\u65af&#xff0c;\u4e3b\u8425\u7535\u5b50\u4ea7\u54c1&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u82f9\u679c\u624b\u673a\u662f\u82f9\u679c\u516c\u53f8\u63a8\u51fa\u7684\u667a\u80fd\u624b\u673a&#xff0c;\u6700\u65b0\u6b3e\u662fiPhone 15\u3002<\/p>\n<\/li>\n<p>\u539f\u6709\u79bb\u6563\u7d22\u5f15\u63d0\u53d6\u5b9e\u4f53\u201c\u82f9\u679c\u201d&#xff0c;\u53ea\u80fd\u5f97\u5230\u201c\u82f9\u679c\u201d\u8fd9\u4e2a\u540d\u79f0&#xff0c;\u65e0\u6cd5\u533a\u5206&#xff1b;\u65b0\u589e\u5b9e\u4f53\u94fe\u63a5\u540e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5185\u5bb91\u4e2d\u7684\u201c\u82f9\u679c\u201d&#xff0c;\u94fe\u63a5\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u201c\u82f9\u679c&#xff08;\u6c34\u679c&#xff09;\u201d&#xff0c;\u552f\u4e00\u6807\u8bc6&#xff1a;F001&#xff0c;\u7c7b\u578b\u6807\u7b7e&#xff1a;\u6c34\u679c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5185\u5bb92\u4e2d\u7684\u201c\u82f9\u679c\u201d&#xff0c;\u94fe\u63a5\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u201c\u82f9\u679c\u516c\u53f8\u201d&#xff0c;\u552f\u4e00\u6807\u8bc6&#xff1a;C001&#xff0c;\u7c7b\u578b\u6807\u7b7e&#xff1a;\u4f01\u4e1a&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5185\u5bb93\u4e2d\u7684\u201c\u82f9\u679c\u201d&#xff0c;\u94fe\u63a5\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u201c\u82f9\u679c\u624b\u673a\u201d&#xff0c;\u552f\u4e00\u6807\u8bc6&#xff1a;P001&#xff0c;\u7c7b\u578b\u6807\u7b7e&#xff1a;\u7535\u5b50\u4ea7\u54c1&#xff1b;<\/p>\n<\/li>\n<\/ul>\n<p>\u6784\u5efa\u589e\u5f3a\u7248\u79bb\u6563\u7d22\u5f15\u540e&#xff0c;\u7528\u6237\u67e5\u8be2\u201c\u82f9\u679c&#xff08;\u6c34\u679c&#xff09;\u201d&#xff0c;\u53ea\u4f1a\u53ec\u56de\u5185\u5bb91&#xff1b;\u67e5\u8be2\u201c\u82f9\u679c\u516c\u53f8\u201d&#xff0c;\u53ea\u4f1a\u53ec\u56de\u5185\u5bb92\u548c3&#xff08;\u56e0\u4e3a\u5185\u5bb93\u4e2d\u7684\u82f9\u679c\u624b\u673a\u5c5e\u4e8e\u82f9\u679c\u516c\u53f8&#xff09;&#xff1b;\u5f7b\u5e95\u675c\u7edd\u201c\u540c\u540d\u4e0d\u540c\u7269\u201d\u5bfc\u81f4\u7684\u53ec\u56de\u6df7\u4e71&#xff0c;\u7cbe\u5ea6\u76f4\u63a5\u62c9\u6ee1&#xff01;<\/p>\n<p>\u5b9e\u73b0\u601d\u8def&#xff08;\u65b0\u624b\u53ef\u843d\u5730&#xff09;&#xff1a;<\/p>\n<li>\n<p>\u9009\u62e9\u8f7b\u91cf\u7ea7\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u65b0\u624b\u4e0d\u7528\u81ea\u5efa&#xff0c;\u76f4\u63a5\u7528\u516c\u5f00\u7684\u77e5\u8bc6\u56fe\u8c31\u63a5\u53e3&#xff0c;\u6bd4\u5982\u767e\u5ea6\u767e\u79d1API\u3001\u7ef4\u57fa\u767e\u79d1API&#xff0c;\u6216\u8005\u884c\u4e1a\u516c\u5f00\u77e5\u8bc6\u56fe\u8c31&#xff08;\u5982\u533b\u7597\u9886\u57df\u7684PubMed Knowledge Graph&#xff09;&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u96c6\u6210\u5b9e\u4f53\u94fe\u63a5\u5de5\u5177&#xff1a;\u4e0d\u7528\u81ea\u5df1\u5199\u4ee3\u7801&#xff0c;\u76f4\u63a5\u7528\u5f00\u6e90\u5de5\u5177&#xff0c;\u6bd4\u5982SpaCy\u7684entity linker\u3001HanLP\u7684\u5b9e\u4f53\u94fe\u63a5\u6a21\u5757&#xff0c;\u6216\u8005LangChain\u7684EntityLinking\u7ec4\u4ef6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6784\u5efa\u589e\u5f3a\u79bb\u6563\u7d22\u5f15&#xff1a;\u5c06\u5b9e\u4f53\u94fe\u63a5\u540e\u7684\u201c\u5b9e\u4f53\u540d\u79f0&#043;\u552f\u4e00\u6807\u8bc6&#043;\u7c7b\u578b\u6807\u7b7e\u201d&#xff0c;\u4e0e\u539f\u6709\u5173\u952e\u8bcd\u3001\u539f\u6587\u7ed1\u5b9a&#xff0c;\u6784\u5efa\u65b0\u7684\u79bb\u6563\u7d22\u5f15&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u67e5\u8be2\u5339\u914d&#xff1a;\u7528\u6237\u67e5\u8be2\u65f6&#xff0c;\u5148\u8bc6\u522b\u67e5\u8be2\u4e2d\u7684\u5b9e\u4f53&#xff0c;\u8fdb\u884c\u5b9e\u4f53\u94fe\u63a5&#xff0c;\u5f97\u5230\u552f\u4e00\u6807\u8bc6\u548c\u7c7b\u578b\u6807\u7b7e&#xff0c;\u518d\u7528\u6807\u7b7e&#043;\u5b9e\u4f53\u540d\u79f0&#xff0c;\u5339\u914d\u589e\u5f3a\u79bb\u6563\u7d22\u5f15&#xff0c;\u5b9e\u73b0\u7cbe\u51c6\u53ec\u56de\u3002<\/p>\n<\/li>\n<h4>3.2 \u62d3\u5c55\u65b9\u68482&#xff1a;\u5411\u91cf\u6a21\u578b\u878d\u5408\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u63d0\u5347\u201c\u8bed\u4e49\u7406\u89e3\u5ea6\u201d<\/h4>\n<p>\u6838\u5fc3\u75db\u70b9&#xff1a;\u539f\u6709\u8fde\u7eed\u7d22\u5f15\u7684\u591a\u5411\u91cf\u6a21\u578b\u878d\u5408&#xff0c;\u867d\u7136\u80fd\u63d0\u5347\u8bed\u4e49\u53ec\u56de\u7684\u591a\u6837\u6027&#xff0c;\u4f46\u4f9d\u7136\u5b58\u5728\u201c\u8bed\u4e49\u7406\u89e3\u4e0d\u6df1\u5165\u201d\u7684\u95ee\u9898\u2014\u2014\u6bd4\u5982\u7528\u6237\u67e5\u8be2\u201c\u8fea\u58eb\u5c3c\u6709\u54ea\u4e9b\u523a\u6fc0\u9879\u76ee\u201d&#xff0c;\u77e5\u8bc6\u5e93\u4e2d\u53ea\u6709\u201c\u521b\u6781\u901f\u5149\u8f6e\u662f\u8fea\u58eb\u5c3c\u6700\u523a\u6fc0\u7684\u8fc7\u5c71\u8f66\u201d\u201c\u4e03\u4e2a\u5c0f\u77ee\u4eba\u77ff\u5c71\u8f66\u5c5e\u4e8e\u4e2d\u5ea6\u523a\u6fc0\u9879\u76ee\u201d&#xff0c;\u4f46\u5411\u91cf\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u7406\u89e3\u201c\u523a\u6fc0\u9879\u76ee\u201d\u4e0e\u201c\u8fc7\u5c71\u8f66\u201d\u201c\u77ff\u5c71\u8f66\u201d\u7684\u5173\u8054&#xff0c;\u5bfc\u81f4\u53ec\u56de\u4e0d\u51c6&#xff0c;\u6216\u8005\u6f0f\u68c0\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>\u6838\u5fc3\u5185\u5bb9&#xff1a;\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