{"id":36268,"date":"2025-01-08T12:00:20","date_gmt":"2025-01-08T04:00:20","guid":{"rendered":"https:\/\/17aitech.com\/?p=36268"},"modified":"2025-01-08T12:00:20","modified_gmt":"2025-01-08T04:00:20","slug":"%e8%9a%81%e7%be%a4%e3%80%81%e8%9c%82%e7%be%a4%e7%9a%84%e6%99%ba%e6%85%a7%ef%bc%8c%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b9%9f%e5%8f%af%e4%bb%a5%e6%9c%89%ef%bc%8c%e8%b0%b7%e6%ad%8c%e7%ad%89%e6%9c%ba%e6%9e%84","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36268","title":{"rendered":"\u8681\u7fa4\u3001\u8702\u7fa4\u7684\u667a\u6167\uff0c\u5927\u6a21\u578b\u4e5f\u53ef\u4ee5\u6709\uff0c\u8c37\u6b4c\u7b49\u673a\u6784\u7fa4\u4f53\u667a\u80fd\u7814\u7a76\u4eae\u76f8"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-23-6\" target=\"_blank\">\u8681\u7fa4\u3001\u8702\u7fa4\u7684\u667a\u6167\uff0c\u5927\u6a21\u578b\u4e5f\u53ef\u4ee5\u6709\uff0c\u8c37\u6b4c\u7b49\u673a\u6784\u7fa4\u4f53\u667a\u80fd\u7814\u7a76\u4eae\u76f8<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"12\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u8ba9\u5927\u6a21\u578b\u4f9d\u9760\u7fa4\u4f53\u7684\u667a\u80fd\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u6211\u4eec\u7684\u81ea\u7136\u754c\uff0c\u8682\u8681\u3001\u871c\u8702\u3001\u8757\u866b\u90fd\u662f\u975e\u5e38\u7b80\u5355\u7684\u751f\u7269\uff0c\u5355\u72ec\u884c\u52a8\u7684\u5b83\u4eec\u4e5f\u975e\u5e38\u8106\u5f31\u3002\u4f46\u4e00\u65e6\u5b83\u4eec\u7ec4\u6210\u7fa4\u4f53\uff0c\u5c31\u4f1a\u6d8c\u73b0\u51fa\u8fdc\u8d85\u4e2a\u4f53\u7b80\u5355\u76f8\u52a0\u7684\u529b\u91cf\uff0c\u6bd4\u5982\u51e0\u53ea\u8682\u8681\u51d1\u5230\u4e00\u8d77\u53ef\u4ee5\u5f80\u6d1e\u7a74\u642c\u8fd0\u98df\u7269\uff0c\u4e00\u7fa4\u871c\u8702\u53ef\u4ee5\u5efa\u9020\u7cbe\u5bc6\u7684\u8702\u5de2\u3002\u8fd9\u79cd\u7fa4\u5c45\u6027\u751f\u7269\u8868\u73b0\u51fa\u6765\u7684\u667a\u80fd\u884c\u4e3a\u88ab\u79f0\u4e3a\u7fa4\u4f53\u667a\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7638155cdf9db113dca01b2f1c89b87c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7638155cdf9db113dca01b2f1c89b87c.png\"><\/a><\/section>\n<section>\u4ece\u5b8f\u89c2\u4e0a\u8bf4\uff0c\u4eba\u7c7b\u793e\u4f1a\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u6f14\u5316\u4e5f\u662f\u4e00\u79cd\u7fa4\u4f53\u667a\u80fd\u73b0\u8c61\u3002\u56e0\u6b64\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4eec\u5c31\u60f3\u5230\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u5728\u4eba\u5de5\u667a\u80fd\u7684\u7814\u7a76\u4e2d\u501f\u9274\u8fd9\u79cd\u601d\u8def\u5462\uff1f\u8bf4\u4e0d\u5b9a\uff0c\u8fd9\u80fd\u6bd4 OpenAI \u7b49\u516c\u53f8\u6240\u8ffd\u6c42\u7684\u300c\u8d85\u7ea7\u667a\u80fd\u4e2a\u4f53\u300d\u66f4\u63a5\u8fd1 AGI \u5462\uff1f<\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u6a21\u578b\u53d8\u5f97\u8d8a\u6765\u8d8a\u806a\u660e\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u56e2\u961f\u5f00\u59cb\u6316\u6398\u8fd9\u4e00\u65b9\u5411\u7684\u6f5c\u529b\uff0c\u6bd4\u5982\u673a\u5668\u4e4b\u5fc3\u524d\u6bb5\u65f6\u95f4\u62a5\u9053\u7684\u56fd\u5185\u521b\u4e1a\u516c\u53f8 