{"id":2875,"date":"2025-04-14T23:11:53","date_gmt":"2025-04-14T15:11:53","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2875"},"modified":"2025-04-14T23:11:53","modified_gmt":"2025-04-14T15:11:53","slug":"202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-clinfo-ai-an-open-source-retrieval-augmented-large-language-model-system-for-answering-medical-questions-using-scientific-literature","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-clinfo-ai-an-open-source-retrieval-augmented-large-language-model-system-for-answering-medical-questions-using-scientific-literature\/","title":{"rendered":"202504 \u8bba\u6587\u7814\u8bfb-clinfo.ai: an open-source retrieval-augmented large language model system for answering medical questions using scientific literature"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aAlejandro Lozano, Scott L Fleming, Chia-Chun Chiang, Nigam Shah<\/p>\n\n\n\n<p>\u53d1\u8868\u671f\u520a\uff1aarXiv preprint<\/p>\n\n\n\n<p>\u53d1\u8868\u65e5\u671f\uff1a2023\u5e74<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u4e00\u3001\u80cc\u666f<\/p>\n\n\n\n<p>\u5728\u533b\u5b66\u9886\u57df\uff0c\u6587\u732e\u6570\u91cf\u7684\u6301\u7eed\u6fc0\u589e\u7ed9\u4e34\u5e8a\u533b\u751f\u548c\u7814\u7a76\u8005\u5e26\u6765\u4e86\u524d\u6240\u672a\u6709\u7684\u6311\u6218\uff0c\u8feb\u4f7f\u4ed6\u4eec\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u4e0d\u65ad\u66f4\u65b0\u5bf9\u6700\u65b0\u7814\u7a76\u52a8\u6001\u7684\u8ba4\u8bc6\u3002\u4f20\u7edf\u7684\u6587\u732e\u68c0\u7d22\u548c\u7efc\u8ff0\u65b9\u6cd5\u96be\u4ee5\u6ee1\u8db3\u5b9e\u65f6\u56de\u7b54\u4e34\u5e8a\u95ee\u9898\u7684\u9700\u6c42\uff0c\u5c24\u5176\u5728\u6709\u9650\u65f6\u95f4\u5185\u9700\u8981\u8fc5\u901f\u63d0\u70bc\u51fa\u5173\u952e\u4fe1\u606f\u7684\u573a\u666f\u4e0b\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u8bba\u6587\u4e2d\u8be6\u7ec6\u8bba\u8ff0\u4e86PubMed\u7b49\u6570\u636e\u5e93\u4e2d\u6bcf\u5e74\u6d8c\u73b0\u7684\u5927\u91cf\u6587\u732e\uff0c\u5f3a\u8c03\u4e86\u533b\u5b66\u5b9e\u8df5\u4e2d\u4fe1\u606f\u83b7\u53d6\u5ef6\u8fdf\u6240\u5e26\u6765\u7684\u6f5c\u5728\u8d1f\u9762\u5f71\u54cd\uff0c\u8fdb\u800c\u4e3a\u5f00\u53d1\u4e00\u79cd\u80fd\u591f\u81ea\u52a8\u5316\u3001\u5feb\u901f\u4e14\u7cbe\u786e\u4ece\u6d77\u91cf\u6587\u732e\u4e2d\u6574\u5408\u4fe1\u606f\u7684\u5de5\u5177\u5960\u5b9a\u4e86\u7406\u8bba\u57fa\u7840\u548c\u5b9e\u8df5\u9700\u6c42\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u4e8c\u3001\u521b\u65b0\u70b9<\/p>\n\n\n\n<p>\u8be5\u5de5\u4f5c\u4e3b\u8981\u8d21\u732e\u5728\u4e8e\u63d0\u51fa\u5e76\u5b9e\u73b0\u4e86Clinfo.ai\u7cfb\u7edf\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u516c\u5f00\u53ef\u7528\u7684\u3001\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5de5\u4f5c\u7684\u7cfb\u7edf\uff0c\u4e13\u95e8\u7528\u4e8e\u56de\u7b54\u533b\u5b66\u95ee\u9898\u3002\u4f5c\u8005\u4e0d\u4ec5\u901a\u8fc7\u8bbe\u8ba1\u548c\u5b9e\u73b0\u8fd9\u4e00\u7aef\u5230\u7aef\u7cfb\u7edf\u89e3\u51b3\u4e86\u4f20\u7edfLLM\u5728\u77e5\u8bc6\u66f4\u65b0\u548c\u4fe1\u606f\u6eaf\u6e90\u4e0a\u7684\u4e0d\