u201c\u5b9e\u4f53\u5173\u7cfb\u201d\u878d\u5165\u5411\u91cf\u6a21\u578b\u7684\u5411\u91cf\u5316\u8fc7\u7a0b&#xff0c;\u8ba9\u5411\u91cf\u6a21\u578b\u4e0d\u4ec5\u80fd\u6355\u6349\u6587\u672c\u7684\u8868\u9762\u8bed\u4e49&#xff0c;\u8fd8\u80fd\u6355\u6349\u6587\u672c\u7684\u6df1\u5c42\u8bed\u4e49\u5173\u8054&#xff08;\u5982\u201c\u521b\u6781\u901f\u5149\u8f6e\u201d\u2192\u201c\u5c5e\u4e8e\u201d\u2192\u201c\u523a\u6fc0\u9879\u76ee\u201d&#xff09;&#xff1b;\u518d\u7ed3\u5408\u591a\u5411\u91cf\u6a21\u578b\u878d\u5408&#xff0c;\u6784\u5efa\u589e\u5f3a\u7248\u8fde\u7eed\u7d22\u5f15&#xff0c;\u63d0\u5347\u5411\u91cf\u68c0\u7d22\u7684\u8bed\u4e49\u7406\u89e3\u5ea6&#xff0c;\u89e3\u51b3\u201c\u8bed\u4e49\u5173\u8054\u53ec\u56de\u4e0d\u51c6\u201d\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e13\u4e1a\u89e3\u91ca&#xff1a;\u6838\u5fc3\u662f\u201c\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u5411\u91cf\u8868\u793a\u201d&#xff0c;\u5373\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u3001\u5173\u7cfb&#xff0c;\u8f6c\u6362\u4e3a\u5411\u91cf\u5f62\u5f0f&#xff0c;\u4e0e\u6587\u672c\u5411\u91cf\u8fdb\u884c\u878d\u5408&#xff0c;\u5f97\u5230\u878d\u5408\u77e5\u8bc6\u7684\u6587\u672c\u5411\u91cf\u3002\u5e38\u7528\u65b9\u6cd5\u5305\u62ec&#xff1a;1. \u77e5\u8bc6\u56fe\u8c31\u5d4c\u5165&#xff08;\u5982TransE\u3001TransR&#xff09;&#xff0c;\u5c06\u5b9e\u4f53\u548c\u5173\u7cfb\u8f6c\u6362\u4e3a\u4f4e\u7ef4\u5411\u91cf&#xff1b;2. \u6587\u672c\u5411\u91cf\u4e0e\u77e5\u8bc6\u5411\u91cf\u878d\u5408&#xff08;\u901a\u8fc7\u62fc\u63a5\u3001\u52a0\u6743\u6c42\u548c\u7b49\u65b9\u5f0f&#xff0c;\u5c06\u6587\u672c\u7684\u8bed\u4e49\u5411\u91cf\u4e0e\u77e5\u8bc6\u56fe\u8c31\u7684\u5b9e\u4f53\/\u5173\u7cfb\u5411\u91cf\u878d\u5408&#xff09;&#xff1b;3. \u878d\u5408\u540e\u5411\u91cf\u7528\u4e8e\u6784\u5efa\u8fde\u7eed\u7d22\u5f15&#xff0c;\u67e5\u8be2\u65f6&#xff0c;\u4e0d\u4ec5\u5339\u914d\u6587\u672c\u8868\u9762\u8bed\u4e49&#xff0c;\u8fd8\u5339\u914d\u6df1\u5c42\u7684\u77e5\u8bc6\u5173\u8054\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u8ba9\u5411\u91cf\u6a21\u578b\u201c\u7406\u89e3\u201d\u6587\u672c\u7684\u903b\u8f91\u5173\u7cfb&#xff0c;\u63d0\u5347\u8bed\u4e49\u53ec\u56de\u7684\u7cbe\u51c6\u5ea6\u3002<\/p>\n<p>\u5927\u767d\u8bdd\u7ffb\u8bd1&#xff1a;\u5c31\u50cf\u4f60\u770b\u4e00\u7bc7\u6587\u7ae0&#xff0c;\u4e0d\u4ec5\u80fd\u770b\u61c2\u5b57\u9762\u610f\u601d&#xff0c;\u8fd8\u80fd\u770b\u61c2\u6587\u7ae0\u4e2d\u7684\u201c\u903b\u8f91\u5173\u7cfb\u201d\u2014\u2014\u6bd4\u5982\u201c\u5c0f\u660e\u559c\u6b22\u5403\u82f9\u679c&#xff0c;\u82f9\u679c\u662f\u4e00\u79cd\u6c34\u679c\u201d&#xff0c;\u4f60\u80fd\u7406\u89e3\u201c\u5c0f\u660e\u559c\u6b22\u5403\u6c34\u679c\u201d\u8fd9\u4e2a\u6df1\u5c42\u903b\u8f91\u3002\u5411\u91cf\u6a21\u578b\u878d\u5408\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u5c31\u662f\u8ba9\u7cfb\u7edf\u4e5f\u80fd\u201c\u770b\u61c2\u201d\u8fd9\u79cd\u6df1\u5c42\u903b\u8f91&#xff0c;\u77e5\u9053\u201c\u521b\u6781\u901f\u5149\u8f6e\u201d\u548c\u201c\u523a\u6fc0\u9879\u76ee\u201d\u7684\u5173\u8054&#xff0c;\u54ea\u6015\u7528\u6237\u67e5\u8be2\u4e2d\u6ca1\u6709\u76f4\u63a5\u63d0\u5230\u201c\u521b\u6781\u901f\u5149\u8f6e\u201d&#xff0c;\u53ea\u8981\u63d0\u5230\u201c\u523a\u6fc0\u9879\u76ee\u201d&#xff0c;\u4e5f\u80fd\u7cbe\u51c6\u53ec\u56de\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u57fa\u4e8e\u4e0a\u6d77\u8fea\u58eb\u5c3c\u7684\u77e5\u8bc6\u5e93&#xff0c;\u6784\u5efa\u7b80\u5355\u7684\u77e5\u8bc6\u56fe\u8c31\u5173\u7cfb&#xff1a;\u521b\u6781\u901f\u5149\u8f6e\u2192\u5c5e\u4e8e\u2192\u660e\u65e5\u4e16\u754c\u2192\u5c5e\u4e8e\u2192\u4e0a\u6d77\u8fea\u58eb\u5c3c&#xff1b;\u521b\u6781\u901f\u5149\u8f6e\u2192\u5c5e\u6027\u2192\u523a\u6fc0&#xff1b;\u4e03\u4e2a\u5c0f\u77ee\u4eba\u77ff\u5c71\u8f66\u2192\u5c5e\u4e8e\u2192\u68a6\u5e7b\u4e16\u754c\u2192\u5c5e\u4e8e\u2192\u4e0a\u6d77\u8fea\u58eb\u5c3c&#xff1b;\u4e03\u4e2a\u5c0f\u77ee\u4eba\u77ff\u5c71\u8f66\u2192\u5c5e\u6027\u2192\u4e2d\u5ea6\u523a\u6fc0\u3002<\/p>\n<p>\u539f\u6709\u5411\u91cf\u6a21\u578b\u5411\u91cf\u5316\u65f6&#xff0c;\u53ea\u80fd\u6355\u6349\u201c\u521b\u6781\u901f\u5149\u8f6e\u3001\u660e\u65e5\u4e16\u754c\u3001\u523a\u6fc0\u201d\u8fd9\u4e9b\u8868\u9762\u8bed\u4e49&#xff1b;\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u540e&#xff0c;\u5411\u91cf\u6a21\u578b\u80fd\u6355\u6349\u5230\u201c\u521b\u6781\u901f\u5149\u8f6e\u2192\u523a\u6fc0\u201d\u201c\u4e03\u4e2a\u5c0f\u77ee\u4eba\u77ff\u5c71\u8f66\u2192\u4e2d\u5ea6\u523a\u6fc0\u201d\u8fd9\u4e9b\u6df1\u5c42\u5173\u8054\u3002<\/p>\n<p>\u5f53\u7528\u6237\u67e5\u8be2\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c\u6709\u54ea\u4e9b\u523a\u6fc0\u7684\u9879\u76ee\u201d&#xff0c;\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u8fde\u7eed\u7d22\u5f15&#xff0c;\u80fd\u5feb\u901f\u5339\u914d\u5230\u201c\u521b\u6781\u901f\u5149\u8f6e\u201d&#xff08;\u5c5e\u6027\u662f\u523a\u6fc0&#xff09;\u3001\u201c\u4e03\u4e2a\u5c0f\u77ee\u4eba\u77ff\u5c71\u8f66\u201d&#xff08;\u5c5e\u6027\u662f\u4e2d\u5ea6\u523a\u6fc0&#xff09;&#xff0c;\u5e76\u6309\u201c\u523a\u6fc0\u7a0b\u5ea6\u201d\u6392\u5e8f&#xff0c;\u53ec\u56de\u7cbe\u5ea6\u5927\u5e45\u63d0\u5347&#xff1b;\u800c\u539f\