{"id":36002,"date":"2025-01-04T07:00:58","date_gmt":"2025-01-03T23:00:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=36002"},"modified":"2025-01-04T07:00:58","modified_gmt":"2025-01-03T23:00:58","slug":"cmu%e5%89%af%e6%95%99%e6%8e%88%ef%bc%9a%e5%9c%a8%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e6%b5%81%e8%a1%8c%e7%9a%84%e5%bd%93%e4%b8%8b%ef%bc%8c%e4%b8%8d%e8%a6%81%e5%bf%bd%e8%a7%86%e5%8d%95%e6%99%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36002","title":{"rendered":"CMU\u526f\u6559\u6388\uff1a\u5728\u591a\u667a\u80fd\u4f53\u6d41\u884c\u7684\u5f53\u4e0b\uff0c\u4e0d\u8981\u5ffd\u89c6\u5355\u667a\u80fd\u4f53\u7cfb\u7edf"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-10-5\" target=\"_blank\">CMU\u526f\u6559\u6388\uff1a\u5728\u591a\u667a\u80fd\u4f53\u6d41\u884c\u7684\u5f53\u4e0b\uff0c\u4e0d\u8981\u5ffd\u89c6\u5355\u667a\u80fd\u4f53\u7cfb\u7edf<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"14\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u5355\u667a\u80fd\u4f53\u66f4\u7b80\u5355\u3001\u66f4\u6613\u4e8e\u7ef4\u62a4\u3002<\/p>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u300c<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u300d\u662f<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u9886\u57df\u6700\u70ed\u95e8\u7684\u6d41\u884c\u8bcd\u4e4b\u4e00\uff0c\u4e5f\u662f\u5f00\u6e90\u6846\u67b6 MetaGPT \u3001 Autogen \u7b49\u7814\u7a76\u7684\u7126\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u5c31\u4e00\u5b9a\u662f\u5b8c\u7f8e\u7684\u5417<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u6765\u81ea\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7684\u526f\u6559\u6388 Graham Neubig \u5728\u6587\u7ae0\u300aDon&#8217;t Sleep on Single-agent Systems\u300b\u4e2d\u5f3a\u8c03\u4e86\u5355\u667a\u80fd\u4f53\u7cfb\u7edf\u4e5f\u4e0d\u53ef\u5ffd\u89c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2d22ae806ef9fbdac6f91468fa4b2b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2d22ae806ef9fbdac6f91468fa4b2b1.png\"><\/a><\/section>\n<section>Graham\u00a0Neubig \u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u5c55\u5f00\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5f53\u4ee3 AI \u667a\u80fd\u4f53\u53d1\u5c55\u7684\u5143\u7d20\uff0c\u5305\u62ec\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3001\u63d0\u793a\u4ee5\u53ca\u52a8\u4f5c\u7a7a\u95f4\uff1b<\/section>\n<\/li>\n<li>\n<section><mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u793a\u4f8b\uff1b<\/section>\n<\/li>\n<li>\n<section><mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u5b58\u5728\u7684\u95ee\u9898\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5982\u4f55\u4ece\u4f7f\u7528\u591a\u4e2a\u4e13\u95e8\u7684\u667a\u80fd\u4f53\u8fc7\u6e21\u5230\u4e00\u4e2a\u5f3a\u5927\u7684\u667a\u80fd\u4f53\uff0c\u4ee5\u53ca\u4e00\u4e9b\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-69c377e4e7323f3d52f9110fa4d8accb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-69c377e4e7323f3d52f9110fa4d8accb.png\"><\/a><\/section>\n<section>CMU <mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u548c\u8ba1\u7b97\u673a\u7cfb\u52a9\u7406\u6559\u6388<mark