{"id":5082,"date":"2024-11-13T14:34:24","date_gmt":"2024-11-13T06:34:24","guid":{"rendered":"https:\/\/nullthought.net\/?p=5082"},"modified":"2025-03-20T14:05:33","modified_gmt":"2025-03-20T06:05:33","slug":"medgo%ef%bc%9a%e4%b8%ad%e6%96%87%e5%8c%bb%e5%ad%a6%e9%a2%86%e5%9f%9f%e7%9a%84%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5082","title":{"rendered":"MedGo\uff1a\u4e2d\u6587\u533b\u5b66\u9886\u57df\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"\n<p>MedGo \u662f\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u4e2d\u6587\u533b\u5b66\u9886\u57df\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2410.20428\" target=\"_blank\" rel=\"noreferrer noopener\">MedGo: A Chinese Medical Large Language Model<\/a><\/strong>\u5bf9\u5176\u8fdb\u884c\u4e86\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aHaitao Zhang\uff08\u5f20\u6d77\u6d9b\uff09, Bo An\uff0c\u6765\u81eaShanghai East Hospital\uff08\u4e0a\u6d77\u4e1c\u65b9\u533b\u9662\uff09\u548cChinese Academy of Social Sciences\uff08\u4e2d\u56fd\u793e\u4f1a\u79d1\u5b66\u9662\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"746\" height=\"466\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-11.png\" alt=\"\" class=\"wp-image-5083\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-11.png 746w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-11-300x187.png 300w\" sizes=\"auto, (max-width: 746px) 100vw, 746px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2410.20428\" target=\"_blank\" rel=\"noreferrer noopener\">MedGo: A Chinese Medical Large Language Model<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a<\/h4>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u9010\u6e10\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7814\u7a76\u70ed\u70b9\uff0c\u5b83\u4eec\u5728\u7406\u89e3\u3001\u751f\u6210\u548c\u5904\u7406\u590d\u6742\u4eba\u7c7b\u8bed\u8a00\u65b9\u9762\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u533b\u5b66\u9886\u57df\u5bf9\u8bed\u8a00\u6a21\u578b\u7684\u8981\u6c42\u5c24\u4e3a\u82db\u523b\uff0c\u4e3b\u8981\u8868\u73b0\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u51c6\u786e\u6027\u9700\u6c42<\/strong>\uff1a\u533b\u5b66\u5e94\u7528\u5bf9\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u8981\u6c42\u6781\u9ad8\uff0c\u9519\u8bef\u7684\u8bca\u65ad\u6216\u5efa\u8bae\u53ef\u80fd\u5bf9\u60a3\u8005\u5065\u5eb7\u4ea7\u751f\u4e25\u91cd\u540e\u679c\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027\u8981\u6c42<\/strong>\uff1a\u533b\u5b66\u51b3\u7b56\u7684\u9ad8\u98ce\u9669\u6027\u8d28\u51b3\u5b9a\u4e86\u6a21\u578b\u8f93\u51fa\u5fc5\u987b\u5177\u5907\u8f83\u5f3a\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u4f20\u7edf\u7684\u201c\u9ed1\u7bb1\u201d\u6a21\u578b\u96be\u4ee5\u88ab\u533b\u7597\u4e13\u4e1a\u4eba\u5458\u4fe1\u4efb\