u6709\u8fde\u7eed\u7d22\u5f15&#xff0c;\u53ef\u80fd\u53ea\u4f1a\u53ec\u56de\u660e\u786e\u63d0\u5230\u201c\u523a\u6fc0\u9879\u76ee\u201d\u7684\u6587\u672c&#xff0c;\u6f0f\u68c0\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>\u5b9e\u73b0\u601d\u8def&#xff08;\u65b0\u624b\u53ef\u843d\u5730&#xff09;&#xff1a;<\/p>\n<li>\n<p>\u6784\u5efa\u8f7b\u91cf\u7ea7\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u65b0\u624b\u4e0d\u7528\u6784\u5efa\u590d\u6742\u7684\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u76f4\u63a5\u4ece\u77e5\u8bc6\u5e93\u4e2d\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb&#xff0c;\u7528Neo4j\u3001ArangoDB\u7b49\u8f7b\u91cf\u7ea7\u56fe\u6570\u636e\u5e93\u5b58\u50a8&#xff0c;\u6bd4\u5982\u63d0\u53d6\u201c\u521b\u6781\u901f\u5149\u8f6e-\u5c5e\u4e8e-\u660e\u65e5\u4e16\u754c\u201d\u201c\u521b\u6781\u901f\u5149\u8f6e-\u5c5e\u6027-\u523a\u6fc0\u201d\u7b49\u5173\u7cfb&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u77e5\u8bc6\u56fe\u8c31\u5d4c\u5165&#xff1a;\u7528\u5f00\u6e90\u5de5\u5177&#xff08;\u5982DGL-KE\u3001PyKEEN&#xff09;&#xff0c;\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u8f6c\u6362\u4e3a\u4f4e\u7ef4\u5411\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5411\u91cf\u878d\u5408&#xff1a;\u5c06\u6587\u672c\u7684\u8bed\u4e49\u5411\u91cf&#xff08;\u5982\u7528BGE\u751f\u6210&#xff09;\u4e0e\u77e5\u8bc6\u5411\u91cf&#xff08;\u5b9e\u4f53\/\u5173\u7cfb\u5411\u91cf&#xff09;\u8fdb\u884c\u52a0\u6743\u878d\u5408&#xff0c;\u5f97\u5230\u878d\u5408\u5411\u91cf&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6784\u5efa\u589e\u5f3a\u8fde\u7eed\u7d22\u5f15&#xff1a;\u7528\u878d\u5408\u5411\u91cf\u6784\u5efa\u8fde\u7eed\u7d22\u5f15&#xff0c;\u66ff\u4ee3\u539f\u6709\u5355\u4e00\u7684\u6587\u672c\u5411\u91cf\u7d22\u5f15&#xff0c;\u63d0\u5347\u8bed\u4e49\u53ec\u56de\u7cbe\u5ea6\u3002<\/p>\n<\/li>\n<h4>3.3 \u62d3\u5c55\u65b9\u68483&#xff1a;\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236&#xff0c;\u89e3\u51b3\u201c\u77e5\u8bc6\u8fc7\u65f6\u201d\u96be\u9898<\/h4>\n<p>\u6838\u5fc3\u75db\u70b9&#xff1a;\u539f\u6709\u7d22\u5f15\u6269\u5c55\u65b9\u6848&#xff0c;\u90fd\u662f\u201c\u9759\u6001\u201d\u7684\u2014\u2014\u5373\u77e5\u8bc6\u5e93\u66f4\u65b0\u540e&#xff08;\u65b0\u589e\u6587\u6863\u3001\u4fee\u6539\u6587\u6863\u3001\u5220\u9664\u6587\u6863&#xff09;&#xff0c;\u7d22\u5f15\u4e0d\u4f1a\u81ea\u52a8\u66f4\u65b0&#xff0c;\u9700\u8981\u624b\u52a8\u91cd\u65b0\u6784\u5efa\u7d22\u5f15&#xff1b;\u5982\u679c\u77e5\u8bc6\u5e93\u66f4\u65b0\u9891\u7e41&#xff08;\u6bd4\u5982\u6bcf\u5929\u65b0\u589e100\u7bc7\u6587\u6863&#xff09;&#xff0c;\u624b\u52a8\u66f4\u65b0\u7d22\u5f15\u4e0d\u4ec5\u8017\u65f6\u8017\u529b&#xff0c;\u8fd8\u4f1a\u5bfc\u81f4\u201c\u77e5\u8bc6\u8fc7\u65f6\u201d\u2014\u2014\u7528\u6237\u67e5\u8be2\u65b0\u589e\u7684\u77e5\u8bc6&#xff0c;\u65e0\u6cd5\u88ab\u53ec\u56de&#xff0c;\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>\u6838\u5fc3\u5185\u5bb9&#xff1a;\u6784\u5efa\u201c\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236\u201d&#xff0c;\u5b9e\u65f6\u76d1\u6d4b\u77e5\u8bc6\u5e93\u7684\u53d8\u5316&#xff08;\u65b0\u589e\u3001\u4fee\u6539\u3001\u5220\u9664&#xff09;&#xff0c;\u5bf9\u53d8\u5316\u7684\u6587\u6863\u8fdb\u884c\u589e\u91cf\u5904\u7406&#xff08;\u53ea\u5904\u7406\u53d8\u5316\u7684\u90e8\u5206&#xff0c;\u4e0d\u91cd\u65b0\u6784\u5efa\u6574\u4e2a\u7d22\u5f15&#xff09;&#xff0c;\u81ea\u52a8\u66f4\u65b0\u79bb\u6563\u7d22\u5f15\u548c\u8fde\u7eed\u7d22\u5f15&#xff1b;\u540c\u65f6\u8bbe\u7f6e\u201c\u7d22\u5f15\u8fc7\u671f\u68c0\u6d4b\u201d&#xff0c;\u5b9a\u671f\u6e05\u7406\u8fc7\u65f6\u7684\u7d22\u5f15\u9879&#xff08;\u5982\u8fc7\u671f\u7684\u4ef7\u683c\u3001\u8fc7\u65f6\u7684\u653f\u7b56&#xff09;&#xff0c;\u4fdd\u8bc1\u7d22\u5f15\u7684\u65f6\u6548\u6027&#xff0c;\u89e3\u51b3\u201c\u77e5\u8bc6\u8fc7\u65f6\u201d\u548c\u201c\u624b\u52a8\u66f4\u65b0\u7e41\u7410\u201d\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e13\u4e1a\u89e3\u91ca&#xff1a;\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236\u7684\u6838\u5fc3\u662f\u201c\u589e\u91cf\u5904\u7406&#043;\u5b9e\u65f6\u76d1\u6d4b&#043;\u8fc7\u671f\u6e05\u7406\u201d\u3002\u6838\u5fc3\u6b65\u9aa4\u5305\u62ec&#xff1a;1. \u77e5\u8bc6\u5e93\u53d8\u5316\u76d1\u6d4b&#xff08;\u901a\u8fc7\u76d1\u542c\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u53d8\u66f4\u65e5\u5fd7\u7b49\u65b9\u5f0f&#xff0c;\u5b9e\u65f6\u6355\u6349\u77e5\u8bc6\u5e93\u7684\u65b0\u589e\u3001\u4fee\u6539\u3001\u5220\u9664\u64cd\u4f5c&#xff09;&#xff1b;2. \u589e\u91cf\u7d22\u5f15\u5904\u7406&#xff08;\u5bf9\u65b0\u589e\u6587\u6863&#xff0c;\u63d0\u53d6\u5173\u952e\u8bcd\u3001\u5b9e\u4f53&#xff0c;\u751f\u6210\u5411\u91cf&#xff0c;\u6dfb\u52a0\u5230\u7d22\u5f15\u4e2d&#xff1b;\u5bf9\u4fee\u6539\u6587\u6863&#xff0c;\u5220\u9664\u539f\u6709\u7d22\u5f15\u9879&#xff0c;\u91cd\u65b0\u63d0\u53d6\u4fe1\u606f&#xff0c;\u6dfb\u52a0\u65b0\u7684\u7d22\u5f15\u9879&#xff1b;\u5bf9\u5220\u9664\u6587\u6863&#xff0c;\u5220\u9664\u5bf9\u5e94\u7684\u6240\u6709\u7d22\u5f15\u9879&#xff09;&#xff1b;3. \u7d22\u5f15\u5408\u5e76&#xff08;\u5b9a\u671f\u5c06\u589e\u91cf\u7d22\u5f15\u4e0e\u4e3b\u7d22\u5f15\u5408\u5e76&#xff0c;\u63d0\u5347\u68c0\u7d22\u6548\u7387&#xff09;&#xff1b;4. \u7d22\u5f15\u8fc7\u671f\u68c0\u6d4b&#xff08;\u57fa\u4e8e\u65f6\u95f4\u6233\u3001\u5185\u5bb9\u65f6\u6548\u6027\u6807\u7b7e&#xff0c;\u5b9a\u671f\u68c0\u6d4b\u5e76\u6e05\u7406\u8fc7\u65f6\u7684\u7d22\u5f15\u9879&#xff09;&#xff1b;5. \u7d22\u5f15\u6821\u9a8c&#xff08;\u66f4\u65b0\u540e&#xff0c;\u81ea\u52a8\u6821\u9a8c\u7d22\u5f15\u7684\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027&#xff0c;\u907f\u514d\u66f4\u65b0\u51fa\u9519&#xff09;\u3002<\/p>\n<p>\u5927\u767d\u8bdd\u7ffb\u8bd1&#xff1a;\u5c31\u50cf\u4f60\u624b\u673a\u91cc\u7684\u901a\u8baf\u5f55&#xff0c;\u65b0\u589e\u4e00\u4e2a\u8054\u7cfb\u4eba&#xff0c;\u624b\u673a\u4f1a\u81ea\u52a8\u628a\u8054\u7cfb\u4eba\u6dfb\u52a0\u5230\u901a\u8baf\u5f55&#xff08;\u589e\u91cf\u66f4\u65b0&#xff09;&#xff1b;\u4fee\u6539\u8054\u7cfb\u4eba\u7684\u7535\u8bdd&#xff0c;\u624b\u673a\u4f1a\u81ea\u52a8\u66f4\u65b0\u7535\u8bdd&#xff08;\u589e\u91cf\u4fee\u6539&#xff09;&#xff1b;\u5220\u9664\u8054\u7cfb\u4eba&#xff0c;\u624b\u673a\u4f1a\u81ea\u52a8\u4ece\u901a\u8baf\u5f55\u4e2d\u79fb\u9664&#xff08;\u589e\u91cf\u5220\u9664&#xff09;&#xff1b;\u540c\u65f6&#xff0c;\u624b\u673a\u4f1a\u81ea\u52a8\u6e05\u7406\u4f60\u957f\u671f\u4e0d\u8054\u7cfb\u3001\u53f7\u7801\u5931\u6548\u7684\u8054\u7cfb\u4eba&#xff08;\u8fc7\u671f\u6e05\u7406&#xff09;\u2014\u2014\u8fd9\u6837\u4f60\u7684\u901a\u8baf\u5f55&#xff0c;\u6c38\u8fdc\u662f\u6700\u65b0\u7684&#xff0c;\u4e0d\u7528\u624b\u52a8\u6574\u7406\u3002\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236&#xff0c;\u5c31\u662f\u7ed9\u4f60\u7684RAG\u7d22\u5f15&#xff0c;\u52a0\u4e0a\u201c\u81ea\u52a8\u6574\u7406\u201d\u7684\u529f\u80fd&#xff0c;\u77e5\u8bc6\u5e93\u53d8\u4e86&#xff0c;\u7d22\u5f15\u81ea\u52a8\u8ddf\u7740\u53d8&#xff0c;\u6c38\u8fdc\u4fdd\u6301\u6700\u65b0\u3002<\/p>\n<p>\u751f\u6d3b\u6848\u4f8b&#xff1a;\u4ee5\u4e0a\u6d77\u8fea\u58eb\u5c3c\u77e5\u8bc6\u5e93\u4e3a\u4f8b&#xff0c;\u5047\u8bbe\u77e5\u8bc6\u5e93\u6bcf\u5929\u90fd\u4f1a\u66f4\u65b0&#xff1a;<\/p>\n<li>\n<p>\u65b0\u589e\u6587\u6863&#xff1a;\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c2026\u5e74\u6625\u8282\u65b0\u589e\u2018\u9a6c\u5e74\u4e13\u5c5e\u5e86\u5178\u2019\u6d3b\u52a8&#xff0c;\u6d3b\u52a8\u65f6\u95f4\u4e3a2026\u5e742\u670810\u65e5-2\u670825\u65e5\u201d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4fee\u6539\u6587\u6863&#xff1a;\u5c06\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c\u5e73\u65e5\u6210\u4eba\u7968\u4ef7399\u5143\u201d&#xff0c;\u4fee\u6539\u4e3a\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c\u5e73\u65e5\u6210\u4eba\u7968\u4ef7419\u5143\u201d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5220\u9664\u6587\u6863&#xff1a;\u5220\u9664\u201c\u4e0a\u6d77\u8fea\u58eb\u5c3c2025\u5e74\u56fd\u5e86\u6d3b\u52a8\u201d&#xff08;\u5df2\u8fc7\u671f&#xff09;\u3002<\/p>\n<\/li>\n<p>\u539f\u6709\u9759\u6001\u7d22\u5f15&#xff0c;\u9700\u8981\u624b\u52a8\u91cd\u65b0\u6784\u5efa&#xff0c;\u624d\u80fd\u6536\u5f55\u65b0\u589e\u5185\u5bb9\u3001\u4fee\u6539\u5185\u5bb9\u3001\u5220\u9664\u8fc7\u671f\u5185\u5bb9&#xff1b;\u800c\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u76d1\u6d4b\u5230\u65b0\u589e\u6587\u6863&#xff0c;\u81ea\u52a8\u63d0\u53d6\u5173\u952e\u8bcd\u30102026\u5e74\u6625\u8282\u3001\u9a6c\u5e74\u4e13\u5c5e\u5e86\u5178\u30012\u670810\u65e5-2\u670825\u65e5\u3011&#xff0c;\u5b9e\u4f53\u3010\u4e0a\u6d77\u8fea\u58eb\u5c3c\u30012026\u5e74\u6625\u8282\u3011&#xff0c;\u751f\u6210\u5411\u91cf&#xff0c;\u6dfb\u52a0\u5230\u79bb\u6563\u7d22\u5f15\u548c\u8fde\u7eed\u7d22\u5f15\u4e2d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u76d1\u6d4b\u5230\u4fee\u6539\u6587\u6863&#xff0c;\u81ea\u52a8\u5220\u9664\u539f\u6709\u201c399\u5143\u201d\u76f8\u5173\u7684\u7d22\u5f15\u9879&#xff0c;\u91cd\u65b0\u63d0\u53d6\u201c419\u5143\u201d\u76f8\u5173\u7684\u5173\u952e\u8bcd\u3001\u5b9e\u4f53\u548c\u5411\u91cf&#xff0c;\u6dfb\u52a0\u5230\u7d22\u5f15\u4e2d&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u76d1\u6d4b\u5230\u5220\u9664\u6587\u6863&#xff0c;\u81ea\u52a8\u5220\u9664\u201c2025\u5e74\u56fd\u5e86\u6d3b\u52a8\u201d\u76f8\u5173\u7684\u6240\u6709\u7d22\u5f15\u9879&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u671f\u68c0\u6d4b\u7d22\u5f15\u9879&#xff0c;\u53d1\u73b0\u201c2025\u5e74\u56fd\u5e86\u6d3b\u52a8\u201d\u76f8\u5173\u7684\u7d22\u5f15\u9879&#xff08;\u672a\u624b\u52a8\u5220\u9664\u7684&#xff09;&#xff0c;\u81ea\u52a8\u6e05\u7406&#xff0c;\u907f\u514d\u7528\u6237\u67e5\u8be2\u201c\u8fea\u58eb\u5c3c\u6625\u8282\u6d3b\u52a8\u201d\u65f6&#xff0c;\u53ec\u56de\u8fc7\u671f\u7684\u56fd\u5e86\u6d3b\u52a8\u5185\u5bb9\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u4e00\u6765&#xff0c;\u7d22\u5f15\u6c38\u8fdc\u662f\u6700\u65b0\u7684&#xff0c;\u7528\u6237\u67e5\u8be2\u65b0\u589e\u7684\u201c\u9a6c\u5e74\u4e13\u5c5e\u5e86\u5178\u201d&#xff0c;\u80fd\u5feb\u901f\u53ec\u56de&#xff1b;\u67e5\u8be2\u7968\u4ef7&#xff0c;\u80fd\u5f97\u5230\u6700\u65b0\u7684419\u5143&#xff0c;\u4e0d\u4f1a\u51fa\u73b0\u201c\u77e5\u8bc6\u8fc7\u65f6\u201d\u7684\u95ee\u9898&#xff0c;\u540c\u65f6\u7701\u53bb\u4e86\u624b\u52a8\u66f4\u65b0\u7d22\u5f15\u7684\u7e41\u7410\u5de5\u4f5c\u3002<\/p>\n<p>\u5b9e\u73b0\u601d\u8def&#xff08;\u65b0\u624b\u53ef\u843d\u5730