{"id":732,"date":"2024-07-15T10:33:27","date_gmt":"2024-07-15T02:33:27","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=732"},"modified":"2024-07-19T14:41:22","modified_gmt":"2024-07-19T06:41:22","slug":"medcare-advancing-medical-llms-through-decoupling-clinical-alignment-and-knowledge-aggregation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/medcare-advancing-medical-llms-through-decoupling-clinical-alignment-and-knowledge-aggregation\/","title":{"rendered":"202407 \u8bba\u6587\u7814\u8bfb–MEDCARE\uff1aAdvancing Medical LLMs through Decoupling Clinical Alignment and Knowledge Aggregation"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aYusheng Liao, Shuyang Jiang\uff0cYanfeng Wang\uff0cYu Wang.
\u5355\u4f4d\uff1aShanghai Jiao Tong University\uff0cFudan University\uff0cShanghai Artificial Intelligence Laboratory.
\u6765\u6e90\uff1aarXiv:2406.17484<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/p>\n\n\n\n

\u80cc\u666f\u52a8\u673a\uff1a
\u533b\u7597\u4efb\u52a1\u5206\u4e3a\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u548c\u5bf9\u9f50\u9700\u6c42\u4efb\u52a1\u3002\u4ee5\u524d\u7684\u65b9\u6cd5\u8981\u4e48\u5ffd\u7565\u4e86\u540e\u4e00\u9879\u4efb\u52a1\uff0c\u8981\u4e48\u53ea\u5173\u6ce8\u5c11\u6570\u4efb\u52a1\uff0c\u5bfc\u81f4\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002\u800c\u5bf9\u9f50\u4efb\u52a1\u901a\u5e38\u4e0e\u6a21\u578b\u7684\u539f\u59cb\u8bad\u7ec3\u8303\u5f0f\u6709\u5f88\u5927\u7684\u4e0d\u540c\u7a0b\u5ea6\u7684\u504f\u5dee\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5e7b\u89c9\u548c\u9884\u8bad\u7ec3\u77e5\u8bc6\u7684\u6df7\u53e0\u3002\u56e0\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u7684MEDCARE\uff0c\u65e8\u5728\u4fdd\u7559\u901a\u7528\u9886\u57dfLLMs\u80fd\u529b\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u7279\u5b9a\u4efb\u52a1\u7684\u4e13\u4e1a\u5bf9\u9f50\u3002
\u5fae\u8c03\u7b56\u7565\uff1a
MEDCARE\u7684\u5fae\u8c03\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u9636\u6bb5\uff1a\u6742\u9879\u77e5\u8bc6\u805a\u5408\uff08MKA\uff09\u548c\u4e0b\u6e38\u5bf9\u9f50\uff08DA\uff09\u3002
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\u4e8c\u3001\u6838\u5fc3\u5185\u5bb9<\/p>\n\n\n\n

MEDCARE\u6846\u67b6<\/p>\n\n\n\n

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

\u6742\u9879\u77e5\u8bc6\u805a\u5408\uff08MKA\uff09\uff1a<\/p>\n\n\n\n

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\u4e0b\u6e38\u4efb\u52a1\u5bf9\u9f50\uff08DA\uff09\uff1a<\/p>\n\n\n\n

\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0cMEDCARE\u5c06\u81ea\u6211\u6ce8\u610f\u529bLoRA\u6743\u91cd\u91cd\u65b0\u5408\u5e76\u5230\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\uff0c\u5e76\u51bb\u7ed3\u81ea\u6211\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u4ee5\u4fdd\u8bc1LLMs\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u5728 FFN \u6a21\u5757\u4e2d\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u5bf9\u9f50 LoRA \u6a21\u5757 Align\uff08\u00b7\uff09\uff0c\u4ee5\u4ece\u5bf9\u9f50\u6570\u636e\u96c6\u4e2d\u83b7\u53d6\u7279\u5b9a\u7684\u5bf9\u9f50\u77e5\u8bc6\u3002\u540c\u65f6\u5f15\u5165\u4e86\u6b63\u4ea4\u635f\u5931\uff0c\u4ee5\u786e\u4fdd\u65b0\u7684\u5bf9\u9f50\u4efb\u52a1\u662f\u5728\u4e0e\u539f\u59cb\u77e5\u8bc6\u4efb\u52a1\u6b63\u4ea4\u7684\u65b9\u5411\u4e0a\u5b66\u4e60\u7684\u3002<\/p>\n\n\n\n

MoLoRA\uff08Mixture of Low-Rank Adaptation\uff09\uff1a<\/p>\n\n\n\n

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MoLoRA\u7ebf\u6027\u5c42\u53ef\u4ee5\u8868\u8ff0\u4e3a\uff1a<\/p>\n\n\n\n

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


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

\u5bf9\u9f50\u9700\u6c42\u578b\u4efb\u52a1<\/p>\n\n\n\n

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

\u56db\u3001\u603b\u7ed3\u601d\u8003<\/p>\n\n\n\n

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\u4f5c\u8005\uff1aYusheng Liao, Shuyang Jiang\uff0cYanfeng Wang\uff0cYu Wang.\u5355\u4f4d\uff1a […]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-732","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/732","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\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=732"}],"version-history":[{"count":4,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/732\/revisions"}],"predecessor-version":[{"id":1070,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/732\/revisions\/1070"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=732"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}