{"id":4097,"date":"2026-03-02T23:21:21","date_gmt":"2026-03-02T15:21:21","guid":{"rendered":"https:\/\/ai.ziyuanzz.online\/?page_id=4097"},"modified":"2026-03-28T11:13:58","modified_gmt":"2026-03-28T03:13:58","slug":"open-llm-leaderboard","status":"publish","type":"page","link":"https:\/\/ai.ziyuanzz.online\/index.php\/open-llm-leaderboard\/","title":{"rendered":"Open LLM Leaderboard"},"content":{"rendered":"
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\"\"<\/figure>\n<\/div>\n\n\n

Open LLM Leaderboard<\/h2>\n\n\n\n

Hugging Face\u63a8\u51fa\u7684\u5f00\u6e90\u5927\u6a21\u578b\u6392\u884c\u699c\u5355<\/p>\n\n\n\n

\n
\u8bbf\u95ee\u5b98\u7f51 ><\/a><\/div>\n<\/div>\n\n\n\n
<\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>\n\n\n\n

Open LLM Leaderboard\u662f\u4ec0\u4e48<\/h2>\n\n\n\n

Open LLM Leaderboard \u662f\u6700\u5927\u7684\u5927\u6a21\u578b\u548c\u6570\u636e\u96c6\u793e\u533a HuggingFace \u63a8\u51fa\u7684\u5f00\u6e90\u5927\u6a21\u578b\u6392\u884c\u699c\u5355\uff0c\u57fa\u4e8e Eleuther AI Language Model Evaluation Harness\uff08Eleuther AI\u8bed\u8a00\u6a21\u578b\u8bc4\u4f30\u6846\u67b6\uff09\u5c01\u88c5\u3002Open LLM Leaderboard\u901a\u8fc7\u591a\u79cd\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982 IFEval\u3001BBH\u3001MATH \u7b49\uff09\uff0c\u4ece\u6307\u4ee4\u9075\u5faa\u3001\u590d\u6742\u63a8\u7406\u3001\u6570\u5b66\u89e3\u9898\u3001\u4e13\u4e1a\u77e5\u8bc6\u95ee\u7b54\u7b49\u591a\u4e2a\u7ef4\u5ea6\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002\u6392\u884c\u699c\u6db5\u76d6\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u804a\u5929\u6a21\u578b\u7b49\u591a\u79cd\u7c7b\u578b\uff0c\u63d0\u4f9b\u8be6\u7ec6\u7684\u6570\u503c\u7ed3\u679c\u548c\u6a21\u578b\u8f93\u5165\u8f93\u51fa\u7ec6\u8282\u3002Open LLM Leaderboard \u80fd\u5e2e\u52a9\u7528\u6237\u7b5b\u9009\u51fa\u5f53\u524d\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u63a8\u52a8\u5f00\u6e90\u793e\u533a\u7684\u8fdb\u6b65\u3002<\/p>\n\n\n\n

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

Open LLM Leaderboard \u7684\u4e3b\u8981\u529f\u80fd<\/h2>\n\n\n\n
    \n
  • \u591a\u7ef4\u5ea6\u57fa\u51c6\u6d4b\u8bd5<\/strong>\uff1a\u5305\u62ec\u591a\u79cd\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982 IFEval\u3001BBH\u3001MATH\u3001GPQA \u7b49\uff09\uff0c\u6db5\u76d6\u6307\u4ee4\u9075\u5faa\u3001\u590d\u6742\u63a8\u7406\u3001\u6570\u5b66\u89e3\u9898\u3001\u4e13\u4e1a\u77e5\u8bc6\u95ee\u7b54\u7b49\u591a\u4e2a\u9886\u57df\uff0c\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\u3002<\/li>\n\n\n\n
  • \u591a\u79cd\u6a21\u578b\u7c7b\u578b\u652f\u6301<\/strong>\uff1a\u652f\u6301\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u6301\u7eed\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u9886\u57df\u7279\u5b9a\u5fae\u8c03\u6a21\u578b\u3001\u804a\u5929\u6a21\u578b\u7b49\uff0c\u8986\u76d6\u4e0d\u540c\u5e94\u7528\u573a\u666f\u3002<\/li>\n\n\n\n
  • \u8be6\u7ec6\u7ed3\u679c\u5c55\u793a<\/strong>\uff1a\u63d0\u4f9b\u8be6\u7ec6\u7684\u6570\u503c\u7ed3\u679c\u548c\u6a21\u578b\u8f93\u5165\u8f93\u51fa\u7ec6\u8282\uff0c\u5e2e\u52a9\u7528\u6237\u6df1\u5165\u4e86\u89e3\u6a21\u578b\u8868\u73b0\u3002<\/li>\n\n\n\n
  • \u793e\u533a\u4e92\u52a8<\/strong>\uff1a\u793e\u533a\u6210\u5458\u5bf9\u6a21\u578b\u8fdb\u884c\u6807\u8bb0\u548c\u8ba8\u8bba\uff0c\u786e\u4fdd\u6392\u884c\u699c\u7684\u516c\u6b63\u6027\u548c\u900f\u660e\u5ea6\u3002<\/li>\n\n\n\n
  • \u53ef\u590d\u73b0\u6027\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b\u4ee3\u7801\u548c\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u590d\u73b0\u6392\u884c\u699c\u4e0a\u7684\u7ed3\u679c\uff0c\u589e\u5f3a\u7814\u7a76\u7684\u53ef\u4fe1\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n

