{"id":802005,"date":"2026-06-19T17:59:57","date_gmt":"2026-06-19T09:59:57","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=802005"},"modified":"2026-06-19T17:59:57","modified_gmt":"2026-06-19T09:59:57","slug":"ai%e6%88%90%e7%bb%a9%e5%8d%95%e8%83%8c%e5%90%8e%ef%bc%8c%e8%97%8f%e7%9d%80%e4%b8%80%e4%bd%8d%e5%8d%8e%e4%ba%ba%e5%87%ba%e9%a2%98%e4%ba%ba","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=802005","title":{"rendered":"AI\u6210\u7ee9\u5355\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4f4d\u534e\u4eba\u201c\u51fa\u9898\u4eba\u201d"},"content":{"rendered":"
\n

\u6587 | \u5b57\u6bcdAI<\/p>\n<\/blockquote>\n

\u6bcf\u6b21\u524d\u6cbf\u6a21\u578b\u53d1\u5e03\uff0cAI\u5708\u90fd\u4f1a\u76ef\u7740\u51e0\u5f20\u719f\u6089\u7684\u6210\u7ee9\u5355\u3002<\/p>\n

MMLU-Pro\u3001MMMU\u3001MMMU-Pro……\u8fd9\u4e9b\u540d\u5b57\u5bf9\u666e\u901a\u7528\u6237\u6765\u8bf4\u6709\u4e9b\u964c\u751f\uff0c\u4f46\u5bf9\u6a21\u578b\u516c\u53f8\u548c\u7814\u7a76\u8005\u800c\u8a00\uff0c\u5b83\u4eec\u51e0\u4e4e\u5df2\u7ecf\u6210\u4e86“\u6807\u51c6\u79d1\u76ee”\u3002GPT\u3001Claude\u3001Gemini\u3001Llama\u3001Qwen\u3001DeepSeek\u4eec\u4e0d\u65ad\u5728\u8fd9\u4e9b\u57fa\u51c6\u4e0a\u4ea4\u5377\u3002<\/p>\n

“\u662f\u9aa1\u5b50\u662f\u9a6c\u62c9\u51fa\u6765\u6e9c\u6e9c”\uff0c\u6a21\u578b\u600e\u4e48\u6837\uff0c\u5f80\u5f80\u90fd\u8981\u9760\u8fd9\u4e9b\u5206\u6570\u6765\u8bc1\u660e\u3002<\/p>\n

\"AI\u6210\u7ee9\u5355\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4f4d\u534e\u4eba\u201c\u51fa\u9898\u4eba\u201d\"<\/p>\n

\u5f88\u591a\u6a21\u578b\u53d1\u5e03\u4f1a\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u56fe\uff0c\u79bb\u4e0d\u5f00\u5b83\u4eec\uff1bHuggingFace\u4e0a\u7684\u4e00\u4e9b\u6392\u884c\u699c\uff0c\u4e5f\u5efa\u7acb\u5728\u8fd9\u4e9b\u8bc4\u6d4b\u4f53\u7cfb\u4e4b\u4e0a\u3002\u751a\u81f3\u53ef\u4ee5\u8bf4\uff0c\u4eca\u5929AI\u884c\u4e1a\u8ba8\u8bba\u6a21\u578b\u80fd\u529b\u65f6\uff0c\u4f7f\u7528\u7684\u5df2\u7ecf\u662f\u4e00\u5957\u7531\u8fd9\u4e9b\u57fa\u51c6\u5b9a\u4e49\u7684\u5171\u540c\u8bed\u8a00\u3002<\/p>\n

\u4f46\u6709\u610f\u601d\u7684\u662f\uff0c\u51e0\u4e4e\u6240\u6709\u4eba\u90fd\u5728\u5173\u6ce8\u5206\u6570\uff0c\u5374\u5f88\u5c11\u6709\u4eba\u77e5\u9053\u51fa\u9898\u7684\u4eba\u662f\u8c01\u3002\u800cMMLU-Pro\u3001MMMU\u548cMMMU-Pro\u80cc\u540e\uff0c\u90fd\u80fd\u770b\u5230\u540c\u4e00\u4e2a\u540d\u5b57——\u9648\u6587\u864e\u3002<\/strong><\/p>\n

\"AI\u6210\u7ee9\u5355\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4f4d\u534e\u4eba\u201c\u51fa\u9898\u4eba\u201d\"<\/p>\n

\u4ed6\u662f\u52a0\u62ff\u5927\u6ed1\u94c1\u5362\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u52a9\u7406\u6559\u6388\uff0c\u5728\u8c37\u6b4c\u5b66\u672f\u4e0a\uff0c\u4ed6\u7684\u8bba\u6587\u88ab\u5f15\u7528\u8d85\u8fc73\u4e07\u6b21\u3002<\/p>\n

