{"id":2029,"date":"2024-12-15T20:52:35","date_gmt":"2024-12-15T12:52:35","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2029"},"modified":"2024-12-15T20:52:35","modified_gmt":"2024-12-15T12:52:35","slug":"202412-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-embedding-based-retrieval-with-llm-for-effective-agriculture-information-extracting-from-unstructured-data","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202412-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-embedding-based-retrieval-with-llm-for-effective-agriculture-information-extracting-from-unstructured-data\/","title":{"rendered":"202412 \u8bba\u6587\u7814\u8bfb-Embedding-based retrieval with LLM for effective\u00a0 agriculture information extracting from\u00a0 unstructured data"},"content":{"rendered":"\n

\u4f5c\u8005\uff1a<\/strong> Ruoling Peng, Kang Liu, Po Yang, Zhipeng Yuan, Shunbao Li<\/p>\n\n\n\n

\u6765\u6e90\uff1a<\/strong> University of Sheffield Sheffield, Uk<\/p>\n\n\n\n

\u65f6\u95f4\uff1a<\/strong> 2023.08<\/p>\n\n\n\n

\u4e00\u3001\u80cc\u666f<\/h2>\n\n\n\n

\u00a0\u00a0\u00a0 \u5927\u591a\u6570\u519c\u6c11\u65e0\u6cd5\u5728\u7530\u95f4\u51c6\u786e\u8bc6\u522b\u5bb3\u866b\uff0c\u4e14\u7f3a\u4e4f\u53ef\u7528\u4e8e\u5feb\u901f\u67e5\u8be2\u7684\u7ed3\u6784\u5316\u6570\u636e\u6e90\u3002\u968f\u7740\u4fe1\u606f\u65f6\u4ee3\u6570\u636e\u91cf\u7684\u6fc0\u589e\uff0c\u4fe1\u606f\u63d0\u53d6\uff08IE\uff09\u53d8\u5f97\u65e5\u76ca\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728\u519c\u4e1a\u9886\u57df\uff0c\u5927\u91cf\u4fe1\u606f\u88ab\u57cb\u6ca1\u5728\u65b0\u95fb\u3001\u8bba\u6587\u548c\u653f\u5e9c\u53ca\u7ec4\u7ec7\u7f51\u7ad9\u4e2d\u3002\u4f20\u7edf\u7684\u4fe1\u606f\u63d0\u53d6\u65b9\u6cd5\u9700\u8981\u9886\u57df\u7279\u5b9a\u7684\u8bad\u7ec3\u6216\u624b\u5de5\u5236\u5b9a\u7684\u6a21\u5f0f\uff0c\u8fd9\u5bf9\u4e8e\u5927\u91cf\u5f02\u6784\u6587\u6863\u6765\u8bf4\u662f\u4e00\u4e2a\u6311\u6218\u3002\u540c\u65f6\uff0c\u666e\u901a\u7684\u519c\u4e1a\u4eba\u5458\u53ef\u80fd\u4e0d\u719f\u6089\u4fe1\u606f\u63d0\u53d6\u6280\u672f\uff0c\u4e5f\u6ca1\u6709\u65f6\u95f4\u6216\u80fd\u529b\u4ece\u7e41\u6742\u7684\u4e13\u4e1a\u4e66\u7c4d\u6216\u8005\u8bba\u6587\u4e2d\u67e5\u9605\u9700\u8981\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6838\u5fc3\u521b\u65b0<\/h2>\n\n\n\n

\u00a0\u00a0\u00a0 \u6587\u7ae0\u7684\u6838\u5fc3\u662f\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aFINDER\u7684\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u57fa\u4e8e\u901a\u7528\u7684\u5927\u578b\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u57fa\u4e8e\u5d4c\u5165\u7684\u68c0\u7d22\uff08EBR\uff09\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4ece\u975e\u7ed3\u6784\u5316\u6587\u6863\u4e2d\u96f6\u6837\u672c\uff08zero-shot\uff09\u4fe1\u606f\u63d0\u53d6\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u63d0\u53d6\u5b9e\u4f53\u3001\u5c5e\u6027\u548c\u76f8\u5e94\u7684\u63cf\u8ff0\u6027\u672f\u8bed\uff0c\u5e76\u5c06\u5b83\u4eec\u7ed1\u5b9a\uff0c\u751f\u6210\u6613\u4e8e\u4f7f\u7528\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0c\u65e0\u9700\u7528\u6237\u4e86\u89e3\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u3002<\/p>\n\n\n\n