data-type=\"experts\" data-id=\"43636c4e-526f-4b98-bffe-3fd93df17d45\">\u9648\u5929\u5947<\/mark>\u5bf9\u8fd9\u9879\u7814\u7a76\u8fdb\u884c\u4e86\u8f6c\u53d1\u5e76\u8bc4\u8bba\uff1a\u300c\u8fd9\u662f\u4e00\u7bc7\u5173\u4e8e\u5982\u4f55\u8ba9\u5355\u667a\u80fd\u4f53\u7cfb\u7edf\u66f4\u5f3a\u5927\u7684\u6df1\u523b\u89c1\u89e3\uff0c\u5bf9<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u7cfb\u7edf\u4e5f\u6709\u5f88\u597d\u7684\u542f\u793a\u3002\u63d0\u793a\u524d\u7f00\u7f13\u5b58\u5c06\u6210\u4e3a\u4e0e\u5176\u4ed6\u4e00\u822c\u63a8\u7406\u4f18\u5316\u6280\u672f\u76f8\u4e92\u4f5c\u7528\u7684\u4e00\u9879\u5173\u952e\u6280\u672f\u300d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3947ad21213008ec3adf9df8bea70ebc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3947ad21213008ec3adf9df8bea70ebc.png\"><\/a><\/section>\n<section><strong>\u57fa\u4e8e LLM \u7684\u667a\u80fd\u4f53<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u591a\u6570\u667a\u80fd\u4f53\u90fd\u662f\u57fa\u4e8e\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u6784\u5efa\u7684\uff0c\u5982 Anthropic \u7684 Claude \u6216 OpenAI \u7684<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002\u4f46<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e0d\u8db3\u4ee5\u6784\u5efa\u4e00\u4e2a\u51fa\u8272\u7684\u667a\u80fd\u4f53\uff0c\u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u4f53\u81f3\u5c11\u9700\u8981\u4e09\u4e2a\u7ec4\u4ef6\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> LLM\uff1b<\/section>\n<\/li>\n<li>\n<section>\u63d0\u793a\uff1a\u53ef\u4ee5\u662f\u7528\u4e8e\u6307\u5b9a\u6a21\u578b\u4e00\u822c\u884c\u4e3a\u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u6216\u8005\u4ece\u667a\u80fd\u4f53\u5468\u56f4\u73af\u5883\u4e2d\u63d0\u53d6\u7684\u4fe1\u606f\u7c7b\u578b\uff1b<\/section>\n<\/li>\n<li>\n<section>\u52a8\u4f5c\u7a7a\u95f4\uff1a\u4e0a\u8ff0\u4e24\u9879\u662f\u7814\u7a76\u8005\u63d0\u4f9b\u7ed9 LLM \u7684\u8f85\u52a9\u5de5\u5177\uff0c\u4ee5\u4fbf\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u4ea7\u751f\u52a8\u4f5c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e00\u822c\u6765\u8bf4\uff0c\u5f53\u6d89\u53ca<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u65f6\uff0c\u81f3\u5c11\u8981\u6539\u53d8\u8fd9\u4e09\u4e2a\u7ec4\u6210\u90e8\u5206\u4e2d\u7684\u5176\u4e2d\u4e00\u4e2a\u3002<\/section>\n<section><\/section>\n<section><strong>\u591a\u667a\u80fd\u4f53\u793a\u4f8b<\/strong><\/section>\n<section><\/section>\n<section>\u5047\u8bbe\u4f60\u6b63\u5728\u6784\u5efa\u4e00\u540d AI \u8f6f\u4ef6\u5f00\u53d1\u52a9\u624b\uff0c\u8fd9\u91cc\u4f5c\u8005\u4ee5 CodeR \u4e3a\u4f8b\uff0c\u8fd9\u662f\u4e00\u4e2a\u7528\u4e8e AI \u8f6f\u4ef6\u5f00\u53d1\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\u3002\u5b83\u5305\u62ec\u591a\u4e2a\u667a\u80fd\u4f53\uff0c\u6240\u6709\u667a\u80fd\u4f53\u90fd\u4f7f\u7528\u76f8\u540c\u7684\u5e95\u5c42 LM\uff0c\u4f46\u63d0\u793a\u548c\u52a8\u4f5c\u7a7a\u95f4\u5404\u4e0d\u76f8\u540c\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7ba1\u7406\u5668\uff08Manager\uff09\uff1a\u8be5\u667a\u80fd\u4f53\u7684\u63d0\u793a\u6307\u5b9a\u5b83\u5e94\u8be5\u4e3a\u5176\u4ed6\u667a\u80fd\u4f53\u7f16\u5199\u4e00\u4e2a<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u6765\u6267\u884c\uff0c\u4ee5\u53ca\u8f93\u51fa<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u7684\u52a8\u4f5c\u7a7a\u95f4\uff1b<\/section>\n<\/li>\n<li>\n<section>\u590d\u73b0\u5668\uff08reproducer\uff09\uff1a\u8be5\u667a\u80fd\u4f53\u6709\u4e00\u4e2a\u63d0\u793a\uff0c\u544a\u8bc9\u5b83\u91cd\u73b0\u8be5\u95ee\u9898\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5c06\u4ee3\u7801\u5199\u5165\u91cd\u73b0\u9519\u8bef\u6587\u4ef6 reduce.py \u7684\u52a8\u4f5c\u7a7a\u95f4\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6545\u969c\u5b9a\u4f4d\u5668\uff08Fault