{"id":35581,"date":"2024-12-27T18:00:03","date_gmt":"2024-12-27T10:00:03","guid":{"rendered":"https:\/\/17aitech.com\/?p=35581"},"modified":"2024-12-27T18:00:03","modified_gmt":"2024-12-27T10:00:03","slug":"%e6%a3%80%e7%b4%a2%e6%80%bb%e7%bb%93%e8%83%bd%e5%8a%9b%e8%b6%85%e5%8d%9a%e5%a3%ab%e5%90%8e%ef%bc%8c%e9%a6%96%e4%b8%aa%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%a7%91%e7%a0%94%e6%99%ba%e8%83%bd%e4%bd%93paperqa2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35581","title":{"rendered":"\u68c0\u7d22\u603b\u7ed3\u80fd\u529b\u8d85\u535a\u58eb\u540e\uff0c\u9996\u4e2a\u5927\u6a21\u578b\u79d1\u7814\u667a\u80fd\u4f53PaperQA2\u5f00\u6e90\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-12-4\" target=\"_blank\">\u68c0\u7d22\u603b\u7ed3\u80fd\u529b\u8d85\u535a\u58eb\u540e\uff0c\u9996\u4e2a\u5927\u6a21\u578b\u79d1\u7814\u667a\u80fd\u4f53PaperQA2\u5f00\u6e90\u4e86<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"49\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u8fd9\u662f AI \u667a\u80fd\u4f53\u5728\u5927\u90e8\u5206\u79d1\u5b66\u7814\u7a76\u4e2d\u8d85\u8d8a\u4eba\u7c7b\u7684\u7b2c\u4e00\u4e2a\u6848\u4f8b\uff0c\u6216\u8bb8\u4f1a\u5f7b\u5e95\u6539\u53d8\u4eba\u7c7b\u4e0e\u79d1\u5b66\u6587\u732e\u4e92\u52a8\u7684\u65b9\u5f0f\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c\u6709\u5173 AI \u79d1\u5b66\u5bb6\u7684\u7814\u7a76\u8d8a\u6765\u8d8a\u591a\u3002\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u6709\u671b\u5e2e\u52a9\u79d1\u5b66\u5bb6\u68c0\u7d22\u3001\u7efc\u5408\u548c\u603b\u7ed3\u6587\u732e\uff0c\u63d0\u5347\u4eba\u4eec\u7684\u5de5\u4f5c\u6548\u7387\uff0c\u4f46\u5728\u7814\u7a76\u5de5\u4f5c\u4e2d\u4f7f\u7528\u4ecd\u7136\u6709\u5f88\u591a\u9650\u5236\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u79d1\u7814\u6765\u8bf4\uff0c\u4e8b\u5b9e\u6027\u81f3\u5173\u91cd\u8981\uff0c\u800c\u5927\u6a21\u578b\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff0c\u6709\u65f6\u4f1a\u81ea\u4fe1\u5730\u9648\u8ff0\u6ca1\u6709\u4efb\u4f55\u73b0\u6709\u6765\u6e90\u6216\u8bc1\u636e\u7684\u4fe1\u606f\u3002\u53e6\u5916\uff0c\u79d1\u5b66\u9700\u8981\u6781\u5176\u6ce8\u91cd\u7ec6\u8282\uff0c\u800c\u5927\u6a21\u578b\u5728\u9762\u5bf9\u5177\u6709\u6311\u6218\u6027\u7684\u63a8\u7406\u95ee\u9898\u65f6\u53ef\u80fd\u4f1a\u5ffd\u7565\u6216\u8bef\u7528\u7ec6\u8282\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u76ee\u524d\u79d1\u5b66\u6587\u732e\u7684\u68c0\u7d22\u548c\u63a8\u7406<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u5c1a\u4e0d\u5b8c\u5584\u3002AI \u65e0\u6cd5\u53c2\u8003\u6574\u7bc7\u6587\u732e\uff0c\u800c\u662f\u5c40\u9650\u4e8e\u6458\u8981\u3001\u5728\u56fa\u5b9a<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u4e0a\u68c0\u7d22\uff0c\u6216\u8005\u53ea\u662f\u76f4\u63a5\u63d0\u4f9b\u76f8\u5173\u8bba\u6587\u3002\u8fd9\u4e9b<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0d\u9002\u5408\u4f5c\u4e3a\u5b9e\u9645\u79d1\u5b66\u7814\u7a76\u4efb\u52a1\u7684\u6027\u80fd\u4ee3\u7406\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u4e0e\u4eba\u7c7b\u8868\u73b0\u7684\u76f4\u63a5\u6bd4\u8f83\u3002\u56e0\u6b64\uff0c<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u548c\u667a\u80fd\u4f53\u662f\u5426\u9002\u5408\u7528\u4e8e\u79d1\u5b66\u7814\u7a76\u4ecd\u4e0d\u6e05\u695a\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u6765\u81ea FutureHouse\u3001\u7f57\u5207\u65af\u7279\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u4eec\u5c1d\u8bd5\u6784\u5efa\u4e00\u4e2a\u66f4\u4e3a\u5f3a\u5927\u7684\u79d1\u7814\u667a\u80fd\u4f53\uff0c\u5e76\u5bf9 AI \u7cfb\u7edf\u548c\u4eba\u7c7b\u5728\u4e09\u4e2a\u73b0\u5b9e\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u8fdb\u884c\u4e25\u683c\u6bd4\u8f83\u3002\u8fd9\u4e09\u4e2a\u4efb\u52a1\u6709\u5173\u641c\u7d22\u6574\u4e2a\u6587\u732e\u4ee5\u56de\u7b54\u95ee\u9898\uff1b\u751f\u6210\u4e00\u7bc7\u6709\u5f15\u7528\u7684\u3001\u7ef4\u57fa\u767e\u79d1\u98ce\u683c\u7684\u79d1\u5b66\u4e3b\u9898\u6587\u7ae0\uff1b\u4ece\u8bba\u6587\u4e2d\u63d0\u53d6\u6240\u6709\u4e3b\u5f20\uff0c\u5e76\u68c0\u67e5\u5b83\u4eec\u4e0e\u6240\u6709\u6587\u732e\u4e4b\u95f4\u7684\u77db\u76fe\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u53ef\u80fd\u662f\u7b2c\u4e00\u4e2a\u5728\u591a\u4e2a\u73b0\u5b9e\u6587\u732e\u641c\u7d22\u4efb\u52a1\u4e0a\u8bc4\u4f30\u5355\u4e2a AI \u7cfb\u7edf\u7684\u5f3a\u5927\u7a0b\u5e8f\u3002\u5229\u7528\u65b0\u5f00\u53d1\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c<strong>\u7814\u7a76\u8005\u63a2\u7d22\u4e86\u591a\u79cd\u8bbe\u8ba1\uff0c\u6700\u7ec8\u5f62\u6210\u4e86 PaperQA2 \u7cfb\u7edf\uff0c\u5b83\u5728\u68c0\u7d22\u548c\u603b\u7ed3\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u8d85\u8fc7\u4e86\u535a\u58eb\u751f\u548c\u535a\u58eb\u540e<\/strong>\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-837a542c4b44ad21103b1d0c1ad61838.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-837a542c4b44ad21103b1d0c1ad61838.gif\"><\/a><\/p>\n<section>\u5c06 PaperQA2 \u5e94\u7528\u4e8e\u77db\u76fe\u68c0\u6d4b\u4efb\u52a1\u8ba9\u6211\u4eec\u80fd\u591f\u5927\u89c4\u6a21\u8bc6\u522b\u751f\u7269\u5b66\u8bba\u6587\u4e2d\u7684\u77db\u76fe\u3002\u4f8b\u5982\uff0cZNF804A rs1344706 \u7b49\u4f4d\u57fa\u56e0\u5bf9\u7cbe\u795e\u5206\u88c2\u75c7\u60a3\u8005\u7684\u5927\u8111\u7ed3\u6784\u6709\u79ef\u6781\u5f71\u54cd\u7684\u8bf4\u6cd5\u4e0e\u540e\u6765\u53d1\u8868\u7684\u7814\u7a76\u76f8\u77db\u76fe\uff0c\u8be5\u7814\u7a76\u53d1\u73b0 rs1344706 \u5bf9\u5927\u8111\u76ae\u8d28\u539a\u5ea6\u3001\u8868\u9762\u79ef\u548c\u76ae\u8d28\u4f53\u79ef\u7684\u5f71\u54cd\u4f1a\u52a0\u5267\u60a3\u7cbe\u795e\u5206\u88c2\u75c7\u7684\u98ce\u9669\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5f9ef74e1bac4f5b85d20bd9c04e2fb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5f9ef74e1bac4f5b85d20bd9c04e2fb9.