RockAI\uff08\u53c2\u89c1\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650936264&amp;idx=1&amp;sn=0caf29b222e6af5c78faa730a7c0b036&amp;chksm=84e7d7b6b3905ea0fe689d4776da60ed97d9459a3b7c9bdddbba252fd76a9bc9619b32d550ca&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4e0e\u5176\u9020\u795e\uff0c\u4e0d\u5982\u4f9d\u9760\u7fa4\u4f53\u7684\u529b\u91cf\uff1a\u8fd9\u5bb6\u516c\u53f8\u8d70\u51fa\u4e86\u4e00\u6761\u4e0d\u540c\u4e8e OpenAI \u7684 AGI \u8def\u7ebf<\/a>\u300b\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u6765\u81ea\u8c37\u6b4c\u3001\u534e\u76db\u987f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u4e5f\u516c\u5e03\u4e86\u4e00\u9879\u7814\u7a76\uff0c\u8ba9\u300c\u7fa4\u4f53\u667a\u80fd\u300d\u8d70\u5165\u4e86\u66f4\u591a AI \u7814\u7a76\u8005\u7684\u89c6\u91ce\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3bbe26de3ce354f7524b07254094a4bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3bbe26de3ce354f7524b07254094a4bd.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aMODEL SWARMS: COLLABORATIVE SEARCH TO ADAPT LLM EXPERTS VIA SWARM INTELLIGENCE<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.11163<\/p>\n<\/li>\n<\/ul>\n<section>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u534f\u540c\u641c\u7d22\u7b97\u6cd5 \u2014\u2014MODEL SWARMS\uff0c\u8be5\u7b97\u6cd5\u901a\u8fc7\u7fa4\u4f53\u667a\u80fd\u6765\u9002\u5e94\u548c\u4f18\u5316\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002\u5177\u4f53\u6765\u8bf4\uff0cMODEL SWARMS \u4ece\u4e00\u7ec4 LLM \u4e13\u5bb6\u548c\u4e00\u4e2a\u6548\u7528\u51fd\u6570\u5f00\u59cb\u3002\u5728\u8de8\u6a21\u578b\u627e\u5230\u7684\u6700\u4f73\u68c0\u67e5\u70b9\u7684\u5f15\u5bfc\u4e0b\uff0c\u591a\u6837\u5316\u7684 LLM \u4e13\u5bb6\u901a\u8fc7\u534f\u4f5c\u5728\u6743\u91cd\u7a7a\u95f4\u4e2d\u79fb\u52a8\uff0c\u5e76\u4f18\u5316\u8868\u793a\u6a21\u578b\u9002\u5e94\u76ee\u6807\u7684\u6548\u7528\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u73b0\u6709\u7684\u6a21\u578b\u7ec4\u5408\u65b9\u6cd5\u76f8\u6bd4\uff0cMODEL SWARMS \u63d0\u4f9b\u4e86\u65e0\u9700\u5fae\u8c03\u7684\u6a21\u578b\u9002\u5e94\uff0c\u53ef\u4ee5\u5728\u6570\u636e\u91cf\u4f4e\u81f3 200 \u4e2a\u6837\u672c\u7684\u60c5\u51b5\u4e0b\u5de5\u4f5c\uff0c\u5e76\u4e14\u4e0d\u9700\u8981\u5bf9\u7fa4\u4f53\u4e2d\u7684\u7279\u5b9a\u4e13\u5bb6\u6216\u5b83\u4eec\u5e94\u8be5\u5982\u4f55\u7ec4\u5408\u505a\u51fa\u5047\u8bbe\u3002<\/section>\n<section><\/section>\n<section>\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0cMODEL SWARMS \u53ef\u4ee5\u7075\u6d3b\u5730\u4f7f LLM \u4e13\u5bb6\u9002\u5e94\u5355\u4e00\u4efb\u52a1\u3001\u591a\u4efb\u52a1\u9886\u57df\u3001\u5956\u52b1\u6a21\u578b\u4ee5\u53ca\u4e0d\u540c\u7684\u4eba\u7c7b\u5174\u8da3\uff0c\u5728\u4e0d\u540c\u4efb\u52a1\u548c\u4e0a\u4e0b\u6587\u4e2d\uff0c\u5b83\u5c06\u8d85\u8fc7 