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u7684\u591a\u6837\u6027\u4e0e\u590d\u6742\u6027<\/strong>\uff1a\u533b\u5b66\u9886\u57df\u6d89\u53ca\u7684\u4efb\u52a1\u4f17\u591a\uff0c\u5982\u75be\u75c5\u5206\u7c7b\u3001\u533b\u5b66\u8bb0\u5f55\u751f\u6210\u3001\u77e5\u8bc6\u62bd\u53d6\u7b49\uff0c\u4f20\u7edf\u7684LLMs\u7f3a\u4e4f\u9488\u5bf9\u8fd9\u4e9b\u4e13\u4e1a\u4efb\u52a1\u7684\u8bad\u7ec3\uff0c\u96be\u4ee5\u80dc\u4efb\u590d\u6742\u7684\u533b\u7597\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0cMedGo \u7684\u5f00\u53d1\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u7cbe\u51c6\u5904\u7406\u4e2d\u6587\u533b\u5b66\u4fe1\u606f\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4ece\u800c\u63d0\u9ad8\u533b\u5b66\u4efb\u52a1\u7684\u5904\u7406\u80fd\u529b\uff0c\u5e76\u4e3a\u4e34\u5e8a\u5b9e\u8df5\u63d0\u4f9b\u8f85\u52a9\u652f\u6301\u3002MedGo \u662f\u57fa\u4e8e <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen2-72B\" target=\"_blank\" rel=\"noreferrer noopener\">Qwen2-72B<\/a>\uff08\u963f\u91cc\u5df4\u5df4\u901a\u4e49\u5343\u95ee\uff09 \u6a21\u578b\u8fdb\u884c\u5f00\u53d1\u7684\uff0c\u901a\u8fc7\u4e13\u95e8\u7684\u533b\u5b66\u6570\u636e\u96c6\u8fdb\u884c\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\uff0c\u529b\u6c42\u63d0\u5347\u5176\u5728\u4e2d\u6587\u533b\u5b66\u9886\u57df\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6570\u636e\u96c6\u6784\u5efa\u4e0e\u5904\u7406<\/h4>\n\n\n\n<p>\u6570\u636e\u96c6\u5728\u8bed\u8a00\u6a21\u578b\u7684\u5f00\u53d1\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u7279\u522b\u662f\u5728\u533b\u5b66\u9886\u57df\u3002\u4e3a\u4e86\u786e\u4fdd MedGo \u5728\u533b\u5b66\u4efb\u52a1\u4e2d\u7684\u4f18\u5f02\u8868\u73b0\uff0c\u7814\u7a76\u8005\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u3001\u9886\u57df\u7279\u5b9a\u7684\u533b\u5b66\u6570\u636e\u96c6\uff0c\u8986\u76d6\u4e86\u5e7f\u6cdb\u7684\u533b\u5b66\u77e5\u8bc6\u3002\u6570\u636e\u96c6\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a<strong>\u65e0\u76d1\u7763\u6570\u636e<\/strong> \u548c <strong>\u76d1\u7763\u5fae\u8c03\u6570\u636e<\/strong>\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.1 \u65e0\u76d1\u7763\u6570\u636e\uff08\u7528\u4e8e\u9884\u8bad\u7ec3\uff09<\/h5>\n\n\n\n<p>\u65e0\u76d1\u7763\u6570\u636e\u7528\u4e8e\u6a21\u578b\u7684\u9884\u8bad\u7ec3\uff0c\u65e8\u5728\u5e2e\u52a9\u6a21\u578b\u5efa\u7acb\u5bf9\u533b\u5b66\u6587\u672c\u7684\u57fa\u7840\u7406\u89e3\u80fd\u529b\u3002\u6784\u5efa\u7684\u533b\u5b66\u8bed\u6599\u5e93\u5305\u542b\u4ee5\u4e0b 15 \u7c7b\u5173\u952e\u533b\u5b66\u6570\u636e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u533b\u5b66\u6559\u79d1\u4e66<\/strong>\uff1a\u5305\u62ec\u5404\u7c7b\u533b\u5b66\u57fa\u7840\u548c\u4e34\u5e8a\u6559\u79d1\u4e66\uff0c\u63d0\u4f9b\u4e86\u7cfb\u7edf\u3001\u6743\u5a01\u7684\u533b\u5b66\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li><strong>\u7efc\u5408\u533b\u5b66\u8003\u8bd5\u9898\u5e93<\/strong>\uff1a\u5305\u542b\u5927\u91cf\u8003\u8bd5\u9898\u76ee\uff0c\u6709\u52a9\u4e8e\u6a21\u578b\u7406\u89e3\u533b\u5b66\u77e5\u8bc6\u7684\u5e94\u7528\u3002<\/li>\n\n\n\n<li><strong>\u4e13\u5bb6\u5171\u8bc6\u58f0\u660e<\/strong>\uff1a\u6db5\u76d6\u6743\u5a01\u533b\u5b66\u4e13\u5bb6\u5bf9\u67d0\u4e9b\u533b\u5b66\u95ee\u9898\u7684\u5171\u8bc6\u62a5\u544a\uff0c\u6709\u52a9\u4e8e\u6a21\u578b\u638c\u63e1\u4e34\u5e8a\u5b9e\u8df5\u7684\u6807\u51c6\u3002<\/li>\n\n\n\n<li><strong>\u4e34\u5e8a\u75c5\u4f8b\u62a5\u544a<\/strong>\uff1a\u901a\u8fc7\u771f\u5b9e\u75c5\u4f8b\u7684\u63cf\u8ff0\uff0c\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u4e34\u5e8a\u8bca\u65ad\u548c\u6cbb\u7597\u7684\u5b9e\u9645\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u8be6\u7ec6\u7684\u533b\u5b66\u6307\u5357\u4e0e\u8bca\u65ad\u6cbb\u7597\u534f\u8bae<\/strong>\uff1a\u5305\u62ec\u4e34\u5e8a\u5b9e\u8df5\u7684\u6807\u51c6\u64cd\u4f5c\u89c4\u7a0b\u548c\u6cbb\u7597\u534f\u8bae\uff0c\u4f7f\u6a21\u578b\u638c\u63e1\u6807\u51c6\u5316\u7684\u8bca\u7597\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li><strong>\u533b\u5b66\u767e\u79d1\u5168\u4e66\u3001\u533b\u5b66\u8bb2\u5ea7\u548c\u4e13\u8457<\/strong>\uff1a\u8fd9\u4e9b\u6570\u636e\u6765\u6e90\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u66f4\u5e7f\u6cdb\u7684\u533b\u5b66\u77e5\u8bc6\u80cc\u666f\u200b(MedGo-A Chinese Medical\u2026)\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u6570\u636e\u5904\u7406\u65b9\u9762\uff0c\u7814\u7a76\u8005\u5bf9\u539f\u59cb\u6570\u636e\u8fdb\u884c\u4e86\u4e25\u683c\u7684\u6570\u636e\u6e05\u6d17\u548c\u9690\u79c1\u4fdd\u62a4\u63aa\u65bd\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u8d28\u91cf\u548c\u60a3\u8005\u9690\u79c1\u4e0d\u53d7\u4fb5\u72af\u3002\u6570\u636e\u96c6\u89c4\u6a21\u7ea6\u4e3a 140 \u4ebf tokens\uff0c\u6db5\u76d6\u4e86\u4e30\u5bcc\u7684\u533b\u5b66\u672f\u8bed\u548c\u60c5\u5883\uff0c\u4e3a\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.2 \u76d1\u7763\u5fae\u8c03\u6570\u636e<\/h5>\n\n\n\n<p>\u76d1\u7763\u5fae\u8c03\u6570\u636e\u7684\u6784\u5efa\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6536\u96c6\u5f00\u653e\u6570\u636e<\/strong>\uff1a\u4e3b\u8981\u4ece\u53ef\u4fe1\u7684\u533b\u5b66\u6570\u636e\u5e93\u4e2d\u6536\u96c6\u5f00\u653e\u6570\u636e\u96c6\uff0c\u5982 CMCQA \u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u7531 ChunYu \u533b\u5b66\u95ee\u7b54\u7f51\u7ad9\u7684\u5bf9\u8bdd\u6750\u6599\u6784\u6210\uff0c\u6db5\u76d6\u4e86 45 \u4e2a\u4e34\u5e8a\u79d1\u5ba4\uff0c\u5171 130 \u4e07\u6b21\u5b8c\u6574\u7684\u4ea4\u4e92\u4f1a\u8bdd\uff0c\u5305\u542b\u7ea6 6500 \u4e07\u4e2a