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/storage.googleapis.com\/fh-public\/paperqa\/Language_Agents_Science.pdf<\/section>\n<\/li>\n<li>\n<section>GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/Future-House\/paper-qa<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7f51\u53cb\u7eb7\u7eb7\u8868\u793a\u8fd9\u9879\u5de5\u4f5c\u592a\u68d2\u4e86\uff0c\u5e76\u4e14\u662f\u5f00\u6e90\u7684\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bae37137b0dd2f12d7dc9341dd9b0e11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bae37137b0dd2f12d7dc9341dd9b0e11.png\"><\/a><\/p>\n<section><strong>\u56de\u7b54\u79d1\u5b66\u95ee\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bc4\u4f30 AI \u7cfb\u7edf\u5bf9\u79d1\u5b66\u6587\u732e\u7684\u68c0\u7d22\u80fd\u529b\uff0c\u7814\u7a76\u8005\u9996\u5148\u751f\u6210\u4e86 LitQA2\uff0c\u8fd9\u662f\u4e00\u7ec4\u5171 248 \u4e2a\u591a\u9879\u9009\u62e9\u9898\uff0c\u5176\u7b54\u6848\u9700\u8981\u4ece\u79d1\u5b66\u6587\u732e\u4e2d\u68c0\u7d22\u3002LitQA2 \u95ee\u9898\u7684\u8bbe\u8ba1\u76ee\u7684\u662f\u8ba9\u7b54\u6848\u51fa\u73b0\u5728\u8bba\u6587\u6b63\u6587\u4e2d\uff0c\u4f46\u4e0d\u51fa\u73b0\u5728\u6458\u8981\u4e2d\uff0c\u7406\u60f3\u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u6240\u6709\u79d1\u5b66\u6587\u732e\u4e2d\u53ea\u51fa\u73b0\u4e00\u6b21\u3002\u8fd9\u4e9b\u7ea6\u675f\u4f7f\u6211\u4eec\u80fd\u591f\u901a\u8fc7\u5c06\u7cfb\u7edf\u5f15\u7528\u7684\u6765\u6e90 DOI \u4e0e\u95ee\u9898\u521b\u5efa\u8005\u6700\u521d\u5206\u914d\u7684 DOI \u8fdb\u884c\u5339\u914d\u6765\u8bc4\u4f30\u56de\u7b54\u7684\u51c6\u786e\u6027\uff08\u4e0b\u56fe A\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6267\u884c\u8fd9\u4e9b\u6807\u51c6\uff0c\u7814\u7a76\u8005\u751f\u6210\u4e86\u5927\u91cf\u5173\u4e8e\u6700\u8fd1\u8bba\u6587\u4e2d\u6a21\u7cca\u7684\u4e2d\u95f4\u53d1\u73b0\u7684\u95ee\u9898\uff0c\u7136\u540e\u6392\u9664\u4e86\u4efb\u4f55\u73b0\u6709 AI \u7cfb\u7edf\u6216\u4eba\u7c7b\u6ce8\u91ca\u8005\u53ef\u4ee5\u4f7f\u7528\u66ff\u4ee3\u6765\u6e90\u8fdb\u884c\u56de\u7b54\u7684\u95ee\u9898\u3002\u5b83\u4eec\u90fd\u662f\u7531\u4e13\u5bb6\u751f\u6210\u7684\u3002<\/section>\n<section><\/section>\n<section>\u5728\u56de\u7b54 LitQA2 \u95ee\u9898\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u9009\u62e9\u300c\u4fe1\u606f\u4e0d\u8db3\uff0c\u65e0\u6cd5\u56de\u7b54\u6b64\u95ee\u9898\u300d\u6765\u62d2\u7edd\u56de\u7b54\u3002\u4e0e\u5148\u524d\u7684\u7814\u7a76\u548c\u5b9e\u9645\u7684\u79d1\u5b66\u95ee\u9898\u7c7b\u4f3c\uff0c\u6709\u4e9b\u95ee\u9898\u672c\u6765\u5c31\u662f\u65e0\u6cd5\u56de\u7b54\u7684\u3002\u7814\u7a76\u8005\u8bc4\u4f30\u4e86\u4e24\u4e2a\u6307\u6807\uff1a\u7cbe\u786e\u5ea6\uff08\u5373\u5728\u63d0\u4f9b\u7b54\u6848\u65f6\u6b63\u786e\u56de\u7b54\u7684\u95ee\u9898\u7684\u6bd4\u4f8b\uff09\u548c\u51c6\u786e\u5ea6\uff08\u5373\u6240\u6709\u95ee\u9898\u4e2d\u6b63\u786e\u7b54\u6848\u7684\u6bd4\u4f8b\uff09\u3002\u6b64\u5916\u8fd8\u8003\u8651\u4e86\u53ec\u56de\u7387\uff0c\u5373\u7cfb\u7edf\u5c06\u5176\u7b54\u6848\u5f52\u56e0\u4e8e LitQA2 \u4e2d\u8868\u793a\u7684\u6b63\u786e\u6e90 DOI \u7684\u95ee\u9898\u7684\u603b\u767e\u5206\u6bd4\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-12e00696cf5c030d98026a50e1122657.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-12e00696cf5c030d98026a50e1122657.png\"><\/a><\/p>\n<section>\u5728\u5f00\u53d1\u4e86 LitQA2 \u4e4b\u540e\uff0c\u7814\u7a76\u8005\u5229\u7528\u5b83\u6765\u8bbe\u8ba1\u4e00\u4e2a\u79d1\u5b66\u6587\u732e\u7684 AI \u7cfb\u7edf\u3002\u5728 PaperQA \u7684\u542f\u53d1\u4e0b\uff0cPaperQA2 \u662f\u4e00\u4e2a RAG \u667a\u80fd\u4f53\uff0c\u5b83\u5c06\u68c0\u7d22\u548c\u54cd\u5e94\u751f\u6210\u89c6\u4e3a\u4e00\u4e2a\u591a\u6b65\u9aa4\u667a\u80fd\u4f53\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u76f4\u63a5\u8fc7\u7a0b\u3002PaperQA2 \u5c06 RAG \u5206\u89e3\u4e3a\u5de5\u5177\uff0c\u4f7f\u5176\u80fd\u591f\u4fee\u6539\u5176\u641c\u7d22<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5e76\u5728\u751f\u6210\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\u751f\u6210\u548c\u68c0\u67e5\u5019\u9009\u7b54\u6848\uff08\u4e0b\u56fe A\uff09\u3002<\/section>\n<section><\/section>\n<section>PaperQA2 \u53ef\u4ee5\u8bbf\u95ee\u300c\u8bba\u6587\u641c\u7d22\u300d\u5de5\u5177\uff0c\u5176\u4e2d\u667a\u80fd\u4f53\u6a21\u578b\u5c06\u7528\u6237\u8bf7\u6c42\u8f6c\u6362\u4e3a\u7528\u4e8e\u8bc6\u522b\u5019\u9009\u8bba\u6587\u7684\u5173\u952e\u5b57\u641c\u7d22\u3002\u5019\u9009\u8bba\u6587\u88ab\u89e3\u6790\u4e3a\u673a\u5668\u53ef\u8bfb\u7684\u6587\u672c\uff0c\u5e76<mark data-type=\"tech_tasks\" data-id=\"70d1a967-90f5-47be-b22f-1e2c746f4914\">\u5206\u5757<\/mark>\u4ee5\u4f9b\u667a\u80fd\u4f53\u7a0d\u540e\u4f7f\u7528\u3002PaperQA2 \u4f7f\u7528\u6700\u5148\u8fdb\u7684\u6587\u6863\u89e3\u6790\u7b97\u6cd5\uff08Grobid19\uff09\uff0c\u80fd\u53ef\u9760\u5730\u89e3\u6790\u8bba\u6587\u4e2d\u7684\u7ae0\u8282\u3001\u8868\u683c\u548c\u5f15\u6587\u3002\u627e\u5230\u5019\u9009\u8bba\u6587\u540e\uff0cPaperQA2 \u53ef\u4ee5\u4f7f\u7528\u300c\u6536\u96c6\u8bc1\u636e\u300d\u5de5\u5177\uff0c\u8be5\u5de5\u5177\u9996\u5148\u4f7f\u7528 top-k \u5bc6\u96c6\u5411\u91cf\u68c0\u7d22\u6b65\u9aa4\u5bf9\u8bba\u6587\u5757\u8fdb\u884c\u6392\u5e8f\uff0c\u7136\u540e\u8fdb\u884c\u5927\u6a21\u578b\u91cd\u65b0\u6392\u5e8f\u548c\u4e0a\u4e0b\u6587\u6458\u8981\uff08RCS\uff09\u6b65\u9aa4\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5c951bc04e2f4c54389fb97258e67288.