u8db3\uff0c\u540c\u65f6\u8fd8\u6784\u5efa\u4e86\u4e00\u4e2a\u72ec\u7279\u7684\u6570\u636e\u96c6\u2014\u2014PubMedRS-200\uff0c\u8be5\u6570\u636e\u96c6\u4ee5\u7cfb\u7edf\u7efc\u8ff0\u4e3a\u91d1\u6807\u51c6\uff0c\u5f62\u6210\u4e86\u95ee\u9898\u548c\u7b54\u6848\u7684\u914d\u5bf9\uff0c\u4fbf\u4e8e\u5bf9\u7cfb\u7edf\u8fdb\u884c\u5168\u9762\u7684\u81ea\u52a8\u5316\u8bc4\u4f30\u3002\u6b64\u9879\u5de5\u4f5c\u5728\u7406\u8bba\u4e0a\u5bf9\u68c0\u7d22\u589e\u5f3a\u6280\u672f\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u9610\u8ff0\uff0c\u5728\u5b9e\u8df5\u4e2d\u4e5f\u4e3a\u533b\u5b66\u4fe1\u606f\u7684\u53ca\u65f6\u83b7\u53d6\u548c\u8bc1\u636e\u6574\u5408\u63d0\u4f9b\u4e86\u53ef\u590d\u73b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u4e3a\u540e\u7eed\u7814\u7a76\u6307\u660e\u4e86\u65b0\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u4e09\u3001\u67b6\u6784<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-24-1024x495.png\" alt=\"\" class=\"wp-image-2887\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-24-1024x495.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-24-300x145.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-24-768x371.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-24.png 1432w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"419\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-25-1024x419.png\" alt=\"\" class=\"wp-image-2888\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-25-1024x419.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-25-300x123.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-25-768x314.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-25-1536x628.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-25.png 1698w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u4e0a\uff0cClinfo.ai\u91c7\u7528\u4e86\u94fe\u5f0f\u7ed3\u6784\uff0c\u5c06\u6574\u4e2a\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u4e92\u76f8\u5173\u8054\u7684\u6a21\u5757\uff0c\u6bcf\u4e2a\u6a21\u5757\u4e13\u6ce8\u4e8e\u7279\u5b9a\u5b50\u4efb\u52a1\u3002\u6574\u4f53\u6d41\u7a0b\u4ece\u7528\u6237\u63d0\u4ea4\u95ee\u9898\u5f00\u59cb\uff0c\u7ecf\u7531\u67e5\u8be2\u751f\u6210\u6a21\u5757\u6784\u9020\u4e13\u95e8\u9488\u5bf9PubMed\u6216Semantic Scholar\u7684\u68c0\u7d22\u8bed\u53e5\uff0c\u63a5\u7740\u901a\u8fc7\u4fe1\u606f\u68c0\u7d22\u548c\u76f8\u5173\u6027\u5206\u7c7b\u6a21\u5757\u5c06\u5927\u91cf\u6587\u732e\u8fc7\u6ee4\u51fa\u4e0e\u95ee\u9898\u7d27\u5bc6\u5173\u8054\u7684\u90e8\u5206\uff0c\u518d\u901a\u8fc7\u6458\u8981\u751f\u6210\u6a21\u5757\u63d0\u53d6\u5404\u7bc7\u6587\u7ae0\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u6700\u540e\u6574\u5408\u6210\u7ed3\u6784\u5316\u7684\u201cLiterature