Localizer\uff09\uff1a\u8be5\u667a\u80fd\u4f53\u6709\u4e00\u4e2a\u63d0\u793a\uff0c\u544a\u8bc9\u5b83\u627e\u5230\u5bfc\u81f4\u9519\u8bef\u7684\u6587\u4ef6\uff0c\u4ee5\u53ca\u4e00\u4e2a\u4f7f\u7528\u8f6f\u4ef6\u5de5\u7a0b\u5de5\u5177\u8fdb\u884c\u6545\u969c\u5b9a\u4f4d\u548c\u5217\u51fa\u6587\u4ef6\u4ee5\u4f9b\u4ee5\u540e\u4f7f\u7528\u7684\u52a8\u4f5c\u7a7a\u95f4\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7f16\u8f91\u5668\uff08Editor\uff09\uff1a\u8be5\u667a\u80fd\u4f53\u6709\u4e00\u4e2a\u63d0\u793a\uff0c\u7528\u4e8e\u63a5\u6536\u590d\u73b0\u5668\u548c\u6545\u969c\u5b9a\u4f4d\u5668\u7684\u7ed3\u679c\uff0c\u5e76\u6709\u4e00\u4e2a\u52a8\u4f5c\u7a7a\u95f4\uff0c\u5141\u8bb8\u5b83\u5bf9\u6587\u4ef6\u8fdb\u884c\u7f16\u8f91\uff1b<\/section>\n<\/li>\n<li>\n<section>\u9a8c\u8bc1\u5668\uff08Verifier\uff09\uff1a\u6b64\u667a\u80fd\u4f53\u5177\u6709\u63d0\u793a\uff0c\u53ef\u63a5\u6536\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u7ed3\u679c\uff0c\u4ee5\u53ca\u8f93\u51fa\u95ee\u9898\u662f\u5426\u5df2\u89e3\u51b3\u7684\u52a8\u4f5c\u7a7a\u95f4\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u662f\u6784\u5efa\u4e00\u4e2a\u7cfb\u7edf\u65f6\u6240\u9700\u8981\u7684\u7ed3\u6784\uff0c\u4f46\u662f\u5728\u6784\u5efa\u8fd9\u6837\u7684\u7cfb\u7edf\u65f6\u5b58\u5728\u4e00\u4e9b\u56f0\u96be\u3002<\/section>\n<section><\/section>\n<section><strong><mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u5b58\u5728\u7684\u4e00\u4e9b\u95ee\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u6784\u5efa<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u65f6\uff0c\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u8bb8\u591a\u95ee\u9898\uff0c\u6bd4\u5982\uff1a<\/section>\n<section><\/section>\n<section>\u83b7\u5f97\u6b63\u786e\u7684\u7ed3\u6784\uff1a<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u901a\u8fc7\u6dfb\u52a0\u7ed3\u6784\u6765\u89e3\u51b3\u95ee\u9898\u3002\u5f53\u667a\u80fd\u4f53\u9762\u4e34\u7684\u95ee\u9898\u4e0e\u6307\u5b9a\u7684\u7ed3\u6784\u5b8c\u5168\u5339\u914d\u65f6\uff0c\u6548\u679c\u4f1a\u5f88\u597d\uff0c\u4f46\u95ee\u9898\u662f\u5982\u679c\u4e0d\u5339\u914d\u600e\u4e48\u529e\uff1f<\/section>\n<section><\/section>\n<section>\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u4f20\u9012\uff1a<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u901a\u5e38\u5728\u591a\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u4f20\u9012\u4fe1\u606f\uff0c\u4f46\u8fd9\u53ef\u80fd\u662f\u4fe1\u606f\u4e22\u5931\u7684\u539f\u56e0\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6545\u969c\u5b9a\u4f4d\u5668\u4ec5\u5c06\u5176\u6458\u8981\u4fe1\u606f\u4f20\u9012\u7ed9\u5176\u4ed6\u667a\u80fd\u4f53\uff0c\u5219\u901a\u5e38\u4f1a\u5bfc\u81f4\u91cd\u8981\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e22\u5931\uff0c\u800c\u8fd9\u4e9b\u4fe1\u606f\u53ef\u80fd\u5bf9\u4e0b\u6e38\u667a\u80fd\u4f53\u6709\u7528\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u7ef4\u62a4\u6027\uff1a\u6700\u540e\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u901a\u5e38\u90fd\u6709\u81ea\u5df1\u72ec\u7acb\u7684\u4ee3\u7801\u5e93\uff0c\u6216\u8005\u81f3\u5c11\u6709\u72ec\u7acb\u7684\u63d0\u793a\u3002\u56e0\u6b64\uff0c<mark data-type=\"tech_tasks\" 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target=\"_blank\">CMU\u526f\u6559\u6388\uff1a\u5728\u591a\u667a\u80fd\u4f53\u6d41\u884c\u7684\u5f53\u4e0b\uff0c\u4e0d\u8981\u5ffd\u89c6\u5355\u667a\u80fd\u4f53\u7cfb\u7edf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:CMU\u526f\u6559\u6388\uff1a\u5728\u591a\u667a\u80fd [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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