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5c951bc04e2f4c54389fb97258e67288.png\"><\/a><\/p>\n<section>\u5728\u56de\u7b54 LitQA2 \u95ee\u9898\u65f6\uff0cPaperQA2 \u5e73\u5747\u6bcf\u9053\u9898\u89e3\u6790\u5e76\u4f7f\u7528 14.5 \u00b1 0.6\uff08\u5e73\u5747\u503c \u00b1 SD\uff0cn = 3\uff09\u7bc7\u8bba\u6587\u3002\u5728 LitQA2 \u4e0a\u8fd0\u884c PaperQA2 \u53ef\u83b7\u5f97 85.2% \u00b1 1.1%\uff08\u5e73\u5747\u503c \u00b1 SD\uff0cn = 3\uff09\u7684\u7cbe\u786e\u5ea6\u548c 66.0% \u00b1 1.2%\uff08\u5e73\u5747\u503c \u00b1 SD\uff0cn = 3\uff09\u7684\u51c6\u786e\u5ea6\u3002\u53e6\u5916\uff0c\u7cfb\u7edf\u5728 21.9% \u00b1 0.9%\uff08\u5e73\u5747\u503c \u00b1 SD\uff0cn = 3\uff09\u7684\u7b54\u6848\u4e2d\u9009\u62e9\u62a5\u544a\u300c\u4fe1\u606f\u4e0d\u8db3\u300d\uff08\u4e0b\u56fe B\uff09\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u53d1\u73b0 PaperQA2 \u5728 LitQA2 <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\u7684\u7cbe\u786e\u5ea6\u548c\u51c6\u786e\u5ea6\u5747\u4f18\u4e8e\u5176\u4ed6 RAG \u7cfb\u7edf\u3002\u6211\u4eec\u8fd8\u53ef\u4ee5\u53d1\u73b0\uff0c\u9664\u00a0Elicit\u00a0\u5916\u6240\u6709\u6d4b\u8bd5\u7684 RAG \u7cfb\u7edf\u5728\u7cbe\u786e\u5ea6\u548c\u51c6\u786e\u5ea6\u65b9\u9762\u5747\u4f18\u4e8e\u975e RAG \u524d\u6cbf\u6a21\u578b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6df0afa4041cbad61591f0e5ac9a7612.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6df0afa4041cbad61591f0e5ac9a7612.png\"><\/a><\/p>\n<section>\u4e3a\u4e86\u786e\u4fdd PaperQA2 \u4e0d\u4f1a<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\uff0c\u4ece\u800c\u65e0\u6cd5\u5728 LitQA2 \u4e0a\u53d6\u5f97\u4f18\u5f02\u6210\u7ee9\uff0c\u7814\u7a76\u8005\u5728\u5bf9 PaperQA2 \u8fdb\u884c\u5927\u91cf\u5de5\u7a0b\u6539\u52a8\u540e\uff0c\u751f\u6210\u4e86\u4e00\u7ec4\u65b0\u7684 101 \u4e2a LitQA2 \u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>PaperQA2 \u5728\u539f\u59cb 147 \u4e2a\u95ee\u9898\u4e0a\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u4e0e\u540e\u4e00\u7ec4 101 \u4e2a\u95ee\u9898\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u6ca1\u6709\u663e\u8457\u5dee\u5f02\uff0c\u8fd9\u8868\u660e\u5728\u7b2c\u4e00\u9636\u6bb5\u7684\u4f18\u5316\u5df2\u7ecf\u5f88\u597d\u5730\u63a8\u5e7f\u5230\u4e86\u65b0\u7684 LitQA2 \u95ee\u9898\uff08\u4e0b\u8868 