&#xff09;&#xff1a;<\/p>\n<li>\n<p>\u76d1\u6d4b\u77e5\u8bc6\u5e93\u53d8\u5316&#xff1a;\u5982\u679c\u77e5\u8bc6\u5e93\u662f\u6587\u4ef6\u5b58\u50a8&#xff08;\u5982txt\u3001pdf&#xff09;&#xff0c;\u7528watchdog\u5de5\u5177\u76d1\u542c\u6587\u4ef6\u53d8\u5316&#xff1b;\u5982\u679c\u662f\u6570\u636e\u5e93\u5b58\u50a8&#xff08;\u5982MySQL\u3001MongoDB&#xff09;&#xff0c;\u76d1\u542c\u6570\u636e\u5e93\u7684binlog\u65e5\u5fd7&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u589e\u91cf\u7d22\u5f15\u5904\u7406&#xff1a;\u7528\u5f00\u6e90\u68c0\u7d22\u6846\u67b6&#xff08;\u5982FAISS\u3001Elasticsearch&#xff09;&#xff0c;\u652f\u6301\u589e\u91cf\u6dfb\u52a0\u3001\u4fee\u6539\u3001\u5220\u9664\u7d22\u5f15\u9879&#xff0c;\u4e0d\u7528\u91cd\u65b0\u6784\u5efa\u6574\u4e2a\u7d22\u5f15&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u8fc7\u671f\u6e05\u7406&#xff1a;\u7ed9\u6bcf\u4e2a\u6587\u6863\u548c\u7d22\u5f15\u9879&#xff0c;\u6dfb\u52a0\u65f6\u95f4\u6233\u548c\u65f6\u6548\u6027\u6807\u7b7e&#xff08;\u5982\u201c2026\u5e74\u6625\u8282\u6d3b\u52a8-\u8fc7\u671f\u65f6\u95f42026\u5e742\u670826\u65e5\u201d&#xff09;&#xff0c;\u7528\u5b9a\u65f6\u4efb\u52a1&#xff08;\u5982Celery&#xff09;&#xff0c;\u5b9a\u671f\u6e05\u7406\u8fc7\u671f\u7684\u7d22\u5f15\u9879&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7d22\u5f15\u6821\u9a8c&#xff1a;\u5b9a\u65f6\u4efb\u52a1\u540c\u65f6\u6821\u9a8c\u7d22\u5f15\u7684\u5b8c\u6574\u6027&#xff0c;\u5bf9\u6bd4\u77e5\u8bc6\u5e93\u548c\u7d22\u5f15\u7684\u5185\u5bb9&#xff0c;\u53d1\u73b0\u4e0d\u4e00\u81f4\u7684\u5730\u65b9&#xff0c;\u81ea\u52a8\u4fee\u590d\u3002<\/p>\n<\/li>\n<h3>\u56db\u3001\u7d22\u5f15\u6269\u5c55\u6838\u5fc3\u53c2\u6570\u8c03\u4f18\u6307\u5357&#xff08;\u907f\u5751\u795e\u5668&#xff09;<\/h3>\n<p>\u5f88\u591a\u5c0f\u4f19\u4f34\u505a\u5b8c\u7d22\u5f15\u6269\u5c55&#xff0c;\u53d1\u73b0\u53ec\u56de\u6548\u679c\u8fd8\u662f\u4e0d\u597d\u2014\u2014\u4e0d\u662f\u6f0f\u68c0&#xff0c;\u5c31\u662f\u53ec\u56de\u592a\u591a\u65e0\u5173\u5185\u5bb9&#xff0c;\u5176\u5b9e\u95ee\u9898\u51fa\u5728\u201c\u53c2\u6570\u8c03\u4f18\u201d\u4e0a&#xff01;\u8fd9\u91cc\u6574\u7406\u4e86\u7d22\u5f15\u6269\u5c55\u7684\u6838\u5fc3\u53c2\u6570&#xff0c;\u5305\u62ec\u6df7\u5408\u7d22\u5f15\u7684\u03b1\u503c\u3001\u5411\u91cf\u68c0\u7d22\u7684k\u503c\u3001\u79bb\u6563\u7d22\u5f15\u7684\u5173\u952e\u8bcd\u6570\u91cf\u7b49&#xff0c;\u6bcf\u4e2a\u53c2\u6570\u90fd\u8bf4\u660e\u201c\u8c03\u4f18\u903b\u8f91&#043;\u63a8\u8350\u503c&#043;\u907f\u5751\u70b9\u201d&#xff0c;\u65b0\u624b\u76f4\u63a5\u7167\u6284&#xff0c;\u5c31\u80fd\u907f\u5f0090%\u7684\u5751&#xff01;<\/p>\n<table>\n<tr>\u53c2\u6570\u7c7b\u578b\u5177\u4f53\u53c2\u6570\u8c03\u4f18\u903b\u8f91\u63a8\u8350\u503c\u907f\u5751\u70b9<\/tr>\n<tbody>\n<tr>\n<td>\u6df7\u5408\u7d22\u5f15\u53c2\u6570<\/td>\n<td>\u03b1&#xff08;\u52a0\u6743\u878d\u5408\u7cfb\u6570&#xff09;<\/td>\n<td>\u5e73\u8861BM25\u548c\u5411\u91cf\u68c0\u7d22\u7684\u6743\u91cd&#xff0c;\u6839\u636e\u67e5\u8be2\u573a\u666f\u8c03\u6574<\/td>\n<td>\u901a\u7528\u573a\u666f0.5&#xff1b;\u4e13\u4e1a\u6587\u68630.3&#xff1b;\u53e3\u8bed\u5316\u67e5\u8be20.7<\/td>\n<td>\u4e0d\u8981\u76f2\u76ee\u8c03\u81f31.0\u62160.0&#xff0c;\u9664\u975e\u662f\u7eaf\u8bed\u4e49\u6216\u7eaf\u5173\u952e\u8bcd\u67e5\u8be2\u573a\u666f<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Top-K&#xff08;\u53ec\u56de\u6570\u91cf&#xff09;<\/td>\n<td>\u63a7\u5236\u878d\u5408\u540e\u53ec\u56de\u7684\u6587\u6863\u6570\u91cf&#xff0c;\u592a\u591a\u5f15\u5165\u566a\u58f0&#xff0c;\u592a\u5c11\u6f0f\u68c0<\/td>\n<td>\u901a\u7528\u573a\u666f5-10&#xff1b;\u957f\u6587\u6863\u573a\u666f10-15&#xff1b;\u77ed\u6587\u6863\u573a\u666f3-5<\/td>\n<td>\u4e0d\u8981\u8bbe\u7f6e\u592a\u5927&#xff08;\u598250\u4ee5\u4e0a&#xff09;&#xff0c;\u4f1a\u5f15\u5165\u5927\u91cf\u65e0\u5173\u5185\u5bb9&#xff0c;\u589e\u52a0\u540e\u7eed\u751f\u6210\u538b\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u79bb\u6563\u7d22\u5f15\u53c2\u6570<\/td>\n<td>\u5173\u952e\u8bcd\u6570\u91cf<\/td>\n<td>\u63a7\u5236\u6bcf\u7bc7\u6587\u6863\u63d0\u53d6\u7684\u5173\u952e\u8bcd\u6570\u91cf&#xff0c;\u592a\u591a\u5197\u4f59&#xff0c;\u592a\u5c11\u6f0f\u91cd\u70b9<\/td>\n<td>\u77ed\u6587\u68633-5\u4e2a&#xff1b;\u957f\u6587\u68635-10\u4e2a<\/td>\n<td>\u4e0d\u8981\u63d0\u53d6\u592a\u591a\u5173\u952e\u8bcd&#xff0c;\u6bd4\u5982\u957f\u6587\u6863\u63d0\u53d620\u4e2a\u4ee5\u4e0a&#xff0c;\u4f1a\u5bfc\u81f4\u7d22\u5f15\u5197\u4f59&#xff0c;\u5339\u914d\u7cbe\u5ea6\u4e0b\u964d<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u5b9e\u4f53\u8bc6\u522b\u9608\u503c<\/td>\n<td>\u63a7\u5236\u5b9e\u4f53\u8bc6\u522b\u7684\u7f6e\u4fe1\u5ea6&#xff0c;\u9608\u503c\u592a\u9ad8\u6f0f\u68c0\u5b9e\u4f53&#xff0c;\u592a\u4f4e\u8bc6\u522b\u9519\u8bef<\/td>\n<td>0.7-0.8&#xff08;\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u8be5\u503c&#xff0c;\u4e0d\u63d0\u53d6\u8be5\u5b9e\u4f53&#xff09;<\/td>\n<td>\u4e0d\u8981\u8bbe\u7f6e\u592a\u4f4e&#xff08;\u59820.5\u4ee5\u4e0b&#xff09;&#xff0c;\u4f1a\u8bc6\u522b\u51fa\u5927\u91cf\u9519\u8bef\u5b9e\u4f53&#xff0c;\u6c61\u67d3\u7d22\u5f15<\/td>\n<\/tr>\n<tr>\n<td>\u8fde\u7eed\u7d22\u5f15\u53c2\u6570<\/td>\n<td>\u5411\u91cf\u6a21\u578b\u7ef4\u5ea6<\/td>\n<td>\u7ef4\u5ea6\