\u4e09\u3001\u6280\u672f\u8def\u7ebf<\/h2>\n\n\n\n

3.1\u00a0 FINDER\u7cfb\u7edf\u7684\u6846\u67b6\u7ed3\u6784<\/strong><\/h4>\n\n\n\n

\u00a0\u00a0\u00a0 EBR filter\uff1aEBR\uff08<\/strong>\u57fa\u4e8e\u5d4c\u5165\u7684\u68c0\u7d22\uff09\u662f\u4e00\u79cd\u6587\u672c\u68c0\u7d22\u6280\u672f\uff0c\u5b83\u901a\u8fc7\u5c06\u6587\u6863\u77e2\u91cf\u5316\u5e76\u5b58\u50a8\u5728\u77e2\u91cf\u6570\u636e\u5e93\u4e2d\u6765\u514b\u670d\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8f93\u5165\u9650\u5236\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c06\u6587\u6863\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u4f7f\u5f97\u76f8\u4f3c\u6587\u6863\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u7684\u8ddd\u79bb\u66f4\u8fd1\uff0c\u800c\u4e0d\u540c\u6587\u6863\u7684\u8ddd\u79bb\u66f4\u8fdc\u3002\u68c0\u7d22\u65f6\uff0c\u901a\u8fc7\u8ba1\u7b97\u6587\u6863\u5411\u91cf\u4e0e\u641c\u7d22\u5185\u5bb9\u5411\u91cf\u4e4b\u95f4\u7684\u8ddd\u79bb\u6765\u786e\u5b9a\u6587\u6863\u7684\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n

    \u7b2c\u4e00<\/strong>\u9636\u6bb5\uff1a\u8bc6\u522b\u63cf\u8ff0\u6027<\/strong>\u8bcd\u6c47\u3002<\/strong>\u76ee\u6807\u662f\u5229\u7528LLM\u8bc6\u522b\u6587\u672c\u4e2d\u7528\u4e8e\u63cf\u8ff0\u5b9e\u4f53\u7684\u6240\u6709\u8bcd\u6c47\u3002\u901a\u8fc7EBR\u8fc7\u6ee4\u5668\u8fd4\u56de\u7684\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u5bf9\u6bcf\u4e2a\u6587\u672c\u7247\u6bb5\u6267\u884c\u5355\u8f6e\u95ee\u7b54\u3002\u5c06\u5339\u914d\u7684\u5143\u7d20\u4f5c\u4e3a\u5217\u8868\u8fd4\u56de\u3002<\/p>\n\n\n\n

    \u7b2c\u4e8c<\/strong>\u9636\u6bb5\uff1a\u5c06\u63cf\u8ff0\u6027\u8bcd\u6c47\u8f6c\u6362\u4e3a<\/strong>\u5c5e\u6027\u3002<\/strong>\u4efb\u52a1\u662f\u5c06\u7b2c\u4e00\u9636\u6bb5\u6536\u96c6\u7684\u63cf\u8ff0\u6027\u8bcd\u6c47\u8f6c\u6362\u4e3a\u5c5e\u6027\u3002\u8fd9\u4e00\u9636\u6bb5\u901a\u8fc7\u5c06\u63cf\u8ff0\u6027\u8bcd\u6c47\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u751f\u6210\u63d0\u793a\uff0c\u5e76\u8be2\u95eeLLM\u8fd9\u4e9b\u8bcd\u6c47\u4ee3\u8868\u54ea\u4e9b\u7c7b\u578b\u7684\u5c5e\u6027\u3002\u53ef\u4ee5\u805a\u5408\u6240\u6709\u8bc6\u522b\u51fa\u7684\u5c5e\u6027\uff0c\u5e76\u4f7f\u7528LLM\u8fc7\u6ee4\u5b83\u4eec\uff0c\u4fdd\u7559\u90a3\u4e9b\u610f\u4e49\u76f8\u4f3c\u7684\u5c5e\u6027\u4e2d\u51fa\u73b0\u9891\u7387\u6700\u9ad8\u7684\u5c5e\u6027\u3002<\/p>\n\n\n\n