12 \u4e2a\u6a21\u578b\u7ec4\u5408\u57fa\u7ebf\u63d0\u9ad8\u4e86 21.0%\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bba\u6587\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u9664\u4e86\u52aa\u529b\u8bad\u7ec3\u4e00\u4e2a\u5355\u4e00\u7684\u3001\u901a\u7528\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5728\u6240\u6709\u8bed\u8a00\u548c\u4efb\u52a1\u4e2d\u5171\u4eab\u53c2\u6570\u4e4b\u5916\uff0c\u6700\u8fd1\u7684\u5de5\u4f5c\u8d8a\u6765\u8d8a\u591a\u5730\u8ba4\u8bc6\u5230\u901a\u8fc7\u591a LLM \u534f\u4f5c\u7684\u6a21\u5757\u5316\u7684\u91cd\u8981\u6027\uff0c\u5176\u4e2d\u4e0d\u540c\u7684\u6a21\u578b\u4ee5\u5404\u79cd\u65b9\u5f0f\u76f8\u4e92\u4f5c\u7528\u548c\u4e92\u8865\u3002\u4f8b\u5982\uff0c\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u4f9d\u8d56\u4e8e\u5c06\u67e5\u8be2\u8def\u7531\u5230\u5404\u79cd\u795e\u7ecf\u5b50\u7ec4\u4ef6\uff0c\u5229\u7528\u4e00\u4e2a\u6a21\u578b\u7684\u4e13\u95e8\u77e5\u8bc6\u3002\u8def\u7531\u5230\u7279\u5b9a\u9886\u57df\u7684\u4e13\u5bb6\u8fd9\u79cd\u65b9\u6cd5\u663e\u793a\u4e86\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u5728 MoE \u8fc7\u7a0b\u4e2d\u6ca1\u6709\u4ea7\u751f\u65b0\u7684\u6a21\u578b \/ \u4e13\u5bb6\u3002\u7136\u800c\uff0c\u5177\u6709\u6311\u6218\u6027\u7684\u73b0\u5b9e\u4e16\u754c\u4efb\u52a1\u901a\u5e38\u9700\u8981\u7075\u6d3b\u7684\u7ec4\u5408\u548c\u9002\u5e94\u65b0\u7684\u9886\u57df\u7684\u80fd\u529b\uff0c\u8d85\u51fa\u4e86\u73b0\u6709\u4e13\u5bb6\u7684\u8303\u56f4\u3002<\/section>\n<section><\/section>\n<section>\u6709\u4e24\u79cd\u7814\u7a76\u5de5\u4f5c\u65e8\u5728\u5c06\u591a LLM \u5408\u4f5c\u6269\u5c55\u5230\u8def\u7531\u4e4b\u5916\uff0c\u4ee5\u7ec4\u6210\u548c\u4ea7\u751f\u65b0\u7684\u9002\u5e94\u6a21\u578b\uff1a<\/section>\n<section>\u00a0<\/section>\n<section>1\u3001Learn-to-fuse \u8bbe\u8ba1\u53ef\u8bad\u7ec3\u7684\u7ec4\u4ef6\uff0c\u5c06\u4e13\u5bb6\u300c\u7c98\u5408\u300d\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u4e2a\u5408\u5e76\u7684\u6a21\u578b\uff0c\u7136\u540e\u4f7f\u7528\u76d1\u7763\u76ee\u6807\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u4ea7\u751f\u7ec4\u5408\u4e13\u5bb6\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4e8e\u5927\u578b\u8bad\u7ec3\u96c6\u4ece\u5934\u5f00\u59cb\u5fae\u8c03\u53ef\u5b66\u4e60\u90e8\u5206\uff0c\u5e76\u4e14\u5f88\u96be\u63d0\u4f9b\u65e0\u7f1d\u6dfb\u52a0 \/ \u79fb\u9664\u4e13\u5bb6\u7684\u6a21\u5757\u5316\u3002<\/section>\n<section><\/section>\n<section>2\u3001Model arithmetic\uff08\u6a21\u578b\u7b97\u672f\uff09\u901a\u8fc7\u5bf9\u6a21\u578b\u6743\u91cd\u548c \/ \u6216 token \u6982\u7387\u8fdb\u884c\u7b97\u672f\u8fd0\u7b97\u6765\u7ec4\u5408 LLM \u4e13\u5bb6\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u5bf9\u53ef\u7528\u4e13\u5bb6\u548c\u671f\u671b\u7684\u9002\u5e94\u5e94\u8be5\u5982\u4f55\u5206\u89e3\u6709\u5f3a\u70c8\u7684\u5047\u8bbe\uff08\u4f8b\u5982\uff0clion indoors = lion outdoors + (dog indoors &#8211; dog outdoors\uff09\uff09\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u4e0d\u4f9d\u8d56\u4e8e\u8fc7\u591a\u5fae\u8c03\u6570\u636e\u6216\u5bf9\u73b0\u6709\u6a21\u578b\u6709\u5f3a\u70c8\u5047\u8bbe\u7684\u7075\u6d3b\u65b9\u6cd5\u81f3\u5173\u91cd\u8981\uff0c\u53ef\u4ee5\u8ba9\u591a\u6837\u5316\u7684 LLM \u4e13\u5bb6\u9002\u7528\u4e8e\u5e7f\u6cdb\u7684\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86 MODEL SWARMS\uff0c\u5728\u8fd9\u4e2a\u6846\u67b6\u4e2d\uff0c\u591a\u4e2a LLM \u4e13\u5bb6\u901a\u8fc7\u534f\u4f5c\u5728\u6743\u91cd\u7a7a\u95f4\u4e2d\u641c\u7d22\u65b0\u7684\u9002\u5e94\u6a21\u578b\u3002\u53d7\u7c92\u5b50\u7fa4\u4f18\u5316\uff08Particle Swarm Optimization, PSO\uff09\u7684\u542f\u53d1\uff0cMODEL SWARMS \u5c06\u6bcf\u4e2a LLM \u4e13\u5bb6\u89c6\u4e3a\u4e00\u4e2a\u300c\u7c92\u5b50\u300d\uff0c\u5e76\u5c06 LLM \u9002\u5e94\u5b9a\u4e49\u4e3a\u7c92\u5b50\u7684\u534f\u4f5c\u79fb\u52a8\uff0c\u8fd9\u79cd\u79fb\u52a8\u7531\u8868\u793a\u9002\u5e94\u76ee\u6807\u7684\u6548\u7528\u51fd\u6570\u6307\u5bfc\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-198d294ebbb573adf8f545d6233f307e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-198d294ebbb573adf8f545d6233f307e.png\"><\/a><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4e3a\u4e86\u5efa\u6a21 LLM \u7684\u4e3b\u52a8\u641c\u7d22\u800c\u4e0d\u662f\u88ab\u52a8\u5408\u5e76\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u7c92\u5b50\u90fd\u4ee5\u4e00\u4e2a\u4f4d\u7f6e\uff08\u6a21\u578b\u6743\u91cd\uff09\u548c\u901f\u5ea6\uff08\u6743\u91cd\u7a7a\u95f4\u4e2d\u7684\u65b9\u5411\uff09\u5f00\u59cb\u3002\u901f\u5ea6\u4f1a\u53d7\u5230\u60ef\u6027\uff08\u4fdd\u6301\u5f53\u524d\u901f\u5ea6\u7684\u503e\u5411\uff09\u3001\u4e2a\u4f53\u6700\u4f73\uff08\u7ed9\u5b9a\u7c92\u5b50\u627e\u5230\u7684\u6700\u4f73\u4f4d\u7f6e\uff09\u548c\u5168\u5c40\u6700\u4f73 \/ \u6700\u5dee\uff08\u6240\u6709\u7c92\u5b50\u4e2d\u627e\u5230\u7684\u6700\u4f73 \/ \u6700\u5dee\u4f4d\u7f6e\uff09\u7684\u8fed\u4ee3\u5f71\u54cd\uff0c\u800c LLM \u7c92\u5b50\u968f\u540e\u671d\u7740\u66f4\u65b0\u7684\u901f\u5ea6\u65b9\u5411\u8fc8\u51fa\u4e00\u6b65\u3002\u8fd9\u4e9b\u901f\u5ea6\u56e0\u7d20\u4f7f\u5f97 LLM \u7c92\u5b50\u80fd\u591f\u7ed8\u5236\u51fa\u72ec\u7acb\u7684\u641c\u7d22\u8def\u5f84\uff0c\u5e76\u63a2\u7d22\u4e2a\u4f53 \/ \u5168\u5c40\u6700\u4f73\u90bb\u57df\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c6b86e4c2e14744ea33dd3d41b138dfb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c6b86e4c2e14744ea33dd3d41b138dfb.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9205bfa8a644485cae9cf3290fd4ad8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9205bfa8a644485cae9cf3290fd4ad8.