tokens\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u751f\u6210\u6570\u636e<\/strong>\uff1a\u4e3a\u4e86\u6269\u5c55\u6570\u636e\u96c6\u7684\u8986\u76d6\u8303\u56f4\uff0c\u7814\u7a76\u8005\u4f7f\u7528 GPT-4 \u751f\u6210\u4e86\u5927\u91cf\u7684\u95ee\u7b54\u5bf9\uff0c\u7279\u522b\u662f\u9488\u5bf9\u836f\u7269\u4f7f\u7528\u4fe1\u606f\uff0c\u6a21\u578b\u4ece 15 \u4e07\u4e2a\u836f\u54c1\u8bf4\u660e\u4e66\u4e2d\u63d0\u53d6\u5173\u952e\u6570\u636e\u751f\u6210\u95ee\u7b54\u5bf9\uff0c\u4ee5\u63d0\u5347 MedGo \u5728\u836f\u7269\u54a8\u8be2\u65b9\u9762\u7684\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li><strong>\u4e13\u5bb6\u6807\u6ce8<\/strong>\uff1a\u9080\u8bf7\u6709\u7ecf\u9a8c\u7684\u533b\u5e08\u5bf9\u81ea\u52a8\u751f\u6210\u7684\u6570\u636e\u8fdb\u884c\u6807\u6ce8\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u4e13\u5bb6\u901a\u8fc7\u4eba\u5de5\u5ba1\u6838\u7684\u65b9\u5f0f\u5bf9\u751f\u6210\u7684\u95ee\u9898\u548c\u7b54\u6848\u8fdb\u884c\u4e25\u683c\u8bc4\u4f30\uff0c\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u8d28\u91cf\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6b64\u5916\uff0cMedGo \u8fd8\u52a0\u5165\u4e86\u4e00\u7ec4\u4e0e\u5b89\u5168\u6027\u548c\u4eba\u7c7b\u5bf9\u9f50\u76f8\u5173\u7684\u6570\u636e\u96c6\uff0c\u79f0\u4e3a Safety-Prompts\uff0c\u4e13\u95e8\u7528\u4e8e\u5904\u7406\u654f\u611f\u8bdd\u9898\u548c\u4e0d\u5f53\u8a00\u8bba\u3002\u901a\u8fc7\u8fd9\u4e9b\u6570\u636e\uff0c\u6a21\u578b\u80fd\u591f\u5728\u9762\u5bf9\u6d89\u53ca\u9690\u79c1\u3001\u4f26\u7406\u6216\u6cd5\u5f8b\u95ee\u9898\u65f6\u63d0\u4f9b\u5408\u9002\u7684\u56de\u7b54\uff0c\u4ee5\u907f\u514d\u8bef\u5bfc\u6216\u4f24\u5bb3\u7528\u6237\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u6a21\u578b\u7684\u57fa\u7840\u4e0e\u8bad\u7ec3\u6846\u67b6<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">3.1 \u57fa\u7840\u6a21\u578b\u9009\u62e9<\/h5>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u9002\u5e94\u4e2d\u6587\u533b\u5b66\u573a\u666f\uff0c\u7814\u7a76\u8005\u9009\u62e9\u4e86 Qwen2-72B \u4f5c\u4e3a MedGo \u7684\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u3002\u8fd9\u4e00\u9009\u62e9\u57fa\u4e8e\u4ee5\u4e0b\u51e0\u70b9\u539f\u56e0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f18\u5f02\u7684\u4e2d\u6587\u7406\u89e3\u4e0e\u903b\u8f91\u63a8\u7406\u80fd\u529b<\/strong>\uff1a\u5728\u533b\u5b66\u5e94\u7528\u4e2d\uff0c\u51c6\u786e\u7406\u89e3\u4e13\u4e1a\u672f\u8bed\u548c\u60a3\u8005\u7684\u4e3b\u89c2\u8868\u8fbe\u662f\u5173\u952e\u3002Qwen2 \u7684\u4e2d\u6587\u5904\u7406\u80fd\u529b\u4f7f\u5176\u80fd\u7cbe\u786e\u89e3\u6790\u590d\u6742\u7684\u533b\u5b66\u6587\u672c\u548c\u5bf9\u8bdd\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u56fd\u5185\u533b\u7597\u5e94\u7528\u4e2d\u7684\u5b9e\u7528\u6027\u3002<\/li>\n\n\n\n<li><strong>\u826f\u597d\u7684\u6570\u5b66\u8ba1\u7b97\u80fd\u529b<\/strong>\uff1a\u533b\u5b66\u9886\u57df\u6d89\u53ca\u836f\u7269\u5242\u91cf\u8ba1\u7b97\u3001\u533b\u5b66\u5f71\u50cf\u6570\u636e\u5206\u6790\u548c\u751f\u7269\u7edf\u8ba1\u5b66\u5206\u6790\uff0c\u56e0\u6b64\u6a21\u578b\u5fc5\u987b\u5177\u5907\u5f3a\u5927\u7684\u6570\u5b66\u80fd\u529b\u3002Qwen2 \u5728\u6570\u5b66\u65b9\u9762\u7684\u4f18\u52bf\u4f7f\u5176\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u533b\u7597\u95ee\u9898\uff0c\u652f\u6301\u4e34\u5e8a\u51b3\u7b56\u3002<\/li>\n\n\n\n<li><strong>\u4e25\u683c\u7684\u5b89\u5168\u63aa\u65bd<\/strong>\uff1aQwen2 \u7684\u5b89\u5168\u673a\u5236\u4e0e GPT-4 \u76f8\u5f53\uff0c\u80fd\u591f\u6709\u6548\u9632\u6b62\u6f5c\u5728\u7684\u5b89\u5168\u98ce\u9669\uff0c\u786e\u4fdd\u6a21\u578b\u8f93\u51fa\u7b26\u5408\u533b\u5b66\u884c\u4e1a\u7684\u5408\u89c4\u8981\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3.2 \u8bad\u7ec3\u8fc7\u7a0b<\/h5>\n\n\n\n<p>MedGo \u7684\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u9884\u8bad\u7ec3\u3001\u76d1\u7763\u5fae\u8c03\u548c\u504f\u597d\u5bf9\u9f50\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9884\u8bad\u7ec3<\/strong>\uff1a\u6a21\u578b\u5728\u5927\u91cf\u7684\u533b\u5b66\u9886\u57df\u6587\u672c\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u91c7\u7528\u4e86\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff08MLM\uff09\u3001\u4e0b\u4e00\u4e2a\u53e5\u5b50\u9884\u6d4b\uff08NSP\uff09\u548c\u53e5\u5b50\u987a\u5e8f\u9884\u6d4b\uff08SOP\uff09\u7b49\u4efb\u52a1\u3002\u901a\u8fc7 Byte Pair Encoding (BPE) \u5206\u8bcd\u5668\u6765\u5904\u7406\u590d\u6742\u7684\u533b\u5b66\u672f\u8bed\uff0c\u5e76\u4f7f\u7528 AdamW \u4f18\u5316\u5668\u548c bf16 \u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u6765\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u3002\u540c\u65f6\u91c7\u7528\u4e86 ZeRO\uff08Zero Redundancy Optimizer\uff09\u548c FlashAttention \u6280\u672f\u4ee5\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u8d44\u6e90\u5229\u7528\u7387\u200b\u3002<\/li>\n\n\n\n<li><strong>\u76d1\u7763\u5fae\u8c03<\/strong>\uff1a\u4e3a\u4e86\u63d0\u5347 MedGo \u5728\u7279\u5b9a\u533b\u7597\u573a\u666f\u4e2d\u7684\u4efb\u52a1\u8868\u73b0\uff0c\u7814\u7a76\u8005\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u9488\u5bf9\u6027\u7684\u5fae\u8c03\u4efb\u52a1\uff0c\u5982\u95ee\u7b54\u3001\u75be\u75c5\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u548c\u5173\u7cfb\u62bd\u53d6\u7b49\u3002\u901a\u8fc7\u4f7f\u7528 Low-Rank Adaptation (LoRA) \u65b9\u6cd5\uff0c\u6a21\u578b\u7684\u5fae\u8c03\u8fc7\u7a0b\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u663e\u8457\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u200b\u3002<\/li>\n\n\n\n<li><strong>\u504f\u597d\u5bf9\u9f50<\/strong>\uff1a\u4e3a\u4e86\u786e\u4fdd\u6a21\u578b\u8f93\u51fa\u7b26\u5408\u4e34\u5e8a\u5e94\u7528\u7684\u9700\u6c42\uff0cMedGo \u91c7\u7528\u4e86\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u65b9\u6cd5\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u4e0d\u540c\uff0cDPO \u65b9\u6cd5\u8bad\u7ec3\u66f4\u4e3a\u7a33\u5b9a\uff0c\u907f\u514d\u4e86\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u7684\u4e0d\u7a33\u5b9a\u6027\u548c\u590d\u6742\u6027\u3002DPO \u76f4\u63a5\u5229\u7528\u533b\u751f\u7684\u504f\u597d\u6570\u636e\u4f18\u5316\u6a21\u578b\u53c2\u6570\uff0c\u4ece\u800c\u51cf\u5c11\u751f\u6210\u975e\u671f\u671b\u8f93\u51fa\u7684\u98ce\u9669\u200b\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u5b9e\u9a8c\u4e0e\u8bc4\u4f30<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">4.1 CBLUE \u57fa\u51c6\u6d4b\u8bd5<\/h5>\n\n\n\n<p>MedGo \u7684\u6027\u80fd\u5728\u516c\u5f00\u7684 CBLUE \u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u8be5\u6d4b\u8bd5\u5305\u62ec 18 \u4e2a\u4e0d\u540c\u7684\u533b\u5b66\u4fe1\u606f\u5904\u7406\u4efb\u52a1\uff0c\u6db5\u76d6\u4e86\u5b9e\u4f53\u8bc6\u522b\u3001\u5173\u7cfb\u62bd\u53d6\u3001\u4e8b\u4ef6\u62bd\u53d6\u3001\u6587\u672c\u5206\u7c7b\u3001\u8bed\u4e49\u5173\u7cfb\u5224\u65ad\u7b49\u5185\u5bb9\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cMedGo \u5728\u77e5\u8bc6\u62bd\u53d6\u3001\u5bf9\u8bdd\u548c\u6587\u672c\u5206\u7c7b\u7b49\u4efb\u52a1\u4e0a\u5747\u8868\u73b0\u4f18\u5f02\uff0c\u76f8\u6bd4\u57fa\u6a21\u578b Qwen2-72B\uff0cMedGo \u7684\u591a\u4e2a\u4efb\u52a1\u5f97\u5206\u663e\u8457\u63d0\u9ad8\uff0c\u5e76\u5728 CBLUE 3.0 \u8bc4\u4f30\u4e2d\u53d6\u5f97\u4e86\u7b2c\u4e00\u540d\u200b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">4.2 ClinicalQA \u6570\u636e\u96c6\u8bc4\u4f30<\/h5>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1 MedGo \u5728\u5b9e\u9645\u4e34\u5e8a\u73af\u5883\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u7814\u7a76\u8005\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b 15,000 \u4e2a\u591a\u9009\u533b\u5b66\u54a8\u8be2\u95ee\u9898\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\uff0c\u95ee\u9898\u4e3b\u8981\u6d89\u53ca\u75be\u75c5\u8bca\u65ad\u548c\u6cbb\u7597\u7684\u5e38\u89c1\u95ee\u9898\u3002\u6bcf\u4e2a\u95ee\u9898\u6709\u56db\u4e2a\u9009\u9879\uff0c\u5176\u4e2d\u4e00\u4e2a\u4e3a\u4e13\u5bb6\u624b\u52a8\u7f16\u5236\uff0c\u5176\u4f59\u4e09\u4e2a\u7531 GPT-4 \u81ea\u52a8\u751f\u6210\u3002\u7814\u7a76\u8005\u91c7\u7528\u4e25\u683c\u7684\u53cc\u91cd\u5ba1\u6838\u673a\u5236\uff0c\u4fdd\u8bc1\u9009\u9879\u7684\u51c6\u786e\u6027\u548c\u79d1\u5b66\u6027\uff0c\u6700\u7ec8\u5f97\u5230\u7684 ClinicalQA \u6570\u636e\u96c6\u975e\u5e38\u9002\u7528\u4e8e\u533b\u5b66 NLP \u7814\u7a76\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cMedGo \u5728\u8be5\u6570\u636e\u96c6\u4e0a\u7684\u51c6\u786e\u7387\u4e3a 78.6%\uff0c\u663e\u8457\u4f18\u4e8e\u57fa\u6a21\u578b Qwen2-72B \u548c GPT-4o\u200b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u6a21\u578b\u90e8\u7f72\u4e0e\u672a\u6765\u5de5\u4f5c<\/h4>\n\n\n\n<p>MedGo \u5df2\u6210\u529f\u90e8\u7f72\u5728\u4e0a\u6d77\u4e1c\u65b9\u533b\u9662\uff0c\u5e76\u5728\u5b9e\u9645\u4e34\u5e8a\u573a\u666f\u4e2d\u4e3a\u533b\u751f\u63d0\u4f9b\u51b3\u7b56\u652f\u6301\u548c\u533b\u5b66\u54a8\u8be2\u670d\u52a1\u3002\u6bcf\u5929\u6536\u96c6\u7ea6 1000 \u6761\u533b\u751f\u5bf9\u6a21\u578b\u56de\u7b54\u7684\u53cd\u9988\uff0c\u901a\u8fc7\u8fd9\u79cd\u6301\u7eed\u7684\u53cd\u9988\u673a\u5236\uff0cMedGo \u4e0d\u65ad\u8fed\u4ee3\u4f18\u5316\u5176\u8868\u73b0\uff0c\u4ee5\u786e\u4fdd\u5176\u5728\u4e34\u5e8a\u73af\u5883\u4e2d\u7684\u5b9e\u7528\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p>\u672a\u6765\u7684\u5de5\u4f5c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f15\u5165\u66f4\u591a\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30<\/strong>\uff1a\u4f8b\u5982 MedBench \u6570\u636e\u96c6\uff0c\u4ee5\u66f4\u5168\u9762\u5730\u8bc4\u4f30 MedGo \u5728\u4e0d\u540c\u533b\u5b66\u5b50\u9886\u57df\u548c\u4efb\u52a1\u7c7b\u578b\u4e2d\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u6301\u7eed\u6269\u5c55\u548c\u4f18\u5316\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u653e\u6a21\u578b\u4e0e\u6570\u636e\u96c6<\/strong>\uff1a\u8ba1\u5212\u5c06 MedGo \u548c ClinicalQA \u6570\u636e\u96c6\u5f00\u6e90\uff0c\u4ee5\u4fc3\u8fdb\u533b\u5b66\u9886\u57df\u667a\u80fd\u5316\u5e94\u7528\u7684\u63a8\u5e7f\u548c\u53d1\u5c55\u200b\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">6. \u603b\u7ed3\u4e0e\u5e94\u7528\u6f5c\u529b<\/h4>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u5927\u89c4\u6a21\u3001\u4e13\u95e8\u7684\u533b\u5b66\u8bed\u6599\u5e93\u7684\u8bad\u7ec3\u548c\u591a\u9636\u6bb5\u7684\u4f18\u5316\uff0cMedGo \u5177\u5907\u4e86\u8f83\u5f3a\u7684\u4e2d\u6587\u533b\u5b66\u4fe1\u606f\u5904\u7406\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cMedGo \u5728\u5305\u62ec\u95ee\u7b54\u3001\u4fe1\u606f\u62bd\u53d6\u3001\u4e34\u5e8a\u51b3\u7b56\u652f\u6301\u7b49\u591a\u9879\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4f18\u5f02\uff0c\u5c55\u793a\u4e86\u5176\u5728\u5b9e\u9645\u533b\u7597\u573a\u666f\u4e2d\u7684\u5de8\u5927\u5e94\u7528\u6f5c\u529b\u3002MedGo \u7684\u6210\u529f\u90e8\u7f72\u4e3a\u533b\u9662\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u8f85\u52a9\u51b3\u7b56\u5de5\u5177\uff0c\u4e5f\u4e3a\u667a\u80fd\u533b\u7597\u7684\u672a\u6765\u53d1\u5c55\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u5728\u672a\u6765\u7684\u53d1\u5c55\u4e2d\uff0cMedGo 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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