    <\/strong>\u7b2c\u4e09<\/strong>\u9636\u6bb5\uff1a\u5b9e\u4f53<\/strong>\u63d0\u53d6<\/strong>\u3002<\/strong>\u5229\u7528LLM\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u4e3b\u4f53\uff0c\u5bf9\u5e94 NLP \u4e2d\u7684\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u6280\u672f\u3002\u5728\u5904\u7406\u519c\u4e1a\u76f8\u5173\u4fe1\u606f\u65f6\uff0cFINDER\u7cfb\u7edf\u53ea\u5173\u6ce8\u6709\u63cf\u8ff0\u7684\u5b9e\u4f53\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u5173\u4e8e\u201c\u6210\u866b\u201d\u548c\u201c\u5e7c\u866b\u201d\u7684\u63cf\u8ff0\u65f6\uff0cLLM\u5c06\u8bc6\u522b\u8fd9\u4e9b\u4e3a\u4e3b\u8bed\uff0c\u800c\u5ffd\u7565\u5982\u89e6\u89d2\u3001\u817f\u3001\u5934\u90e8\u7b49\u975e\u4e3b\u4f53\u90e8\u5206\u3002<\/p>\n\n\n\n

    \u7b2c\u56db<\/strong>\u9636\u6bb5\uff1a\u5c5e\u6027<\/strong>–<\/strong>\u5b9e\u4f53<\/strong>\u5339\u914d\u3002<\/strong>\u518d\u6b21\u5229\u7528EBR\u8fc7\u6ee4\u5668\uff0c\u63d0\u53d6\u51fa\u5305\u542b\u6b63\u5728\u7814\u7a76\u7684\u5b9e\u4f53\u4ee5\u53ca\u6211\u4eec\u5e0c\u671b\u8bc6\u522b\u7684\u5c5e\u6027\u7684\u6240\u6709\u53e5\u5b50\uff0c\u4ea4\u7ed9\u5927\u6a21\u578bLLM\u7528\u4e8e\u5339\u914d\u5b9e\u4f53\u548c\u5c5e\u6027\uff0c\u5e76\u4ee5JSON\u683c\u5f0f\u8fd4\u56de\u6587\u6863\u3002\u8fd9\u4e00\u9636\u6bb5\u7684\u8f93\u51fa\u7ed3\u679c\u662f\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4f8b\u5982\u5c06\u989c\u8272\u3001\u5927\u5c0f\u3001\u884c\u4e3a\u7b49\u5c5e\u6027\u4e0e\u76f8\u5e94\u7684\u5b9e\u4f53\uff08\u5982\u6210\u866b\u6216\u5e7c\u866b\uff09\u76f8\u5339\u914d\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u00a0 \u5728\u8fd9\u4e2aFINDER\u7cfb\u7edf\u4e2d\uff0cIE\u4efb\u52a1\u88ab\u5206\u89e3\u4e3a\u4e00\u4e2a4\u9636\u6bb5\u3001\u591a\u8f6e\u95ee\u7b54\u8fc7\u7a0b\uff0c\u4e2d\u95f4\u7a7f\u63d2EBR\u4ee5\u63d0\u53d6\u76f8\u5173\u6587\u672c\uff0c\u907f\u514d\u4e86token\u9650\u5236\u5e76\u964d\u4f4e\u4e86\u6210\u672c\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u7cfb\u7edf\u641c\u7d22\u7528\u4e8e\u63cf\u8ff0\u6587\u672c\u4e2d\u5b9e\u4f53\u7684\u5355\u8bcd\u3002\u7136\u540e\uff0c\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5b83\u8bc6\u522b\u51fa\u6240\u6709\u5df2\u63cf\u8ff0\u7684\u5b9e\u4f53\u3002\u5728\u7b2c\u4e09\u9636\u6bb5\uff0c\u5b83\u63d0\u53d6\u63cf\u8ff0\u6027\u5355\u8bcd\u8868\u793a\u7684\u5c5e\u6027\uff0c\u6700\u540e\u5728\u7b2c\u56db\u9636\u6bb5\uff0c\u5b83\u5728\u6587\u672c\u4e2d\u641c\u7d22\u63cf\u8ff0\u8fd9\u4e9b\u5c5e\u6027\u7684\u5355\u8bcd\uff0c\u5e76\u5c06\u5176\u7ed1\u5b9a\u5230\u5b9e\u4f53\uff0c\u5f62\u6210\u7ed3\u6784\u5316\u6570\u636e\u3002<\/p>\n\n\n\n