Summary\u201d\u548c\u7cbe\u70bc\u7684\u201cTL;DR\u201d\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u8bbe\u8ba1\u4e0d\u4ec5\u786e\u4fdd\u4e86\u7cfb\u7edf\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u7684\u7075\u6d3b\u6027\u548c\u9ad8\u6548\u7387\uff0c\u540c\u65f6\u4e5f\u5927\u5927\u63d0\u9ad8\u4e86\u751f\u6210\u7b54\u6848\u7684\u51c6\u786e\u6027\u548c\u53ef\u9a8c\u8bc1\u6027\uff0c\u5145\u5206\u5229\u7528\u68c0\u7d22\u589e\u5f3a\u6280\u672f\u5f25\u8865\u4e86\u4f20\u7edfLLM\u4fe1\u606f\u95ed\u585e\u7684\u52a3\u52bf\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u56db\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u8bbe\u8ba1\u4e0a\uff0c\u4f5c\u8005\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3aPubMedRS-200\u7684\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u4ece\u7cfb\u7edf\u7efc\u8ff0\u4e2d\u63d0\u53d6\u7684200\u4e2a\u533b\u5b66\u95ee\u9898\u53ca\u5176\u4eba\u5de5\u7cbe\u70bc\u7684\u7b54\u6848\uff0c\u786e\u4fdd\u8bc4\u4f30\u6807\u51c6\u8d34\u8fd1\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002\u6574\u4e2a\u8bc4\u4f30\u6846\u67b6\u91c7\u7528\u4e86\u591a\u7ef4\u5ea6\u81ea\u52a8\u5316\u8bc4\u4ef7\u6307\u6807\uff0c\u5305\u62ec\u6e90\u81ea\u7531\uff08SF\uff09\u4e0e\u6e90\u589e\u5f3a\uff08SA\uff09\u4e24\u7c7b\u6307\u6807\uff0c\u5982UniEval\u3001COMET\u3001BERTScore\u3001ROUGE-L\u7b49\uff0c\u7cfb\u7edf\u540c\u65f6\u5728\u4e0d\u540c\u7684\u68c0\u7d22\u7b56\u7565\u4e0b\uff08\u53d7\u9650\u68c0\u7d22\u3001\u6e90\u4e22\u5f03\u548c\u65e0\u9650\u5236\u68c0\u7d22\uff09\u8fdb\u884c\u6d4b\u8bd5\uff0c\u4fdd\u8bc1\u5b9e\u9a8c\u8986\u76d6\u4e86\u591a\u4e2a\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u3002\u8fd9\u79cd\u5168\u9762\u800c\u7ec6\u81f4\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u4e3a\u68c0\u9a8cClinfo.ai\u5728\u6587\u732e\u63d0\u53d6\u3001\u6458\u8981\u751f\u6210\u548c\u4fe1\u606f\u6574\u5408\u5404\u4e2a\u73af\u8282\u7684\u6027\u80fd\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u6570\u636e\u652f\u6301\uff0c\u4e5f\u5c55\u793a\u4e86\u5176\u5728\u5b9e\u9645\u4e34\u5e8a\u5e94\u7528\u4e2d\u7684\u6f5c\u529b\u548c\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u4e94\u3001\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"535\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-26-1024x535.png\" alt=\"\" class=\"wp-image-2889\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-26-1024x535.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-26-300x157.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-26-768x401.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-26-1536x803.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-26-2048x1070.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cClinfo.ai\u5728\u6574\u4f53\u81ea\u52a8\u8bc4\u4ef7\u6307\u6807\u4e0a\u5747\u4f18\u4e8e\u4f20\u7edf\u7684\u96f6\u6837\u672cLLM\u548c\u5176\u4ed6\u95ed\u6e90\u5de5\u5177\uff0c\u5c24\u5176\u5728TL;DR\u751f\u6210\u7684\u7b80\u6d01\u6027\u4e0e\u4fe1\u606f\u4e00\u81f4\u6027\u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002\u5f15\u5165\u68c0\u7d22\u589e\u5f3a\u6a21\u5757\u540e\uff0c\u7cfb\u7edf\u5728\u56de\u7b54\u533b\u5b66\u95ee\u9898\u4e0a\u80fd\u591f\u66f4\u51c6\u786e\u5730\u53cd\u6620\u7cfb\u7edf\u7efc\u8ff0\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5373\u4fbf\u5728\u90e8\u5206\u539f\u59cb\u6587\u732e\u7f3a\u5931\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u80fd\u751f\u6