\u4ed6\u4e5f\u662f“\u8001\u864e\u5b9e\u9a8c\u5ba4\uff08TIGERLab\uff09”\u7684\u521b\u59cb\u4eba\uff0c\u8fd9\u4e2a\u5b9e\u9a8c\u5ba4\u7684\u82f1\u6587\u5168\u79f0\u662fText and Image GEnerative Research Lab\uff0c\u56e0\u4e3a\u540d\u5b57\u91cc\u6709\u4e00\u4e2a“\u864e”\u5b57\uff0c\u9648\u6587\u864e\u4e3a\u5176\u8d77\u4e86\u4e00\u4e2a\u5f88\u6709\u8fa8\u8bc6\u5ea6\u7684\u4e2d\u6587\u540d——\u864e\u5934\u5e2e\u3002<\/p>\n

\u65e7\u8003\u5377\u5931\u7075\u4e4b\u540e<\/h2>\n

\u9648\u6587\u864e\u6700\u5148\u88ab\u66f4\u591a\u4eba\u6ce8\u610f\u5230\uff0c\u662f\u56e0\u4e3aMMLU-Pro\u3002<\/p>\n

MMLU\u66fe\u7ecf\u662f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u8bc4\u4f30\u4e2d\u6700\u5e38\u7528\u7684\u57fa\u51c6\u8bc4\u6d4b\u4e4b\u4e00\u3002\u5b83\u50cf\u4e00\u5f20\u7efc\u5408\u8bd5\u5377\uff0c\u8986\u76d6\u591a\u4e2a\u5b66\u79d1\uff0c\u7528\u6765\u8861\u91cf\u6a21\u578b\u5728\u77e5\u8bc6\u7406\u89e3\u548c\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n

\u5728\u65e9\u671f\uff0c\u8fd9\u5f20\u5377\u5b50\u5f88\u6709\u7528\u3002\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\u80fd\u88ab\u5206\u6570\u62c9\u5f00\uff0c\u884c\u4e1a\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5b83\u89c2\u5bdf\u5927\u8bed\u8a00\u6a21\u578b\u662f\u4e0d\u662f\u771f\u7684\u5728\u8fdb\u6b65\u3002<\/p>\n

\u4f46\u95ee\u9898\u5f88\u5feb\u51fa\u73b0\u4e86\u3002<\/p>\n

\u968f\u7740\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cMMLU\u9010\u6e10\u53d8\u5f97“\u4e0d\u591f\u8003”\u4e86\u3002\u524d\u6cbf\u6a21\u578b\u7684\u5206\u6570\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5f7c\u6b64\u4e4b\u95f4\u7684\u5dee\u8ddd\u8d8a\u6765\u8d8a\u5c0f\u3002<\/p>\n

\"AI\u6210\u7ee9\u5355\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4f4d\u534e\u4eba\u201c\u51fa\u9898\u4eba\u201d\"<\/p>\n

\u5230OpenAI<\/a>\u53d1\u5e03o3\u4e4b\u540e\uff0c\u8fd9\u4e2a\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u660e\u663e\u3002o3\u5728MMLU\u4e0a\u7684\u51c6\u786e\u7387\u5df2\u7ecf\u63a5\u8fd1100%\uff0c\u5176\u4ed6\u524d\u6cbf\u6a21\u578b\u4e5f\u9646\u7eed\u4ea4\u51fa\u903c\u8fd1\u6ee1\u5206\u7684\u6210\u7ee9\u3002<\/strong><\/p>\n

\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u4e00\u4e2a\u597d\u6d88\u606f\uff0c\u4f46\u5bf9\u8bc4\u4f30\u6765\u8bf4\uff0c\u53cd\u800c\u610f\u5473\u7740\u9ebb\u70e6\u3002<\/p>\n

\u4e00\u5f20\u8bd5\u5377\u5982\u679c\u5927\u5bb6\u90fd\u80fd\u8003\u63a5\u8fd1\u6ee1\u5206\uff0c\u5c31\u5f88\u96be\u7ee7\u7eed\u5224\u65ad\u8c01\u66f4\u5f3a\u3001\u5f3a\u5728\u54ea\u91cc\u3002<\/strong>\u5b83\u4ecd\u7136\u53ef\u4ee5\u8bc1\u660e\u6a21\u578b\u5df2\u7ecf\u5177\u5907\u67d0\u4e9b\u80fd\u529b\uff0c\u5374\u4e0d\u518d\u9002\u5408\u8861\u91cf\u65b0\u7684\u8fdb\u6b65\u3002<\/p>\n

