{"id":39086,"date":"2025-03-01T07:01:40","date_gmt":"2025-02-28T23:01:40","guid":{"rendered":"https:\/\/17aitech.com\/?p=39086"},"modified":"2025-03-01T07:01:40","modified_gmt":"2025-02-28T23:01:40","slug":"%e8%b0%b7%e6%ad%8c%e5%8f%91%e5%b8%83big-bench%e8%b6%85%e9%9a%be%e5%9f%ba%e5%87%86%ef%bc%9adeepseek-r1%e5%be%97%e5%88%866-8%ef%bc%8c%e5%8f%aa%e6%9c%89o3-mini%e8%b6%85%e8%bf%8710%e5%88%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39086","title":{"rendered":"\u8c37\u6b4c\u53d1\u5e03BIG-Bench\u8d85\u96be\u57fa\u51c6\uff1aDeepSeek-R1\u5f97\u52066.8\uff0c\u53ea\u6709o3-mini\u8d85\u8fc710\u5206"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-28-9\" target=\"_blank\">\u8c37\u6b4c\u53d1\u5e03BIG-Bench\u8d85\u96be\u57fa\u51c6\uff1aDeepSeek-R1\u5f97\u52066.8\uff0c\u53ea\u6709o3-mini\u8d85\u8fc710\u5206<\/a><\/p>\n<section>\u968f\u7740 AI \u80fd\u529b\u7684\u63d0\u5347\uff0c\u4e00\u4e2a\u5e38\u89c1\u7684\u8bdd\u9898\u4fbf\u662f\u57fa\u51c6\u4e0d\u591f\u7528\u4e86\u2014\u2014\u4e00\u4e2a\u65b0\u51fa\u73b0\u7684\u57fa\u51c6\u7528\u4e0d\u4e86\u591a\u4e45\u65f6\u95f4\u5c31\u4f1a\u9971\u548c\uff0c\u6bd4\u5982 Replit CEO Amjad Masad \u5c31\u9884\u8ba1 2023 \u5e74 10 \u6708\u63d0\u51fa\u7684\u7f16\u7a0b\u57fa\u51c6 SWE-bench \u5c06\u5728 2027 \u5e74\u9971\u548c\u3002<\/section>\n<section><\/section>\n<section>\u4e5f\u56e0\u6b64\uff0c\u4e3a\u4e86\u66f4\u52a0\u51c6\u786e\u5730\u8bc4\u4f30 AI \u6a21\u578b\u7684\u80fd\u529b\uff0c\u4e0d\u65ad\u6709\u7814\u7a76\u56e2\u961f\u6784\u5efa\u51fa\u65b0\u7684\u6570\u636e\u96c6\u548c\u57fa\u51c6\uff0c\u6bd4\u5982\u6211\u4eec\u524d\u6bb5\u65f6\u95f4\u62a5\u9053\u8fc7\u7684\u00a0<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955331&amp;idx=3&amp;sn=b762d8427b782105dc12bcd944cf7665&amp;scene=21#wechat_redirect\" target=\"_blank\">ZeroBench<\/a> \u548c\u00a0<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954083&amp;idx=1&amp;sn=4e9f3daa01286e4808ef4201fb1fb07a&amp;scene=21#wechat_redirect\" target=\"_blank\">HLE\uff08\u4eba\u7c7b\u7684\u6700\u540e\u8003\u8bd5\uff09<\/a>\uff0c\u5b83\u4eec\u90fd\u5e26\u6709\u5927\u91cf\u5f53\u524d\u7684 AI \u6a21\u578b\u96be\u4ee5\u89e3\u51b3\u7684\u96be\u9898\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u8c37\u6b4c\u4e5f\u53d1\u5e03\u4e86\u4e00\u4e2a\u9ad8\u96be\u5ea6\u57fa\u51c6\uff1aBIG-Bench Extra Hard\uff0c\u7b80\u79f0 BBEH\u3002\u4ece\u540d\u5b57\u4e5f\u80fd\u770b\u51fa\u6765\uff0c\u8fd9\u4e2a\u57fa\u51c6\u975e\u5e38\u96be\uff08Extra Hard\uff09\u5e76\u4e14\u4e0e\u4e45\u8d1f\u76db\u540d\u7684 BIG-Bench \u548c BIG-Bench Hard\uff08BBH\uff09\u5173\u7cfb\u5bc6\u5207\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-da52db18e254489ccc9523a1d584465d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-da52db18e254489ccc9523a1d584465d.