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a8b19c1dd686ca111df8712485d11bc5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a8b19c1dd686ca111df8712485d11bc5.png\"><\/a><\/section>\n<section>\u5f97\u76ca\u4e8e\u7075\u6d3b\u7684\u641c\u7d22\u65b9\u6cd5\uff0cMODEL SWARMS \u4e0d\u9700\u8981\u4efb\u4f55\u6709\u76d1\u7763\u7684\u5fae\u8c03\u6570\u636e\u6216\u5173\u4e8e LLM \u4e13\u5bb6\u6216\u6548\u7528\u51fd\u6570\u7684\u9884\u5148\u5b58\u5728\u7684\u77e5\u8bc6\uff0c\u4ec5\u901a\u8fc7\u4efb\u4f55 model-to-scalar \u6548\u7528\u51fd\u6570\u6307\u5bfc\u7684\u534f\u4f5c\u641c\u7d22\u548c\u79fb\u52a8\u6765\u9002\u5e94 LLM \u4e13\u5bb6\u3002<\/section>\n<section><\/section>\n<section>MODEL SWARMS \u5728\u56db\u79cd\u4e0d\u540c\u7684 LLM \u9002\u5e94\u76ee\u6807\u4e0a\u5b9e\u73b0\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff1a<\/section>\n<ul>\n<li>\n<p>\u5355\u4e00\u4efb\u52a1\uff1a\u5728\u4ec5\u6709 200 \u4e2a\u5b9e\u4f8b\u7684\u4f18\u5316\u4e0a\uff0cMODEL SWARMS \u5728\u6db5\u76d6\u77e5\u8bc6\u3001\u63a8\u7406\u548c\u5b89\u5168\u6027\u7684 9 \u4e2a\u6570\u636e\u96c6\u4e0a\u8d85\u8d8a\u4e86 12 \u4e2a\u6a21\u578b\u7ec4\u5408\u57fa\u7ebf\uff0c\u5e73\u5747\u63d0\u9ad8\u4e86 13.3%\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u4efb\u52a1\u9886\u57df\uff1a\u8054\u5408\u4f18\u5316\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u79d1\u5b66\u548c\u6587\u5316\u9886\u57df\u7684\u591a\u4e2a\u4efb\u52a1\uff0cMODEL SWARMS \u7ecf\u5e38\u6bd4\u5355\u72ec\u4f18\u5316\u5355\u4e2a\u4efb\u52a1\u4ea7\u751f\u66f4\u4f18\u7684\u5e15\u7d2f\u6258\u4e13\u5bb6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5956\u52b1\u6a21\u578b\uff1a\u5728\u4f18\u5316\u4e00\u822c\u548c\u51b2\u7a81\u504f\u597d\u7684\u5956\u52b1\u6a21\u578b\u5206\u6570\u65f6\uff0cMODEL SWARMS \u63d0\u4f9b\u4e86\u53ef\u63a7\u6027\u66f4\u9ad8\u7684\u4e13\u5bb6\uff0c\u4e0e\u57fa\u7ebf\u76f8\u6bd4\u5728\u53ef\u63a7\u6027\u4e0a\u63d0\u9ad8\u4e86\u9ad8\u8fbe 14.6%\u3002<\/p>\n<\/li>\n<li>\n<p>\u4eba\u7c7b\u5174\u8da3\uff1a\u5728\u4eba\u7c7b\u8bc4\u4f30\u7684 16 \u4e2a\u4e3b\u9898\uff08\u4f8b\u5982\uff0c\u7535\u52a8\u6c7d\u8f66\u548c\u535a\u58eb\u7533\u8bf7\uff09\u4e0a\uff0cMODEL SWARMS \u5728 85% \u7684\u60c5\u51b5\u4e0b\u4ea7\u751f\u4e86\u4e0e\u73b0\u6709\u6a21\u578b\u76f8\u5f53\u6216\u66f4\u597d\u7684\u4e13\u5bb6\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c188d86ca9a9d12be386aa595d89156.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c188d86ca9a9d12be386aa595d89156.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79d3b8be9fa4d66920d0df8c83e7f191.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79d3b8be9fa4d66920d0df8c83e7f191.png\"><\/a><\/section>\n<section>\u5b9e\u8bc1\u5206\u6790\u8868\u660e\uff0c\u521d\u59cb\u4e13\u5bb6\u7684\u591a\u6837\u6027\u81f3\u5173\u91cd\u8981\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u5728\u521d\u59cb\u68c0\u67e5\u70b9\u4e2d\u672a\u89c1\u7684\u65b0\u80fd\u529b\uff0c\u800c\u4e14\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u6700\u7ec8\u8868\u73b0\u6700\u597d\u7684\u7c92\u5b50\u901a\u5e38\u5e76\u4e0d\u662f\u5f00\u59cb\u5c31\u8868\u73b0\u6700\u4f73\u7684\u90a3\u4e2a\u3002MODEL SWARMS \u53ef\u4ee5\u901a\u8fc7\u7c7b\u4f3c dropout \u7684\u7b56\u7565\u52a0\u901f\uff0c\u5e76\u53ef\u4ee5\u65e0\u7f1d\u6269\u5c55\u5230\u4e0d\u540c\u6a21\u578b\u67b6\u6784\u4e13\u5bb6\u7684 token \u6982\u7387\u7b97\u672f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-51ee79843cbde22c7e9140cdb1483406.