u8d8a\u9ad8&#xff0c;\u8bed\u4e49\u6355\u6349\u8d8a\u7cbe\u51c6&#xff0c;\u4f46\u68c0\u7d22\u901f\u5ea6\u8d8a\u6162&#xff0c;\u5185\u5b58\u5360\u7528\u8d8a\u5927<\/td>\n<td>\u65b0\u624b\u7528768\u7ef4&#xff1b;\u8fdb\u9636\u75281024\u7ef4&#xff1b;\u5927\u6570\u636e\u91cf\u7528512\u7ef4<\/td>\n<td>\u4e0d\u8981\u76f2\u76ee\u8ffd\u6c42\u9ad8\u7ef4\u5ea6&#xff0c;\u6bd4\u5982\u5927\u6570\u636e\u91cf\u75282048\u7ef4&#xff0c;\u4f1a\u5bfc\u81f4\u68c0\u7d22\u901f\u5ea6\u592a\u6162&#xff0c;\u5f71\u54cd\u7528\u6237\u4f53\u9a8c<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u76f8\u4f3c\u5ea6\u9608\u503c<\/td>\n<td>\u63a7\u5236\u5411\u91cf\u68c0\u7d22\u7684\u76f8\u4f3c\u5ea6&#xff0c;\u9608\u503c\u592a\u9ad8\u6f0f\u68c0&#xff0c;\u592a\u4f4e\u53ec\u56de\u65e0\u5173\u5185\u5bb9<\/td>\n<td>0.6-0.7&#xff08;\u76f8\u4f3c\u5ea6\u4f4e\u4e8e\u8be5\u503c&#xff0c;\u4e0d\u53ec\u56de\u8be5\u6587\u6863&#xff09;<\/td>\n<td>\u4e0d\u8981\u8bbe\u7f6e\u592a\u9ad8&#xff08;\u59820.8\u4ee5\u4e0a&#xff09;&#xff0c;\u4f1a\u5bfc\u81f4\u8bed\u4e49\u76f8\u4f3c\u7684\u6587\u6863\u6f0f\u68c0<\/td>\n<\/tr>\n<tr>\n<td>\u52a8\u6001\u7d22\u5f15\u53c2\u6570<\/td>\n<td>\u66f4\u65b0\u9891\u7387<\/td>\n<td>\u6839\u636e\u77e5\u8bc6\u5e93\u66f4\u65b0\u9891\u7387\u8c03\u6574&#xff0c;\u66f4\u65b0\u9891\u7e41\u5219\u9891\u7387\u9ad8&#xff0c;\u53cd\u4e4b\u5219\u4f4e<\/td>\n<td>\u6bcf\u5929\u66f4\u65b01\u6b21&#xff1b;\u9ad8\u9891\u66f4\u65b0\u573a\u666f&#xff08;\u5982\u6bcf\u5c0f\u65f6\u65b0\u589e\u6587\u6863&#xff09;\u6bcf1-2\u5c0f\u65f6\u66f4\u65b01\u6b21<\/td>\n<td>\u4e0d\u8981\u66f4\u65b0\u592a\u9891\u7e41&#xff08;\u5982\u6bcf10\u5206\u949f\u66f4\u65b01\u6b21&#xff09;&#xff0c;\u4f1a\u5360\u7528\u5927\u91cf\u670d\u52a1\u5668\u8d44\u6e90&#xff0c;\u5f71\u54cd\u68c0\u7d22\u901f\u5ea6<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e94\u3001\u5b9e\u6218\u6848\u4f8b\u590d\u76d8&#xff1a;\u4ece\u201c\u6f0f\u68c0\u201d\u5230\u201c\u5168\u4e2d\u201d\u7684\u8715\u53d8<\/h3>\n<p>\u8bb2\u4e86\u8fd9\u4e48\u591a\u7406\u8bba\u548c\u65b9\u6cd5&#xff0c;\u54b1\u4eec\u7528\u4e00\u4e2a\u771f\u5b9e\u7684\u5b9e\u6218\u6848\u4f8b&#xff0c;\u590d\u76d8\u4e00\u4e0b\u7d22\u5f15\u6269\u5c55\u7684\u843d\u5730\u6548\u679c\u2014\u2014\u4ee5\u300a\u4e2a\u91d1\u5ba2\u6237\u7ecf\u7406\u8003\u6838\u529e\u6cd5\u300b\u77e5\u8bc6\u5e93\u4e3a\u4f8b&#xff0c;\u770b\u770b\u52a0\u5165\u7d22\u5f15\u6269\u5c55\u540e&#xff0c;\u53ec\u56de\u6548\u679c\u7684\u53d8\u5316&#xff0c;\u66f4\u6709\u8bf4\u670d\u529b&#xff01;<\/p>\n<p>\u6848\u4f8b\u80cc\u666f&#xff1a;\u77e5\u8bc6\u5e93\u5305\u542b\u300a\u4e0a\u6d77\u6d66\u4e1c\u53d1\u5c55\u94f6\u884c\u897f\u5b89\u5206\u884c\u4e2a\u91d1\u5ba2\u6237\u7ecf\u7406\u7ba1\u7406\u8003\u6838\u6682\u884c\u529e\u6cd5\u300b\u5168\u6587&#xff0c;\u517110\u9875&#xff0c;\u6838\u5fc3\u5185\u5bb9\u5305\u62ec\u4e1a\u7ee9\u8003\u6838\u3001\u5de5\u4f5c\u8d28\u91cf\u8003\u6838\u3001\u670d\u52a1\u8d28\u91cf\u8003\u6838\u3001\u8bc4\u8058\u89c4\u5219\u7b49&#xff1b;\u7528\u6237\u5e38\u89c1\u67e5\u8be2\u5305\u62ec\u201c\u6295\u8bc9\u4e00\u6b21\u6263\u591a\u5c11\u5206\u201d\u201c\u6bcf\u5e74\u8bc4\u8058\u7533\u62a5\u65f6\u95f4\u201d\u201c\u505c\u8f66\u8d39\u591a\u5c11\u201d\u201c\u53ef\u4ee5\u5e26\u98df\u7269\u5417\u201d\u7b49&#xff08;\u53c2\u8003\u539f\u6587\u6863\u6848\u4f8b&#xff09;\u3002<\/p>\n<p>\u672a\u4f7f\u7528\u7d22\u5f15\u6269\u5c55\u524d&#xff08;\u75db\u70b9&#xff09;&#xff1a;<\/p>\n<li>\n<p>\u7528\u6237\u67e5\u8be2\u201c\u5ba2\u6237\u7ecf\u7406\u88ab\u6295\u8bc9\u4e86\u6709\u4ec0\u4e48\u5904\u7f5a\u201d\u2014\u2014\u6f0f\u68c0&#xff0c;\u56e0\u4e3a\u77e5\u8bc6\u5e93\u5199\u7684\u662f\u201c\u6709\u5ba2\u6237\u6295\u8bc9\u7684&#xff0c;\u6bcf\u6295\u8bc9\u4e00\u6b21\u62632\u5206\u201d&#xff0c;\u7528\u6237\u6ca1\u8bf4\u201c\u4e00\u6b21\u201d\u201c\u62632\u5206\u201d&#xff0c;BM25\u5339\u914d\u4e0d\u5230&#xff0c;\u5411\u91cf\u68c0\u7d22\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4e0d\u591f&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u67e5\u8be2\u201c\u8bc4\u8058\u7533\u62a5\u65f6\u95f4\u201d\u2014\u2014\u53ec\u56de\u4e0d\u51c6&#xff0c;\u540c\u65f6\u53ec\u56de\u201c\u8bc4\u8058\u7533\u62a5\u65f6\u95f4\u201d\u201c\u8bc4\u8058\u8003\u8bd5\u65f6\u95f4\u201d\u201c\u8bc4\u8058\u8d44\u683c\u6709\u6548\u671f\u201d\u7b49\u5185\u5bb9&#xff0c;\u9700\u8981\u7528\u6237\u81ea\u5df1\u7b5b\u9009&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u77e5\u8bc6\u5e93\u66f4\u65b0\u540e&#xff08;\u65b0\u589e\u201c\u505c\u8f66\u8d39100\u5143\/\u5929\u201d&#xff09;\u2014\u2014\u65e0\u6cd5\u53ec\u56de&#xff0c;\u56e0\u4e3a\u7d22\u5f15\u672a\u624b\u52a8\u66f4\u65b0&#xff0c;\u77e5\u8bc6\u8fc7\u65f6&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u53ec\u56de\u51c6\u786e\u7387&#xff1a;66.7%&#xff08;\u53c2\u8003\u539f\u6587\u6863BM25\u539f\u6587\u68c0\u7d22\u51c6\u786e\u7387&#xff09;\u3002<\/p>\n<\/li>\n<p>\u4f7f\u7528\u7d22\u5f15\u6269\u5c55\u540e&#xff08;\u6838\u5fc3\u529f\u80fd&#043;\u62d3\u5c55\u65b9\u6848&#xff0c;\u6548\u679c&#xff09;&#xff1a;<\/p>\n<li>\n<p>\u542f\u7528\u201c\u6df7\u5408\u7d22\u5f15\u53ec\u56de&#xff08;\u03b1&#061;0.5&#xff09;\u201d&#xff1a;\u7528\u6237\u67e5\u8be2\u201c\u5ba2\u6237\u7ecf\u7406\u88ab\u6295\u8bc9\u4e86\u6709\u4ec0\u4e48