\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n

4.1\u00a0 \u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/h4>\n\n\n\n

    \u7cfb\u7edf\u7684\u5de5\u4f5c\u6d41\u7531\u516d\u4e2a\u90e8\u5206\u7ec4\u6210\uff0c\u5176\u4e2d\u4e24\u4e2a\u90e8\u5206\u662fEBR\u6ee4\u6ce2\u7b97\u6cd5\uff0c\u6700\u540e\u4e00\u6b65\u662f\u7ed3\u679c\u8f93\u51fa\u3002\u7531\u4e8eEBR\u6ee4\u6ce2\u5668\u7684\u7279\u6027\uff0c\u5b83\u53ea\u8fd4\u56de\u7b26\u5408\u8981\u6c42\u7684\u7ed3\u679c\uff0c\u5bf9\u8bc4\u4f30\u6ca1\u6709\u610f\u4e49\uff0c\u56e0\u6b64\u4e0d\u8003\u8651\u3002<\/p>\n\n\n\n

    \u5b9e\u9a8c\u4ec5\u8003\u8651\u4f7f\u7528LLM\u5b8c\u6210\u7684\u5c5e\u6027\u63d0\u53d6\uff08\u9636\u6bb52\uff09\u3001\u5b9e\u4f53\u63d0\u53d6\uff08\u9636\u6bb53\uff09\u548c\u6700\u7ec8\u5c5e\u6027\u5b9e\u4f53\u5339\u914d\uff08\u9636\u6bb54\uff09\u8fd9\u4e09\u4e2a\u90e8\u5206\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

    \u5728\u6bcf\u6b21\u6d4b\u8bd5\u4e2d\u4eba\u7c7b\u8bc4\u4f30\u4eba\u5458\u5c06\u8bc4\u4f30LLM\u7684\u8f93\u51fa\u4e3a\u201c\u771f\u201d\u3001\u201c\u5047\u201d\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u8ba1\u7b97\u51fa\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u5206\u6570\u3002\u5728\u7b2c2\u9636\u6bb5\u548c\u7b2c4\u9636\u6bb5\uff0c\u8fd8\u5f15\u5165\u4e86\u53e6\u4e00\u4e2a\u6807\u51c6\u201c\u53ef\u63a5\u53d7\u201d\u3002\u201c\u53ef\u63a5\u53d7\u7684\u201d\u4e00\u8bcd\u610f\u5473\u7740\uff0c\u5c3d\u7ba1LLM\u8f93\u51fa\u548c\u624b\u52a8\u5904\u7406\u7684\u6587\u672c\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u5dee\u5f02\uff0c\u4f46\u7b54\u6848\u4ecd\u7136\u53ef\u4ee5\u88ab\u89c6\u4e3a\u6b63\u786e\uff0c\u5e76\u5c06\u88ab\u6dfb\u52a0\u5230\u771f\u9633\u6027\u4e2d\u3002\u5728\u73b0\u5b9e\u95ee\u9898\u4e2d\uff0c\u8fd9\u53ef\u80fd\u4f1a\u51fa\u73b02\u4e2a\u4ee5\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u7b54\u6848\uff0c\u6709\u591a\u4e2a\u53ef\u63a5\u53d7\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n