2\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3ad76679694de0bb66031e649352b64a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3ad76679694de0bb66031e649352b64a.png\"><\/a><\/p>\n<section><strong>PaperQA2 \u6027\u80fd\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5c1d\u8bd5\u6539\u53d8 PaperQA2 \u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u4ee5\u4e86\u89e3\u54ea\u4e9b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u51b3\u5b9a\u5176\u51c6\u786e\u6027\uff08\u4e0b\u56fe C\uff09\u3002\u4ed6\u4eec\u521b\u5efa\u4e86\u4e00\u4e2a\u975e\u667a\u80fd\u4f53\u7248\u672c\uff0c\u5176\u4e2d\u5305\u542b\u4e00\u4e2a\u786c\u7f16\u7801\u64cd\u4f5c\u5e8f\u5217\uff08\u8bba\u6587\u641c\u7d22\u3001\u6536\u96c6\u8bc1\u636e\uff0c\u7136\u540e\u751f\u6210\u7b54\u6848\uff09\u3002\u975e\u667a\u80fd\u4f53\u7cfb\u7edf\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u660e\u663e\u8f83\u4f4e\uff08t (3.7)= 3.41\uff0cp= 0.015\uff09\uff0c\u9a8c\u8bc1\u4e86\u4f7f\u7528\u667a\u80fd\u4f53\u7684\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5c06\u6027\u80fd\u5dee\u5f02\u5f52\u56e0\u4e8e\u667a\u80fd\u4f53\u66f4\u597d\u7684\u8bb0\u5fc6\u80fd\u529b\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5728\u89c2\u5bdf\u5230\u627e\u5230\u7684\u76f8\u5173\u8bba\u6587\u6570\u91cf\u540e\u8fd4\u56de\u5e76\u66f4\u6539\u5173\u952e\u5b57\u641c\u7d22\uff08\u8bba\u6587\u641c\u7d22\u5de5\u5177\u8c03\u7528\uff09\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0cLitQA2 \u8fd0\u884c\u51c6\u786e\u5ea6\u6700\u9ad8\u65f6\u4e3a\u6bcf\u4e2a\u95ee\u9898\u8fdb\u884c\u4e86 1.26 \u00b1 0.07\uff08\u5e73\u5747\u503c \u00b1 SD\uff09\u6b21\u641c\u7d22\uff0c\u6bcf\u4e2a\u95ee\u9898\u8fdb\u884c\u4e86 0.46 \u00b1 0.02\uff08\u5e73\u5747\u503c \u00b1SD\uff09\u6b21\u5f15\u7528\u904d\u5386\uff0c\u8fd9\u8868\u660e\u667a\u80fd\u4f53\u6709\u65f6\u4f1a\u8fd4\u56de\u8fdb\u884c\u989d\u5916\u641c\u7d22\u6216\u904d\u5386\u5f15\u7528\u56fe\u4ee5\u6536\u96c6\u66f4\u591a\u8bba\u6587\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a44cf82fedfd26501f26a56f38bb9c37.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a44cf82fedfd26501f26a56f38bb9c37.png\"><\/a><\/p>\n<section>\u4e3a\u4e86\u6539\u8fdb\u76f8\u5173\u5757\u68c0\u7d22\uff0c\u7814\u7a76\u8005\u5047\u8bbe\uff0c\u627e\u5230\u7684\u8bba\u6587\u5bf9\u4e8e\u73b0\u6709\u76f8\u5173\u5757\u7684\u5f15\u7528\u8005\u6216\u88ab\u5f15\u7528\u8005\u800c\u8a00\u5c06\u662f\u4e00\u79cd\u6709\u6548\u7684\u5206\u5c42\u7d22\u5f15\u5f62\u5f0f\u3002\u901a\u8fc7\u53bb\u9664\u300c\u5f15\u7528\u904d\u5386\u300d\u5de5\u5177\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff0c\u8be5\u5de5\u5177\u663e\u793a<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u6709\u6240\u63d0\u9ad8\uff08t (2.55) = 2.14\uff0cp= 0.069\uff09\uff0cDOI \u53ec\u56de\u7387\u663e\u8457\u63d0\u9ad8\uff08t (3) = 3.4\uff0cp = 0.022\uff09\uff0c\u5e76\u5728 PaperQA2 \u6d41\u7a0b\u7684\u6240\u6709\u9636\u6bb5\u90fd\u662f\u5982\u6b64\u3002\u8be5\u5de5\u5177\u7684\u6d41\u7a0b\u53cd\u6620\u4e86\u79d1\u5b66\u5bb6\u4e0e\u6587\u732e\u4e92\u52a8\u7684\u65b9\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u66fe\u5047\u8bbe\u89e3\u6790\u8d28\u91cf\u4f1a\u5f71\u54cd\u51c6\u786e\u5ea6\uff0c\u4f46 Grobid \u89e3\u6790\u548c\u66f4\u5927\u7684\u5757\u5e76\u6ca1\u6709\u663e\u8457\u63d0\u9ad8 LitQA2 \u7684\u7cbe\u5ea6\u3001\u51c6\u786e\u5ea6\u6216\u53ec\u56de\u7387\uff08\u4e0b\u56fe 6\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e52baa70fc4e88c9c08a70f47c20eba4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e52baa70fc4e88c9c08a70f47c20eba4.png\"><\/a><\/p>\n<section><strong>\u603b\u7ed3\u79d1\u5b66\u4e3b\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bc4\u4f30 PaperQA2 \u7684\u6458\u8981\u529f\u80fd\uff0c\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u540d\u4e3a WikiCrow \u7684\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u901a\u8fc7\u7ed3\u5408\u591a\u4e2a PaperQA2 \u8c03\u7528\u6765\u751f\u6210\u6709\u5173\u4eba\u7c7b\u86cb\u767d\u8d28\u7f16\u7801\u57fa\u56e0\u7684\u7ef4\u57fa\u767e\u79d1\u98ce\u683c\u6587\u7ae0\uff0c\u800c\u8fd9\u4e9b\u8c03\u7528\u6d89\u53ca\u57fa\u56e0\u7684\u7ed3\u6784\u3001\u529f\u80fd\u3001\u76f8\u4e92\u4f5c\u7528\u548c\u4e34\u5e8a\u610f\u4e49\u7b49\u4e3b\u9898\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4f7f\u7528 WikiCrow \u751f\u6210\u4e86 240 \u7bc7\u6709\u5173\u57fa\u56e0\u7684\u6587\u7ae0\uff0c\u8fd9\u4e9b\u6587\u7ae0\u5df2\u7ecf\u6709\u975e\u5b58\u6839\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u8fdb\u884c\u5339\u914d\u6bd4\u8f83\u3002WikiCrow \u6587\u7ae0\u5e73\u5747\u4e3a 1219.0 \u00b1 275.0 \u4e2a\u5b57\uff08\u5e73\u5747\u503c \u00b1 SD\uff0cN = 240\uff09\uff0c\u6bd4\u76f8\u5e94\u7684\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\uff08889.6 \u00b1 715.3 \u4e2a\u5b57\uff09\u957f\u3002\u5e73\u5747\u6587\u7ae0\u751f\u6210\u65f6\u95f4\u4e3a 491.5 \u00b1 324.0 \u79d2\uff0c\u5e73\u5747\u6bcf\u7bc7\u6587\u7ae0\u6210\u672c\u4e3a 4.48 \u00b1 1.02 \u7f8e\u5143\uff08\u5305\u62ec\u641c\u7d22\u548c LLM API \u7684\u8d39\u7528\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b2c9e608025babf712e8a40bee1b54e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b2c9e608025babf712e8a40bee1b54e3.png\"><\/a><\/p>\n<section>\u540c\u65f6\uff0c\u300c\u5f15\u7528\u4f46\u4e0d\u53d7\u652f\u6301\u300d\u8bc4\u4f30\u7c7b\u522b\u5305\u62ec\u4e0d\u51c6\u786e\u7684\u9648\u8ff0\uff08\u4f8b\u5982\u771f\u5b9e\u5e7b\u89c9\u6216\u63a8\u7406\u9519\u8bef\uff09\u548c\u51c6\u786e\u4f46\u5f15\u7528\u4e0d\u5f53\u7684\u58f0\u660e\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8c03\u67e5\u7ef4\u57fa\u767e\u79d1\u548c