210\u7b26\u5408\u4e34\u5e8a\u9700\u6c42\u7684\u7cbe\u51c6\u7b54\u6848\u3002\u6570\u636e\u8868\u660e\uff0c\u7cfb\u7edf\u5728\u4e0d\u540c\u8bc4\u4ef7\u5c3a\u5ea6\u4e0a\u7684\u6027\u80fd\u63d0\u5347\u5e45\u5ea6\u8fbe\u5230\u4e866.2%\u81f314.9%\uff0c\u8fd9\u4e0d\u4ec5\u8bc1\u660e\u4e86\u68c0\u7d22\u589e\u5f3a\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u4e5f\u7a81\u663e\u4e86\u6a21\u5757\u5316\u67b6\u6784\u5728\u4f18\u5316\u4fe1\u606f\u62bd\u53d6\u4e0e\u6574\u5408\u65b9\u9762\u7684\u4f18\u52bf\u3002\u81ea\u52a8\u8bc4\u4ef7\u6307\u6807\u7684\u591a\u7ef4\u7ed3\u679c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u7b54\u6848\u7684\u8fde\u8d2f\u6027\u3001\u4e8b\u5b9e\u4e00\u81f4\u6027\u548c\u8bed\u8a00\u6d41\u7545\u6027\uff0c\u4e3a\u7cfb\u7edf\u7684\u5b9e\u9645\u5e94\u7528\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u6280\u672f\u4fdd\u969c\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size\">\u516d\u3001\u603b\u7ed3<\/p>\n\n\n\n<p>\u8bba\u6587\u6574\u4f53\u5c55\u793a\u4e86Clinfo.ai\u7cfb\u7edf\u5728\u533b\u5b66\u4fe1\u606f\u68c0\u7d22\u4e0e\u81ea\u52a8\u6587\u732e\u7efc\u8ff0\u9886\u57df\u7684\u521b\u65b0\u6027\u4e0e\u5e94\u7528\u6f5c\u529b\u3002\u901a\u8fc7\u5f00\u653e\u5e73\u53f0\u548c\u53ef\u590d\u73b0\u7684\u6570\u636e\u96c6\uff0c\u8be5\u5de5\u4f5c\u4e0d\u4ec5\u4e3a\u533b\u5b66\u95ee\u9898\u7684\u81ea\u52a8\u56de\u7b54\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5207\u5b9e\u53ef\u7528\u7684\u5de5\u5177\uff0c\u4e5f\u4e3a\u672a\u6765\u5728\u68c0\u7d22\u589e\u5f3aLLM\u6280\u672f\u4e0a\u7684\u8fdb\u4e00\u6b65\u63a2\u7d22\u548c\u4f18\u5316\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u5c3d\u7ba1\u5f53\u524d\u7cfb\u7edf\u8fd8\u5b58\u5728\u5982\u67e5\u8be2\u751f\u6210\u4e2d\u5076\u5c14\u51fa\u73b0\u865a\u6784\u672f\u8bed\u7b49\u95ee\u9898\uff0c\u4f46\u8bba\u6587\u4e2d\u4e5f\u660e\u786e\u6307\u51fa\u4e86\u8fd9\u4e9b\u5c40\u9650\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u6539\u8fdb\u6307\u660e\u4e86\u65b9\u5411\u3002\u8fd9\u9879\u5de5\u4f5c\u65e0\u8bba\u5728\u6280\u672f\u65b9\u6cd5\u4e0a\u8fd8\u662f\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u90fd\u5177\u6709\u91cd\u8981\u610f\u4e49\uff0c\u4e3a\u4e34\u5e8a\u533b\u751f\u548c\u533b\u5b66\u7814\u7a76\u8005\u5728\u5feb\u901f\u83b7\u53d6\u548c\u6574\u5408\u4fe1\u606f\u65b9\u9762\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aAlejandro Lozano, Scott L Fleming, Chia-Chun Chiang, [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2875","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2875","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\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2875"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2875\/revisions"}],"predecessor-version":[{"id":2890,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2875\/revisions\/2890"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2875"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2875"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2875"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}