    \u6700\u7ec8\u7ed3\u679c\u7531\u4eba\u5de5\u68c0\u67e5\uff0c\u5e76\u4e0e\u4eba\u5de5\u6ce8\u91ca\u7684\u7b54\u6848\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n\n\n\n

4.2\u00a0 \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h4>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u00a0\u6846\u67b6\u5728gpt3.5-urbo \u5728\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

\u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0\u8be5\u6a21\u578b\u5728\u7b2c\u4e09\u9636\u6bb5\uff08\u5373\u5b9e\u4f53\u63d0\u53d6\uff09\u8868\u73b0\u51fa\u5f88\u9ad8\u7684\u51c6\u786e\u6027\uff0c\u4f46\u5728\u5176\u4ed6\u4e24\u4e2a\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\u3002\u7136\u800c\uff0c\u5728\u8ba4\u4e3a\u4e00\u4e9b\u7b54\u6848\u201c\u53ef\u63a5\u53d7\u201d\u540e\uff0c\u51c6\u786e\u7387\u663e\u8457\u63d0\u9ad8\uff0c\u6700\u5927\u63d0\u9ad8\u4e8613%\u3002\u8fd9\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5f88\u591a\u4e8b\u60c5\u90fd\u53ef\u4ee5\u7528\u591a\u79cd\u65b9\u5f0f\u6765\u89e3\u91ca\uff0c\u6ca1\u6709\u5fc5\u8981\u4e25\u683c\u9075\u5b88\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\u3002\u7136\u800c\uff0c\u201c\u53ef\u63a5\u53d7\u201d\u7684\u6807\u51c6\u56e0\u4eba\u800c\u5f02\u3002\u56e0\u6b64\u8be5\u5b9e\u9a8c\u4e0d\u80fd\u5b8c\u5168\u8bc1\u660eLLM\u5728\u8f93\u51fa\u53ef\u63a5\u53d7\u7684\u7b54\u6848\u65f6\u5177\u6709\u5f88\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

4.3\u00a0 \u5c40\u9650<\/strong><\/h4>\n\n\n\n

    \u867d\u7136\u8fd9\u4e2a\u6846\u67b6\u5df2\u7ecf\u5177\u5907\u4e86\u4e00\u4e9b\u4fe1\u606f\u63d0\u53d6\u7684\u80fd\u529b\uff0c\u4f46\u5b83\u662f\u5426\u53ef\u4ee5\u5b9e\u9645\u5e94\u7528\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u77e5\u6570\uff0c\u8fd8\u6709\u5f88\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\u3002\u5e76\u4e14\uff0c\u5728\u6d4b\u8bd5\u4e2d\u53d1\u73b0LLM\u7684\u8f93\u51fa\u5e76\u4e0d\u603b\u662f\u5b8c\u5168\u6ee1\u8db3\u8981\u6c42\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n

    \uff081\uff09\u5728\u5c06\u63cf\u8ff0\u6027\u6587\u672c\u8f6c\u6362\u4e3a\u5c5e\u6027\u65f6\uff0c\u8f93\u51fa\u5c5e\u6027\u901a\u5e38\u770b\u8d77\u6765\u6709\u70b9\u504f\u79bb\u3002\u4f8b\u5982\uff0c\u201c\u9ed1\u70b9\u201d\u53ef\u4ee5\u88ab\u8bc6\u522b\u4e3a\u201c\u989c\u8272\u201d\u6216\u201c\u56fe\u6848\u201d\u3002\u8fd9\u79cd\u533a\u522b\u6709\u65f6\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u53ef\u4ee5\u63a5\u53d7\u7684\uff0c\u5c3d\u7ba1\u8fd9\u79cd\u53ef\u63a5\u53d7\u6027\u6807\u51c6\u975e\u5e38\u4e3b\u89c2\uff0c\u5bfc\u81f4\u6574\u4e2a\u7ba1\u9053\u7684\u51c6\u786e\u6027\u6ce2\u52a8<\/p>\n\n\n\n