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-51ee79843cbde22c7e9140cdb1483406.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-027cb914ac29bacca211ea97a8288dd9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-027cb914ac29bacca211ea97a8288dd9.png\"><\/a><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>MODEL SWARMS \u901a\u8fc7\u7fa4\u4f53\u667a\u80fd\u6765\u9002\u5e94 LLM \u4e13\u5bb6\uff0c\u56fe 1 \u548c\u7b97\u6cd5 1 \u6982\u8ff0\u4e86 MODEL SWARMS\u3002<\/section>\n<section><\/section>\n<section>MODEL SWARMS \u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b 4 \u4e2a\u6b65\u9aa4\uff1a<\/section>\n<ul>\n<li>\n<p>\u6b65\u9aa4 0. \u521d\u59cb\u5316<\/p>\n<\/li>\n<li>\n<p>\u6b65\u9aa4 1. \u901f\u5ea6\u66f4\u65b0<\/p>\n<\/li>\n<li>\n<p>\u6b65\u9aa4 2. \u6743\u91cd\u66f4\u65b0<\/p>\n<\/li>\n<li>\n<p>\u6b65\u9aa4 3. \u8fed\u4ee3\u7ed3\u675f<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-207d91ac512cf9ba26047fa255e8068e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-207d91ac512cf9ba26047fa255e8068e.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-028674b8250b48eeb9309536b29ebecd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-028674b8250b48eeb9309536b29ebecd.png\"><\/a><\/section>\n<section>MODEL SWARMS \u5047\u8bbe\u53ef\u4ee5\u8bbf\u95ee\u5404\u79cd LLM \u4e13\u5bb6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-df82b5ebba1345db9b7aa96e7000ad33.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-df82b5ebba1345db9b7aa96e7000ad33.png\"><\/a>\uff0c\u53ef\u4ee5\u662f\u5b8c\u6574\u6a21\u578b\u6216\u7ecf\u8fc7\u5fae\u8c03\u7684 LoRA \u9002\u914d\u5668\u3002MODEL SWARMS \u8fd8\u9700\u8981\u4e00\u4e2a\u6548\u7528\u51fd\u6570 f : x \u2192 R\uff0c\u5c06\u6bcf\u4e2a\u4e13\u5bb6\u6620\u5c04\u5230\u4e00\u4e2a\u5e94\u9488\u5bf9\u6a21\u578b\u9002\u5e94\u8fdb\u884c\u4f18\u5316\u7684\u6807\u91cf\u503c\u3002\u6548\u7528\u51fd\u6570\u53ef\u4ee5\u662f\u6570\u636e\u96c6\u6027\u80fd\u3001\u5956\u52b1\u6a21\u578b\u5206\u6570\u6216\u4eba\u7c7b\u504f\u597d\u3002<\/section>\n<section><\/section>\n<section>\u53d7\u7c92\u5b50\u7fa4\u4f18\u5316\u548c\u4e00\u822c\u8fdb\u5316\u7b97\u6cd5\uff08Back &amp; Schwefel\uff0c1993\uff09\u7684\u542f\u53d1\uff0cMODEL SWARMS \u91c7\u7528\u4e86\u51e0\u4e2a\u672f\u8bed\uff1a<\/section>\n<ul>\n<li>\n<p>\u6bcf\u4e2a LLM \u4e13\u5bb6\uff0c\u6216\u8005 MODEL SWARMS \u4e2d\u7684\u300c\u7c92\u5b50\u300d\uff0c\u90fd\u6709\u4e00\u4e2a\u7531\u6a21\u578b\u6743\u91cd\u8868\u5f81\u7684\u4f4d\u7f6e\uff1b\u00a0<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u4e2a\u7c92\u5b50\u90fd\u6709\u4e00\u4e2a\u901f\u5ea6\u3001\u6a21\u578b\u6743\u91cd\u7a7a\u95f4\u4e2d\u5e94\u8be5\u671d\u4e0b\u4e00\u4e2a\u7c92\u5b50\u79fb\u52a8\u7684\u65b9\u5411\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4e2a\u4f53\u6700\u4f73 p_i \uff1a\u57fa\u4e8e\u6548\u7528\u51fd\u6570 f \u5728\u5176\u641c\u7d22\u5386\u53f2\u4e2d\u627e\u5230\u7684 x_i \u7684\u6700\u4f73\u4f4d\u7f6e\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5168\u5c40\u6700\u4f73\u548c\u6700\u5dee g \u548c g_w\uff1a\u6240\u6709<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3ff2b6adbff2d6e6a5ad935ad2839e6b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3ff2b6adbff2d6e6a5ad935ad2839e6b.png\"><\/a>\u7684\u641c\u7d22\u5386\u53f2\u4e2d\u6700\u4f73 \/ \u6700\u5dee\u4f4d\u7f6e\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u7c92\u5b50\u7684\u4f4d\u7f6e\u548c\u901f\u5ea6\u4f7f LLM \u4e13\u5bb6\u80fd\u591f\u4e3b\u52a8\u641c\u7d22\u800c\u4e0d\u662f\u88ab\u52a8\u5408\u5e76\uff0c\u800c\u4e2a\u4f53 \/ \u5168\u5c40\u6700\u4f73\u68c0\u67e5\u70b9\u6709\u52a9\u4e8e\u8ddf\u8e2a\u6743\u91cd\u7a7a\u95f4\u4e2d\u7684\u826f\u597d\u4f4d\u7f6e\u548c\u90bb\u57df\u4ee5\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u8868 1 \u6240\u793a\uff0cMODEL SWARMS \u5728\u6240\u6709 9 \u4e2a\u5355\u4e00\u4efb\u52a1\u4e0a\u90fd\u5b9e\u73b0\u4e86 SOTA \u6027\u80fd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9f1af797856708c4a18f1ec83d182384.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9f1af797856708c4a18f1ec83d182384.png\"><\/a><\/section>\n<section>\u5728\u591a\u4efb\u52a1\u65b9\u9762\uff0c\u4e0b\u8868 2 \u5c55\u793a\u4e86 MODEL SWARMS \u8de8 8 \u4e2a\u4efb\u52a1\u548c 4 \u4e2a\u57df\u7684\u6d4b\u8bd5\u96c6\u6027\u80fd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e771798abecaa0195fbd4e59205c937e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e771798abecaa0195fbd4e59205c937e.png\"><\/a><\/section>\n<section>\u4e0b\u8868 3 \u5c55\u793a\u4e86\u5728\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u6307\u4ee4\u96c6\u4e0a\u7684\u5956\u52b1\u6a21\u578b\u5206\u6570\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-89a586edf9217f9952489e719fa66798.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-89a586edf9217f9952489e719fa66798.png\"><\/a><\/section>\n<section>\u5728 16 \u4e2a\u4eba\u7c7b\u5174\u8da3\u4e3b\u9898\u4e0a\uff0cMODEL SWARMS \u524d\u540e\u7684 LLM-as-a-judge \u5206\u6570\u3001\u4e8b\u5b9e\u6027\u5206\u6570\u5982\u4e0b\u8868 4 \u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-503f95edaacf94af616edff3bbb4b011.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-503f95edaacf94af616edff3bbb4b011.png\"><\/a><\/section>\n<section>\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u9605\u8bfb\u8bba\u6587\u539f\u6587\uff0c\u4e86\u89e3\u66f4\u591a\u7814\u7a76\u5185\u5bb9\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-23-6\" 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