AI\u884c\u4e1a\u9700\u8981\u4e00\u5f20\u66f4\u96be\u3001\u4e5f\u66f4\u4e0d\u5bb9\u6613\u88ab“\u7cca\u5f04\u8fc7\u53bb”\u7684\u5377\u5b50\u3002<\/p>\n

2024\u5e74\uff0c\u9648\u6587\u864e\u548c\u56e2\u961f\u63a8\u51fa\u4e86MMLU-Pro\u3002<\/p>\n

MMLU-Pro\u91cd\u65b0\u6539\u9020\u4e86\u8fd9\u5f20\u8003\u5377\uff0c\u800c\u975e\u7b80\u5355\u628a\u9898\u5e93\u6269\u5927\u3002<\/p>\n

\"AI\u6210\u7ee9\u5355\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4f4d\u534e\u4eba\u201c\u51fa\u9898\u4eba\u201d\"<\/p>\n

\u5b83\u5305\u542b12032\u9053\u9898\uff0c\u8986\u76d6\u6570\u5b66\u3001\u7269\u7406\u3001\u5316\u5b66\u3001\u6cd5\u5f8b\u3001\u5de5\u7a0b\u3001\u5fc3\u7406\u5b66\u3001\u5065\u5eb7\u7b4914\u4e2a\u9886\u57df\u3002\u76f8\u6bd4\u539f\u7248MMLU\uff0c\u5b83\u628a\u9009\u9879\u4ece4\u4e2a\u6269\u5c55\u523010\u4e2a\uff0c\u964d\u4f4e\u6a21\u578b\u9760\u731c\u6d4b\u8499\u5bf9\u7684\u6982\u7387\uff1b\u540c\u65f6\u52a0\u5165\u66f4\u591a\u504f\u63a8\u7406\u7684\u95ee\u9898\uff0c\u6e05\u7406\u6389\u539f\u9898\u5e93\u4e2d\u76f8\u5bf9\u7b80\u5355\u3001\u5b58\u5728\u6b67\u4e49\u6216\u8005\u533a\u5206\u5ea6\u4e0d\u8db3\u7684\u9898\u76ee\u3002<\/p>\n

\u6548\u679c\u5f88\u76f4\u63a5\u3002<\/p>\n

\u8bba\u6587\u7ed3\u679c\u663e\u793a\uff0c\u6a21\u578b\u5728MMLU-Pro\u4e0a\u7684\u51c6\u786e\u7387\u76f8\u6bd4\u539f\u7248MMLU\u4e0b\u964d\u4e8616%\u523033%\u3002\u540c\u4e00\u6a21\u578b\u572824\u79cd\u4e0d\u540c\u63d0\u793a\u8bcd\u98ce\u683c\u4e0b\u6d4b\u8bd5\u65f6\uff0c\u6210\u7ee9\u6ce2\u52a8\u4e5f\u4ece\u539fMMLU\u76844%\u52305%\uff0c\u4e0b\u964d\u5230\u7ea62%\u3002<\/strong><\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u5f20\u65b0\u5377\u5b50\u4e0d\u4ec5\u66f4\u96be\uff0c\u4e5f\u66f4\u7a33\u5b9a\u3002<\/p>\n

\u5b83\u8ba9\u90a3\u4e9b\u5728\u65e7\u8003\u5377\u4e0a\u770b\u8d77\u6765\u90fd\u5f88\u4f18\u79c0\u7684\u6a21\u578b\uff0c\u91cd\u65b0\u88ab\u62c9\u5f00\u4e86\u5dee\u8ddd\u3002\u6a21\u578b\u5230\u5e95\u662f\u771f\u4f1a\u63a8\u7406\uff0c\u8fd8\u662f\u53ea\u662f\u66f4\u64c5\u957f\u5e94\u4ed8\u65e7\u9898\uff0c\u4e5f\u56e0\u6b64\u66f4\u5bb9\u6613\u88ab\u770b\u51fa\u6765\u3002<\/strong><\/p>\n

\u597d\u7528\u7684\u57fa\u51c6\u8bc4\u6d4b<\/strong><\/h2>\n

MMLU-Pro\u5f88\u5feb\u88ab\u884c\u4e1a\u62ff\u53bb\u7528\u4e86\u3002<\/p>\n

MMLU-Pro\u968f\u540e\u8fdb\u5165NeurIPS2024\u6570\u636e\u96c6\u4e0e\u57fa\u51c6\u8bc4\u6d4b\u8d5b\u9053\uff0c\u4e5f\u88abEleutherAI\u7684\u8bed\u8a00\u6a21\u578b\u8bc4\u6d4b\u6846\u67b6lm-evaluation-harness\u96c6\u6210\u3002\u5bf9\u5f00\u6e90\u6a21\u578b\u793e\u533a\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u518d\u53ea\u662f\u4e00\u7bc7\u8bba\u6587\u91cc\u7684\u6570\u636e\u96c6\uff0c\u800c\u662f\u8fdb\u5165\u4e86\u5e38\u7528\u8bc4\u6d4b\u5de5\u5177\u94fe\u3002<\/p>\n