    \uff082\uff09\u5728\u5339\u914d\u503c\u548c\u5c5e\u6027\u65f6\uff0cLLM\u7684\u8f93\u51fa\u4e5f\u4e0d\u5b8c\u5168\u4ee4\u4eba\u6ee1\u610f\u3002\u4f8b\u5982\uff0c\u5c5e\u6027\u201c\u5c3a\u5bf8\u201dLLM\u5339\u914d\u7684\u503c\u4e3a\u201c\u6210\u719f\u65f6\u957f\u5ea6\u4e3a6mm\u201d\u65f6\u3002\u800c\u7406\u60f3\u7684\u8f93\u51fa\u5e94\u8be5\u53ea\u8f93\u51fa\u201c6mm\u201d\u3002<\/p>\n\n\n\n

\u4e94\u3001\u603b\u7ed3\u4e0e\u601d\u8003<\/h2>\n\n\n\n

    1.\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u5f02\u6784\u6570\u636e\u4fe1\u606f\u63d0\u53d6\u6846\u67b6FINDER<\/strong>\uff0c\u5c55\u793a\u4e86LLM\u5728\u5927\u89c4\u6a21\u5f02\u6784\u6570\u636e\u4e2d\u63d0\u53d6\u4fe1\u606f\u7684\u6f5c\u529b\uff0c\u800c\u4e14\u51e0\u4e4e\u4e0d\u9700\u8981\u4eba\u4e3a\u5e72\u9884\u3002<\/p>\n\n\n\n

    2.\u8bba\u6587\u5229\u7528EBR\uff08\u57fa\u4e8e\u5d4c\u5165\u7684\u68c0\u7d22\uff09\u6280\u672f\u5c06\u6587\u6863\u77e2\u91cf\u5316\u5e76\u5b58\u50a8\u5728\u77e2\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u68c0\u7d22\u65f6\u901a\u8fc7\u8ba1\u7b97\u6587\u6863\u5411\u91cf\u4e0e\u641c\u7d22\u5185\u5bb9\u5411\u91cf\u4e4b\u95f4\u7684\u8ddd\u79bb\u6765\u786e\u5b9a\u76f8\u5173\u6587\u6863\u3002\u4ee5\u6b64\u6765\u514b\u670d\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8f93\u5165\u9650\u5236\u7684\u601d\u8def\u6bd4\u8f83\u65b0\u9896\uff0c\u503c\u5f97\u540e\u7eed\u5b9e\u9a8c\u601d\u8003\u548c\u501f\u9274\u3002<\/p>\n\n\n\n

    3.\u5c3d\u7ba1\u8be5\u6846\u67b6\u5df2\u7ecf\u5177\u5907\u4e00\u5b9a\u7684\u4fe1\u606f\u63d0\u53d6\u80fd\u529b\uff0c\u4f46\u4e0d\u80fd\u4f7fLLM\u7684\u8f93\u51fa\u9ad8\u7cbe\u786e\u5ea6\u7684\u7b54\u6848\uff0c\u6709\u4e00\u90e8\u5206\u7b54\u6848\u5904\u4e8e\u201c\u53ef\u63a5\u53d7\u201d\u7684\u8303\u56f4\uff0c\u4e0d\u7cbe\u51c6\uff0c\u4f46\u53c8\u90e8\u5206\u6b63\u786e\u3002\u6240\u4ee5\u8be5\u6846\u67b6\u5426\u80fd\u591f\u5b9e\u9645\u5e94\u7528\u4ecd\u7136\u662f\u672a\u77e5\u7684\uff0c\u6709\u5f88\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4f5c\u8005\uff1a Ruoling Peng, Kang Liu, Po Yang, Zhipeng Yuan, Shun […]<\/p>\n","protected":false},"author":62,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2029","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2029","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/62"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2029"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2029\/revisions"}],"predecessor-version":[{"id":2068,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2029\/revisions\/2068"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2029"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2029"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}