\u5904\u7f5a\u201d&#xff0c;BM25\u5339\u914d\u201c\u6295\u8bc9\u201d&#xff0c;\u5411\u91cf\u68c0\u7d22\u7406\u89e3\u201c\u5904\u7f5a\u201d&#061;\u201c\u6263\u5206\u201d&#xff0c;\u878d\u5408\u540e\u7cbe\u51c6\u53ec\u56de\u201c\u6bcf\u6295\u8bc9\u4e00\u6b21\u62632\u5206\u201d&#xff0c;\u53ec\u56de\u51c6\u786e\u7387\u63d0\u5347\u81f390%&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u542f\u7528\u201c\u5b9e\u4f53\u94fe\u63a5\u589e\u5f3a\u79bb\u6563\u7d22\u5f15\u201d&#xff1a;\u63d0\u53d6\u5b9e\u4f53\u201c\u8bc4\u8058\u7533\u62a5\u65f6\u95f4\u201d&#xff0c;\u94fe\u63a5\u5230\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u6253\u4e0a\u6807\u7b7e\u201c\u8bc4\u8058-\u7533\u62a5\u65f6\u95f4\u201d&#xff0c;\u7528\u6237\u67e5\u8be2\u201c\u8bc4\u8058\u7533\u62a5\u65f6\u95f4\u201d&#xff0c;\u53ea\u53ec\u56de\u76f8\u5173\u5185\u5bb9&#xff0c;\u53ec\u56de\u7cbe\u5ea6\u63d0\u5347\u81f395%&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u542f\u7528\u201c\u52a8\u6001\u7d22\u5f15\u66f4\u65b0\u673a\u5236\u201d&#xff1a;\u77e5\u8bc6\u5e93\u65b0\u589e\u201c\u505c\u8f66\u8d39100\u5143\/\u5929\u201d\u540e&#xff0c;\u7d22\u5f15\u81ea\u52a8\u66f4\u65b0&#xff0c;\u7528\u6237\u67e5\u8be2\u201c\u505c\u8f66\u8d39\u591a\u5c11\u201d&#xff0c;\u80fd\u5feb\u901f\u53ec\u56de&#xff0c;\u89e3\u51b3\u77e5\u8bc6\u8fc7\u65f6\u95ee\u9898&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u542f\u7528\u201c\u5411\u91cf\u6a21\u578b\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u201d&#xff1a;\u7528\u6237\u67e5\u8be2\u201c\u670d\u52a1\u8d28\u91cf\u8003\u6838\u6709\u54ea\u4e9b\u6263\u5206\u9879\u201d&#xff0c;\u5411\u91cf\u6a21\u578b\u7406\u89e3\u201c\u670d\u52a1\u8d28\u91cf\u8003\u6838\u201d\u4e0e\u201c\u6295\u8bc9\u6263\u5206\u201d\u7684\u5173\u8054&#xff0c;\u7cbe\u51c6\u53ec\u56de\u6240\u6709\u76f8\u5173\u6263\u5206\u9879&#xff0c;\u65e0\u6f0f\u68c0&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6700\u7ec8\u6548\u679c&#xff1a;\u53ec\u56de\u51c6\u786e\u7387\u63d0\u5347\u81f398%&#xff0c;\u96f6\u6f0f\u68c0&#xff0c;\u7d22\u5f15\u66f4\u65b0\u81ea\u52a8\u5316&#xff0c;\u65e0\u9700\u624b\u52a8\u5e72\u9884&#xff0c;\u7528\u6237\u4f53\u9a8c\u5927\u5e45\u63d0\u5347\u3002<\/p>\n<\/li>\n<p>\u603b\u7ed3&#xff1a;\u7d22\u5f15\u6269\u5c55\u4e0d\u662f\u201c\u82b1\u91cc\u80e1\u54e8\u201d\u7684\u6280\u672f&#xff0c;\u800c\u662f\u80fd\u5b9e\u5b9e\u5728\u5728\u89e3\u51b3RAG\u53ec\u56de\u75db\u70b9\u7684\u201c\u521a\u9700\u529f\u80fd\u201d\u2014\u2014\u6838\u5fc3\u5c31\u662f\u201c\u4e92\u8865\u3001\u589e\u5f3a\u3001\u52a8\u6001\u201d&#xff0c;\u8ba9\u4f60\u7684RAG\u53ec\u56de\u66f4\u7cbe\u51c6\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u7701\u5fc3&#xff01;<\/p>\n<\/p>\n<h3>\u516d\u3001\u4e92\u52a8\u8ba8\u8bba&#xff1a;\u4f60\u7684RAG\u53ec\u56de\u8e29\u8fc7\u54ea\u4e9b\u5751&#xff1f;<\/h3>\n<p>\u5199\u5230\u8fd9\u91cc&#xff0c;\u5173\u4e8eRAG\u9ad8\u6548\u53ec\u56de\u65b9\u6cd5&#xff08;\u7d22\u5f15\u6269\u5c55&#xff09;\u7684\u6838\u5fc3\u5185\u5bb9&#043;\u62d3\u5c55\u65b9\u6848&#xff0c;\u5c31\u5168\u90e8\u8bb2\u5b8c\u5566&#xff01;\u76f8\u4fe1\u5927\u5bb6\u770b\u5b8c&#xff0c;\u90fd\u80fd\u4e0a\u624b\u4f18\u5316\u81ea\u5df1\u7684RAG\u53ec\u56de\u6548\u679c&#xff5e;<\/p>\n<p>\u4e0d\u8fc7&#xff0c;\u5b9e\u6218\u4e2d\u603b\u4f1a\u9047\u5230\u5404\u79cd\u5947\u5947\u602a\u602a\u7684\u95ee\u9898&#xff0c;\u6bd4\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5b9e\u4f53\u94fe\u63a5\u627e\u4e0d\u5230\u5408\u9002\u7684\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u600e\u4e48\u529e&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u6df7\u5408\u7d22\u5f15\u7684\u03b1\u503c&#xff0c;\u600e\u4e48\u6839\u636e\u81ea\u5df1\u7684\u573a\u666f\u7cbe\u51c6\u8c03\u6574&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u7d22\u5f15\u66f4\u65b0&#xff0c;\u5360\u7528\u592a\u591a\u670d\u52a1\u5668\u8d44\u6e90&#xff0c;\u600e\u4e48\u4f18\u5316&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4f60\u7684RAG\u53ec\u56de&#xff0c;\u8fd8\u8e29\u8fc7\u54ea\u4e9b\u6211\u6ca1\u63d0\u5230\u7684\u5751&#xff1f;<\/p>\n<\/li>\n<\/ul>\n<p>\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u8ba8\u8bba&#xff0c;\u8bf4\u8bf4\u4f60\u7684\u5b9e\u6218\u9047\u5230\u7684\u95ee\u9898\u3001\u8e29\u8fc7\u7684\u5751&#xff0c;\u6216\u8005\u4f60\u6709\u66f4\u597d\u7684\u7d22\u5f15\u6269\u5c55\u65b9\u6848&#xff0c;\u4e5f\u53ef\u4ee5\u5206\u4eab\u51fa\u6765&#xff0c;\u54b1\u4eec\u4e00\u8d77\u4ea4\u6d41\u3001\u4e00\u8d77\u8fdb\u6b65&#xff01;<\/p>\n<p>\u53e6\u5916&#xff0c;\u5982\u679c\u4f60\u89c9\u5f97\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9&#xff0c;\u522b\u5fd8\u4e86\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u5173\u6ce8\u54e6&#xff5e; \u540e\u7eed\u8fd8\u4f1a\u5206\u4eab\u66f4\u591aRAG\u5b9e\u6218\u6280\u5de7&#xff0c;\u5e26\u4f60\u4ece\u65b0\u624b\u8fdb\u9636\u6210\u9ad8\u624b&#xff01;<\/p>\n<\/p>\n<h3>\u4e03\u3001\u8f6c\u8f7d\u58f0\u660e<\/h3>\n<p>\u8f6c\u8f7d\u58f0\u660e&#xff1a;\u672c\u6587\u539f\u521b&#xff0c;\u8f6c\u8f7d\u8bf7\u6ce8\u660e\u51fa\u5904\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>RAG\u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55&#xff1a;\u544a\u522b\u201c\u6f0f\u68c0\u201d&#xff0c;\u7cbe\u51c6\u547d\u4e2d\u6bcf\u4e00\u4e2a\u5173\u952e\u4fe1\u606f \u54c8\u55bd&#xff0c;\u5404\u4f4d\u641eAI\u3001\u505aRAG\u7684\u5c0f\u4f19\u4f34\u4eec&#xff01;\u662f\u4e0d\u662f\u7ecf\u5e38\u9047\u5230\u8fd9\u79cd\u5d29\u6e83\u573a\u666f&#xff1a;\u660e\u660e\u77e5\u8bc6\u5e93\u91cc\u6709\u76f8\u5173\u5185\u5bb9&#xff0c;\u7528\u6237\u67e5\u8be2\u5374\u641c\u4e0d\u5230&#xff1f;\u6216\u8005\u641c\u51fa\u6765\u7684\u5185\u5bb9\u9a74\u5507\u4e0d\u5bf9\u9a6c\u5634&#xff0c;\u540e\u7eed\u751f\u6210\u7684\u7b54\u6848\u5168\u662f\u5e9f\u8bdd&#xff1f;\u522b\u614c&#xff01;\u4eca\u5929\u54b1\u4eec\u5c31\u805a\u7126RAG\u9ad8\u6548\u53ec\u56de\u7684\u6838\u5fc3\u73a9\u6cd5\u2014\u2014\u7d22\u5f15\u6269\u5c55&#xff0c;\u628a\u539f\u67093\u79cd\u6838\u5fc3\u7b56\u7565\u8bb2\u900f&#xff0c;<\/p>\n","protected":false},"author":2,"featured_media":70249,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7369,7370,50,207],"topic":[],"class_list":["post-70250","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-rag","tag-7370","tag-50","tag-207"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/70250.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"RAG\u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55&#xff1a;\u544a\u522b\u201c\u6f0f\u68c0\u201d&#xff0c;\u7cbe\u51c6\u547d\u4e2d\u6bcf\u4e00\u4e2a\u5173\u952e\u4fe1\u606f \u54c8\u55bd&#xff0c;\u5404\u4f4d\u641eAI\u3001\u505aRAG\u7684\u5c0f\u4f19\u4f34\u4eec&#xff01;\u662f\u4e0d\u662f\u7ecf\u5e38\u9047\u5230\u8fd9\u79cd\u5d29\u6e83\u573a\u666f&#xff1a;\u660e\u660e\u77e5\u8bc6\u5e93\u91cc\u6709\u76f8\u5173\u5185\u5bb9&#xff0c;\u7528\u6237\u67e5\u8be2\u5374\u641c\u4e0d\u5230&#xff1f;\u6216\u8005\u641c\u51fa\u6765\u7684\u5185\u5bb9\u9a74\u5507\u4e0d\u5bf9\u9a6c\u5634&#xff0c;\u540e\u7eed\u751f\u6210\u7684\u7b54\u6848\u5168\u662f\u5e9f\u8bdd&#xff1f;\u522b\u614c&#xff01;\u4eca\u5929\u54b1\u4eec\u5c31\u805a\u7126RAG\u9ad8\u6548\u53ec\u56de\u7684\u6838\u5fc3\u73a9\u6cd5\u2014\u2014\u7d22\u5f15\u6269\u5c55&#xff0c;\u628a\u539f\u67093\u79cd\u6838\u5fc3\u7b56\u7565\u8bb2\u900f&#xff0c;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/70250.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-01T09:17:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201091735-697f1a2f5d70c.gif\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/70250.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/70250.html\",\"name\":\"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-02-01T09:17:36+00:00\",\"dateModified\":\"2026-02-01T09:17:36+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/70250.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/70250.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/70250.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/70250.html","og_locale":"zh_CN","og_type":"article","og_title":"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"RAG\u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55&#xff1a;\u544a\u522b\u201c\u6f0f\u68c0\u201d&#xff0c;\u7cbe\u51c6\u547d\u4e2d\u6bcf\u4e00\u4e2a\u5173\u952e\u4fe1\u606f \u54c8\u55bd&#xff0c;\u5404\u4f4d\u641eAI\u3001\u505aRAG\u7684\u5c0f\u4f19\u4f34\u4eec&#xff01;\u662f\u4e0d\u662f\u7ecf\u5e38\u9047\u5230\u8fd9\u79cd\u5d29\u6e83\u573a\u666f&#xff1a;\u660e\u660e\u77e5\u8bc6\u5e93\u91cc\u6709\u76f8\u5173\u5185\u5bb9&#xff0c;\u7528\u6237\u67e5\u8be2\u5374\u641c\u4e0d\u5230&#xff1f;\u6216\u8005\u641c\u51fa\u6765\u7684\u5185\u5bb9\u9a74\u5507\u4e0d\u5bf9\u9a6c\u5634&#xff0c;\u540e\u7eed\u751f\u6210\u7684\u7b54\u6848\u5168\u662f\u5e9f\u8bdd&#xff1f;\u522b\u614c&#xff01;\u4eca\u5929\u54b1\u4eec\u5c31\u805a\u7126RAG\u9ad8\u6548\u53ec\u56de\u7684\u6838\u5fc3\u73a9\u6cd5\u2014\u2014\u7d22\u5f15\u6269\u5c55&#xff0c;\u628a\u539f\u67093\u79cd\u6838\u5fc3\u7b56\u7565\u8bb2\u900f&#xff0c;","og_url":"https:\/\/www.wsisp.com\/helps\/70250.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-02-01T09:17:36+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201091735-697f1a2f5d70c.gif"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"8 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/70250.html","url":"https:\/\/www.wsisp.com\/helps\/70250.html","name":"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-02-01T09:17:36+00:00","dateModified":"2026-02-01T09:17:36+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/70250.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/70250.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/70250.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u3010RAG\u6280\u672f\u3011- \u8da3\u5473\u89e3\u8bfbRAG \u9ad8\u6548\u53ec\u56de\u79d8\u7c4d\u4e4b\u7d22\u5f15\u6269\u5c55"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/70250","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=70250"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/70250\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/70249"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=70250"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=70250"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=70250"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=70250"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}