    Open LLM Leaderboard \u7684\u8bc4\u4f30\u57fa\u51c6<\/h2>\n\n\n\n
      \n
    • IFEval<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u9075\u5faa\u660e\u786e\u6307\u4ee4\u7684\u80fd\u529b\uff0c\u5982\u683c\u5f0f\u8981\u6c42\uff0c\u4f7f\u7528\u4e25\u683c\u51c6\u786e\u7387\u6307\u6807\u3002<\/li>\n\n\n\n
    • BBH<\/strong>\uff08Big Bench Hard\uff09\uff1a\u752823\u4e2a\u9ad8\u96be\u5ea6\u5b50\u4efb\u52a1\uff0c\u6db5\u76d6\u591a\u6b65\u7b97\u672f\u3001\u7b97\u6cd5\u63a8\u7406\u548c\u8bed\u8a00\u7406\u89e3\uff0c\u6d4b\u8bd5\u6a21\u578b\u7684\u7efc\u5408\u80fd\u529b\u3002<\/li>\n\n\n\n
    • MATH<\/strong>\uff1a\u6d4b\u8bd5\u6a21\u578b\u89e3\u51b3\u9ad8\u4e2d\u7ade\u8d5b\u7ea7\u522b\u6570\u5b66\u95ee\u9898\u7684\u80fd\u529b\uff0c\u8981\u6c42\u4e25\u683c\u9075\u5faa\u7279\u5b9a\u8f93\u51fa\u683c\u5f0f\u3002<\/li>\n\n\n\n
    • GPQA<\/strong>\uff08Graduate-Level Google-Proof Q&A Benchmark\uff09\uff1a\u7531\u4e13\u5bb6\u8bbe\u8ba1\u7684\u9ad8\u96be\u5ea6\u77e5\u8bc6\u95ee\u7b54\u4efb\u52a1\uff0c\u6db5\u76d6\u591a\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u3002<\/li>\n\n\n\n
    • MuSR<\/strong>\uff08Multistep Soft Reasoning\uff09\uff1a\u7528\u590d\u6742\u591a\u6b65\u63a8\u7406\u95ee\u9898\uff0c\u5982\u8c0b\u6740\u6848\u8c1c\u9898\uff0c\u8bc4\u4f30\u6a21\u578b\u7684\u957f\u8ddd\u79bb\u4e0a\u4e0b\u6587\u89e3\u6790\u548c\u63a8\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n
    • MMLU-PRO<\/strong>\uff08Massive Multitask Language Understanding \u2013 Professional\uff09\uff1a\u6539\u8fdb\u7248\u7684\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u8bc4\u4f30\uff0c\u589e\u52a0\u9009\u62e9\u6570\u91cf\uff0c\u63d0\u9ad8\u95ee\u9898\u96be\u5ea6\uff0c\u51cf\u5c11\u566a\u58f0\u3002<\/li>\n<\/ul>\n\n\n\n