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aBIG-Bench Extra Hard<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.19187<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u5730\u5740\uff1ahttps:\/\/github.com\/google-deepmind\/bbeh<\/p>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6b63\u5982\u5176\u8bba\u6587\u4e00\u4f5c \u00a0Mehran Kazemi \u6307\u51fa\u7684\u90a3\u6837\uff0c\u76f8\u6bd4\u4e8e BIG-Bench Hard\uff0cBBEH \u4e2d\u6bcf\u4e2a\u4efb\u52a1\u90fd\u66f4\u52a0\u56f0\u96be\uff0c\u7ed9\u5f53\u524d\u6240\u6709\u6a21\u578b\u90fd\u521b\u9020\u4e86\u8fdb\u6b65\u7a7a\u95f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-95e1e1e3fabca6874899510e2d4feb8a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-95e1e1e3fabca6874899510e2d4feb8a.png\"><\/a><\/section>\n<section>\u53e6\u4e00\u4f4d\u4f5c\u8005\u3001DeepMind \u8457\u540d\u7814\u7a76\u79d1\u5b66\u5bb6 Yi Tay \u4e5f\u5efa\u8bae AI \u7814\u7a76\u8005\u5728\u81ea\u5df1\u7684\u4e0b\u4e00\u7bc7\u8bba\u6587\u4e2d\u4f7f\u7528\u8be5\u57fa\u51c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0b6e586c6def22294a0d4e790b3aacef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0b6e586c6def22294a0d4e790b3aacef.png\"><\/a><\/section>\n<section>\u90a3\u4e48\uff0cBBEH \u7a76\u7adf\u6709\u591a\u96be\u5462\uff1f\u5f53\u524d\u80fd\u529b\u6700\u5f3a\u7684 o3-mini (high) \u5f97\u5206\u4e5f\u4ec5\u6709 44.8 \u5206\uff0c\u4e0d\u53ca\u683c\u3002\u800c\u5176\u5b83\u88ab\u6d4b\u6a21\u578b\u7684\u5f97\u5206\u5747\u4e0d\u8d85\u8fc7 10 \u5206\uff01DeepSeek-R1 \u4ec5\u6709 6.8\uff0c\u8c37\u6b4c\u81ea\u5bb6\u7684 Gemini-2.0-Flash \u4e5f\u53ea\u6709 9.8\u3002\u9057\u61be\u7684\u662f\uff0c\u8be5\u56e2\u961f\u5e76\u6ca1\u6709\u7ed9\u51fa\u8fd1\u671f\u53d1\u5e03\u7684 Grok-3 \u4e0e Claude 3.7 Sonnet \u7684\u8868\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bfdf13dac9c59d09e4564662b4f421ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bfdf13dac9c59d09e4564662b4f421ff.png\"><\/a><\/section>\n<section>\u8be5\u56e2\u961f\u5728\u8bba\u6587\u4e2d\u89e3\u91ca\u4e86\u6784\u5efa BBEH \u57fa\u51c6\u7684\u52a8\u673a\uff0c\u5176\u4e2d\u6307\u51fa\u76ee\u524d\u5bf9\u63a8\u7406\u6a21\u578b\u7684\u8bc4\u4f30\u5927\u90fd\u4f9d\u8d56\u6570\u5b66\u3001\u79d1\u5b66\u548c\u7f16\u7a0b\u57fa\u51c6\uff0c\u800c\u6d89\u53ca\u5230\u66f4\u591a\u65b9\u9762\u7684 BIG-Bench \u53ca\u5176\u66f4\u96be\u7684\u5b50\u96c6 BIG-Bench Hard\uff08BBH\uff09\u57fa\u51c6\u5219\u6b63\u8d8b\u5411\u9971\u548c \u2014\u2014 \u5f53\u524d\u9886\u5148\u7684\u6a21\u578b\u5728 BBH \u4e0a\u7684\u51c6\u786e\u5ea6\u90fd\u5df2\u7ecf\u8d85\u8fc7 90%\u3002\u56e0\u6b64\uff0cBBH \u5df2\u7ecf\u65e0\u529b\u8bc4\u4f30\u524d\u6cbf\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>BBEH \u4fbf\u5e94\u8fd0\u800c\u751f\uff0c\u5176\u8bbe\u8ba1\u76ee\u6807\u662f\u300c\u8bc4\u4f30\u9ad8\u9636\u63a8\u7406\u80fd\u529b\u300d\u3002<\/section>\n<section><\/section>\n<section><strong>BIG-Bench Extra Hard<\/strong><\/section>\n<section><\/section>\n<section>BBEH \u662f\u57fa\u4e8e BBH \u6784\u5efa\u7684\u2014\u2014\u5c06 BBH \u4e2d\u7684 23 \u4e2a\u4efb\u52a1\u4e2d\u7684\u6bcf\u4e00\u4e2a\u90fd\u66ff\u6362\u6210\u4e86\u53e6\u4e00\u4e2a\u5728\u7c7b\u4f3c\u63a8\u7406\u9886\u57df\u4e2d\u5e76\u6d4b\u8bd5\u7c7b\u4f3c\uff08\u6216\u66f4\u591a\uff09\u6280\u80fd\u7684\u4efb\u52a1\uff0c\u5f53\u7136\uff0c\u65b0\u4efb\u52a1\u7684\u96be\u5ea6\u8981\u5927\u5f97\u591a\u3002\u8fd9\u79cd\u66ff\u6362\u65b9\u6cd5\u53ef\u4ee5\u786e\u4fdd\u65b0\u6570\u636e\u96c6\u4fdd\u7559\u4e86\u539f\u59cb BBH \u6570\u636e\u96c6\u7684\u9ad8\u5ea6\u591a\u6837\u6027\u3002<\/section>\n<section><\/section>\n<section>\u8868 1 \u7ed9\u51fa\u4e86 BBEH \u4e2d\u65b0\u4efb\u52a1\u7684\u9ad8\u5c42\u7ea7\u63cf\u8ff0\uff0c\u5305\u62ec\u5b83\u4eec\u662f\u5982\u4f55\u6784\u5efa\u7684\u4ee5\u53ca\u5b83\u4eec\u66ff\u6362\u4e86 BBH \u4e2d\u7684\u54ea\u4e2a\u4efb\u52a1\uff0c\u4ee5\u53ca\u5b83\u4eec\u9488\u5bf9\u54ea\u4e9b\u63a8\u7406\u6280\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-86af8e891e1c0f0821ced00aff57fef9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-86af8e891e1c0f0821ced00aff57fef9.png\"><\/a><\/section>\n<section>\u8be5\u57fa\u51c6\u4e2d\uff0c\u6bcf\u4e2a\u4efb\u52a1\u5305\u542b 200 \u4e2a\u95ee\u9898\uff0c\u4f46 Disambiguation QA \u4efb\u52a1\u4f8b\u5916\uff0c\u6709 120 \u4e2a\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u4e00\u4e9b\u5177\u4f53\u4efb\u52a1\u793a\u4f8b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-16d2149ef5fc7c5e6834961b48333538.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-16d2149ef5fc7c5e6834961b48333538.png\"><\/a><\/section>\n<section>\u8be5\u8bba\u6587\u7684\u8be6\u7ec6\u521b\u5efa\u8fc7\u7a0b\u4ee5\u53ca\u5bf9 BBEH \u6570\u636e\u96c6\u7684\u5206\u6790\u8bf7\u53c2\u9605\u539f\u8bba\u6587\uff0c\u4e0b\u9762\u6211\u4eec\u91cd\u70b9\u6765\u770b\u770b\u524d\u6cbf\u6a21\u578b\u5728\u8be5\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4ee5\u53ca\u76f8\u5173\u5206\u6790\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u8868\u73b0\u53ca\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\u6765\u770b\u5404\u5bb6\u524d\u6cbf\u6a21\u578b\u7684\u8868\u73b0\u5982\u4f55\uff0c\u4e0b\u8868\u662f\u51c6\u786e\u5ea6\u5206\u6570\u8be6\u60c5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f0d4f5ee779264ade0562437a4934afb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f0d4f5ee779264ade0562437a4934afb.png\"><\/a><\/section>\n<section>\u6839\u636e\u6b64\u7ed3\u679c\uff0c\u8be5\u56e2\u961f\u5f97\u51fa\u4e86\u51e0\u4e2a\u6709\u8da3\u7684\u89c2\u5bdf\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6a21\u578b\u5728\u5404\u4e2a\u4efb\u52a1\u4e0a\u90fd\u6709\u5f88\u5927\u7684\u8fdb\u6b65\u7a7a\u95f4\uff0c\u5728 