\u5f88\u591a\u6a21\u578b\u53d1\u5e03\u65f6\uff0c\u5f00\u59cb\u62a5\u544aMMLU-Pro\u5206\u6570\u3002HuggingFace\u4e0a\u7684\u4e00\u4e9b\u6392\u884c\u699c\uff0c\u4e5f\u628a\u5b83\u7eb3\u5165\u8bc4\u4f30\u4f53\u7cfb\u3002<\/p>\n

\u5982\u679c\u8bf4MMLU-Pro\u89e3\u51b3\u7684\u662f\u8bed\u8a00\u6a21\u578b\u8bc4\u4f30\u91cc\u7684“\u65e7\u8003\u5377\u5931\u7075”\uff0c\u90a3\u4e48MMMU\u5219\u628a\u9648\u6587\u864e\u548cTIGERLab\u63a8\u5230\u4e86\u591a\u6a21\u6001\u8bc4\u6d4b\u7684\u4e2d\u5fc3\u3002<\/p>\n

\u591a\u6a21\u6001\u6a21\u578b\u7684\u95ee\u9898\u66f4\u590d\u6742\u3002<\/p>\n

\u8bed\u8a00\u6a21\u578b\u7b54\u9898\uff0c\u4e3b\u8981\u5904\u7406\u6587\u5b57\u3002\u591a\u6a21\u6001\u6a21\u578b\u5219\u8981\u540c\u65f6\u5904\u7406\u56fe\u7247\u3001\u56fe\u8868\u3001\u793a\u610f\u56fe\u3001\u5730\u56fe\u3001\u8868\u683c\u3001\u4e50\u8c31\u3001\u5316\u5b66\u7ed3\u6784\u7b49\u4e0d\u540c\u5f62\u5f0f\u7684\u4fe1\u606f\u3002\u5b83\u4e0d\u53ea\u662f\u8981\u8bfb\u61c2\u9898\u5e72\uff0c\u8fd8\u8981\u771f\u6b63\u770b\u61c2\u56fe\u50cf\u91cc\u7684\u5185\u5bb9\uff0c\u5e76\u628a\u89c6\u89c9\u4fe1\u606f\u3001\u6587\u672c\u4fe1\u606f\u548c\u5b66\u79d1\u77e5\u8bc6\u653e\u5728\u4e00\u8d77\u63a8\u7406\u3002<\/p>\n

MMMU\u57fa\u51c6\u8bc4\u6d4b\u5305\u542b1.15\u4e07\u9053\u591a\u6a21\u6001\u95ee\u9898\uff0c\u6765\u81ea\u5927\u5b66\u8003\u8bd5\u3001\u6d4b\u9a8c\u548c\u6559\u6750\uff0c\u8986\u76d6\u827a\u672f\u4e0e\u8bbe\u8ba1\u3001\u5546\u4e1a\u3001\u79d1\u5b66\u3001\u5065\u5eb7\u4e0e\u533b\u5b66\u3001\u4eba\u6587\u793e\u79d1\u3001\u6280\u672f\u4e0e\u5de5\u7a0b\u516d\u5927\u9886\u57df\uff0c\u8fdb\u4e00\u6b65\u7ec6\u5206\u4e3a30\u4e2a\u5b66\u79d1\u548c183\u4e2a\u5b50\u9886\u57df\u3002<\/p>\n

\u8fd9\u4e9b\u9898\u76ee\u4e0d\u662f\u7b80\u5355\u95ee\u6a21\u578b“\u56fe\u91cc\u6709\u4ec0\u4e48”\uff0c\u5b83\u8981\u6c42\u6a21\u578b\u50cf\u5b66\u751f\u505a\u4e13\u4e1a\u9898\u4e00\u6837\uff0c\u628a\u56fe\u50cf\u4fe1\u606f\u548c\u5b66\u79d1\u77e5\u8bc6\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n

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(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587 | \u5b57\u6bcdAI \u6bcf\u6b21\u524d\u6cbf\u6a21\u578b\u53d1\u5e03\uff0cAI\u5708\u90fd\u4f1a\u76ef\u7740\u51e0\u5f20\u719f\u6089\u7684\u6210\u7ee9\u5355\u3002 MMLU-Pro\u3001MMMU\u3001MMMU-P […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,158,144],"views":24,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/802005"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=802005"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/802005\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=802005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=802005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=802005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}