WikiCrow \u4e2d\u7684\u9519\u8bef\u6027\u8d28\uff0c\u7814\u7a76\u8005\u624b\u52a8\u68c0\u67e5\u4e86\u6240\u6709\u62a5\u544a\u7684\u9519\u8bef\uff0c\u5e76\u5c1d\u8bd5\u5c06\u95ee\u9898\u5206\u7c7b\u4e3a\u4ee5\u4e0b\u51e0\u7c7b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63a8\u7406\u95ee\u9898\uff0c\u5373\u4e66\u9762\u4fe1\u606f\u81ea\u76f8\u77db\u76fe\u3001\u8fc7\u5ea6\u63a8\u65ad\u6216\u4e0d\u53d7\u4efb\u4f55\u5f15\u7528\u652f\u6301\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5f52\u56e0\u95ee\u9898\uff0c\u5373\u4fe1\u606f\u53ef\u80fd\u5f97\u5230\u53e6\u4e00\u4e2a\u5305\u542b\u7684\u6765\u6e90\u652f\u6301\uff0c\u4f46\u8be5\u58f0\u660e\u5728\u672c\u5730\u6ca1\u6709\u5305\u542b\u6b63\u786e\u7684\u5f15\u7528\u6216\u6765\u6e90\u592a\u5bbd\u6cdb\uff08\u4f8b\u5982<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u95e8\u6237\u94fe\u63a5\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7410\u788e\u7684\u58f0\u660e\uff0c\u8fd9\u4e9b\u58f0\u660e\u867d\u662f\u771f\u5b9e\u7684\u6bb5\u843d\uff0c\u4f46\u8fc7\u4e8e\u8fc2\u8150\u6216\u6ca1\u6709\u5fc5\u8981\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d71d08e3508f46c953e6bd1ae8a14a60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d71d08e3508f46c953e6bd1ae8a14a60.png\"><\/a><\/p>\n<section><strong>\u68c0\u6d4b\u6587\u732e\u4e2d\u7684\u77db\u76fe<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e PaperQA2 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8\uff08\u77db\u76fe\uff09\uff0cContraCrow \u5b9e\u73b0\u4e86 73% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u300188% \u7684\u7cbe\u5ea6\u548c\u4ec5\u4e3a 7% \u7684<mark data-type=\"concepts\" data-id=\"3b042c8d-0c0c-4800-a0d3-ae4f0d27a44b\">\u5047\u9633\u6027<\/mark>\u7387\uff08\u4e0b\u56fe C\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-49cc55f8a6cb54f188c5293c128cb72f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-49cc55f8a6cb54f188c5293c128cb72f.png\"><\/a><\/p>\n<section>\u7814\u7a76\u8005\u5c06 ContraCrow \u5e94\u7528\u4e8e\u4ece<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u4e2d\u968f\u673a\u9009\u62e9\u7684 93 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target=\"_blank\">\u68c0\u7d22\u603b\u7ed3\u80fd\u529b\u8d85\u535a\u58eb\u540e\uff0c\u9996\u4e2a\u5927\u6a21\u578b\u79d1\u7814\u667a\u80fd\u4f53PaperQA2\u5f00\u6e90\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u68c0\u7d22\u603b\u7ed3\u80fd\u529b\u8d85\u535a\u58eb\u540e\uff0c 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