BBEH \u6574\u4f53\u4e0a\u4e5f\u662f\u5982\u6b64\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u7528\u6a21\u578b\u7684\u6700\u4f73\u6027\u80fd\u4e3a 9.8% \u7684\u8c03\u548c\u5e73\u5747\u51c6\u786e\u7387\u3002\u63a8\u7406\u4e13\u7528\u6a21\u578b\u5728\u8be5\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u901a\u7528\u6a21\u578b\uff08\u7b26\u5408\u9884\u671f\uff09\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u5728 BBEH \u4e0a\u7684\u6700\u4f73\u6027\u80fd\u4ecd\u53ea\u6709 44.8%\u3002<\/section>\n<\/li>\n<li>\n<section>\u5c3d\u7ba1\u91c7\u7528\u4e86\u5bf9\u6297\u6027\u7ed3\u6784\uff0c\u4f46\u53c2\u8003 Thinking \u6a21\u578b\u5728 BBEH \u4e0a\u7684\u8c03\u548c\u5e73\u5747\u51c6\u786e\u7387\u4ecd\u53ea\u6709 20.2%\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e00\u4e9b\u6a21\u578b\u7684\u51c6\u786e\u7387\u751a\u81f3\u4f4e\u4e8e\u968f\u673a\u6027\u80fd\u3002\u7ecf\u68c0\u67e5\uff0c\u4ed6\u4eec\u53d1\u73b0\u539f\u56e0\u5927\u591a\u662f\u6a21\u578b\u65e0\u6cd5\u5728\u6709\u6548\u8f93\u51fa token \u957f\u5ea6\u5185\u89e3\u51b3\u95ee\u9898\u5e76\u5728\u67d0\u4e2a\u70b9\u4e4b\u540e\u5f00\u59cb\u9000\u5316\uff0c\u56e0\u6b64\u65e0\u6cd5\u4ece\u5176\u89e3\u7b54\u4e2d\u63d0\u53d6\u51fa\u6700\u7ec8\u7b54\u6848\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u8fd8\u80fd\u770b\u5230\u4e0d\u540c\u6a21\u578b\u64c5\u957f\u4e0d\u540c\u7c7b\u578b\u7684\u63a8\u7406\u3002\u4f8b\u5982\uff0cDeepSeek R1 \u5728 BoardgameQA \u4e0a\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\uff0co3-mini (high) \u5728 Temporal Sequences \u548c Object Properties \u4e0a\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\uff0cGPT4o \u5728 NYCC \u4e0a\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\uff0cGPT4o \u548c Gemini 2.0 Flash \u5728 SARC Triples \u4e0a\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8fd8\u8fdb\u884c\u4e86\u8fdb\u4e00\u6b65\u7684\u7ed3\u679c\u5206\u6790\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u7528\u6a21\u578b\u4e0e\u63a8\u7406\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u63a8\u7406\u6a21\u578b\u53ef\u4ee5\u5229\u7528\u66f4\u591a\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u8fdb\u884c\u601d\u8003\uff0c\u56e0\u6b64\u5728\u6d89\u53ca\u6570\u5b66\u548c\u7f16\u7801\u7684\u63a8\u7406\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86\u5de8\u5927\u7684\u6027\u80fd\u98de\u8dc3\u3002\u4f8b\u5982\uff0c\u5728 AIME2024 \u6570\u636e\u96c6\u4e0a\uff0cGPT4o \u7684\u6027\u80fd\u4e3a 13.4%\uff0c\u4f46 o1 \u6a21\u578b\u5c06\u5176\u63d0\u9ad8\u5230 83.3%\uff0co3-mini (high) \u5c06\u5176\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5230 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