      \u5982\u4f55\u4f7f\u7528Open LLM Leaderboard<\/h2>\n\n\n\n
        \n
      • \u8bbf\u95ee\u6392\u884c\u699c\u9875\u9762<\/strong>\uff1a\u8bbf\u95ee\u00a0Open LLM Leaderboard \u9875\u9762\uff0c\u67e5\u770b\u5f53\u524d\u7684\u6a21\u578b\u6392\u540d\u548c\u6027\u80fd\u6570\u636e\u3002<\/li>\n\n\n\n
      • \u67e5\u770b\u6a21\u578b\u8be6\u60c5<\/strong>\uff1a\u70b9\u51fb\u611f\u5174\u8da3\u7684\u6a21\u578b\u540d\u79f0\uff0c\u67e5\u770b\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n\n\n\n
      • \u7b5b\u9009\u548c\u6bd4\u8f83\u6a21\u578b<\/strong>\uff1a\u7528\u6392\u884c\u699c\u9875\u9762\u63d0\u4f9b\u7684\u7b5b\u9009\u529f\u80fd\uff0c\u6839\u636e\u6a21\u578b\u7c7b\u578b\u3001\u6027\u80fd\u6307\u6807\u7b49\u6761\u4ef6\u7b5b\u9009\u6a21\u578b\u3002\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u5728\u5404\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\uff0c\u9009\u62e9\u6700\u9002\u5408\u9700\u6c42\u7684\u6a21\u578b\u3002<\/li>\n\n\n\n
      • \u590d\u73b0\u8bc4\u4f30\u7ed3\u679c<\/strong>\uff1a\u5982\u679c\u9700\u8981\u590d\u73b0\u67d0\u4e2a\u6a21\u578b\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u7528 Hugging Face \u63d0\u4f9b\u7684\u4ee3\u7801\u5de5\u5177\uff1a<\/li>\n<\/ul>\n\n\n\n
        <span class=\"token function\">git<\/span> clone git@github.com:huggingface\/lm-evaluation-harness.git
        <span class=\"token builtin class-name\">cd<\/span> lm-evaluation-harness
        <span class=\"token function\">git<\/span> checkout main
        pip <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-e<\/span> <span class=\"token builtin class-name\">.<\/span>
        lm-eval <span class=\"token parameter variable\">--model_args<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"pretrained=<your_model>,revision=<your_model_revision>,dtype=<model_dtype>\"<\/span> <span class=\"token parameter variable\">--tasks<\/span><span class=\"token operator\">=<\/span>leaderboard <span class=\"token parameter variable\">--batch_size<\/span><span class=\"token operator\">=<\/span>auto <span class=\"token parameter variable\">--output_path<\/span><span class=\"token operator\">=<\/span><span class=\"token operator\"><<\/span>output_path<span class=\"token operator\">><\/span><\/pre>\n\n\n\n
          \n
        • \n
            \n
          • \u66ff\u6362\u00a0<your_model><\/code>\u3001<your_model_revision><\/code>\u00a0\u548c\u00a0<output_path><\/code>\u00a0\u4e3a\u5b9e\u9645\u503c\u3002<\/li>\n\n\n\n
          • \u5bf9\u4e8e\u6307\u4ee4\u6a21\u578b\uff0c\u6dfb\u52a0\u00a0--apply_chat_template<\/code>\u00a0\u548c\u00a0--fewshot_as_multiturn<\/code>\u00a0\u9009\u9879\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
            Open LLM Leaderboard\u7684\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n
              \n
            • \u6a21\u578b\u8bc4\u4f30\u4e0e\u9009\u62e9<\/strong>\uff1a\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u5feb\u901f\u7b5b\u9009\u51fa\u9002\u5408\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u667a\u80fd\u5ba2\u670d\u3001\u5185\u5bb9\u751f\u6210\u7b49\uff09\u7684\u6700\u4f18\u5f00\u6e90\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n\n\n\n
            • \u5b66\u672f\u7814\u7a76<\/strong>\uff1a\u4e3a\u5b66\u672f\u754c\u63d0\u4f9b\u7edf\u4e00\u7684\u57fa\u51c6\u6d4b\u8bd5\u5e73\u53f0\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\uff0c\u63a8\u52a8\u8bed\u8a00\u6a21\u578b\u6280\u672f\u53d1\u5c55\u3002<\/li>\n\n\n\n
            • \u793e\u533a\u4e92\u52a8<\/strong>\uff1a\u4fc3\u8fdb\u5f00\u6e90\u793e\u533a\u7684\u4e92\u52a8\uff0c\u9f13\u52b1\u5f00\u53d1\u8005\u63d0\u4ea4\u6a21\u578b\u5230\u6392\u884c\u699c\uff0c\u5206\u4eab\u7814\u7a76\u6210\u679c\u3002<\/li>\n\n\n\n
            • \u6559\u80b2\u4e0e\u5b66\u4e60<\/strong>\uff1a\u4f5c\u4e3a\u6559\u80b2\u8d44\u6e90\uff0c\u5e2e\u52a9\u5b66\u751f\u548c\u521d\u5b66\u8005\u4e86\u89e3\u8bed\u8a00\u6a21\u578b\u7684\u8bc4\u4f30\u65b9\u6cd5\u548c\u6027\u80fd\u6307\u6807\uff0c\u63d0\u4f9b\u5b9e\u8df5\u5e73\u53f0\u3002<\/li>\n\n\n\n
            • \u6280\u672f\u9a8c\u8bc1\u4e0e\u5bf9\u6bd4<\/strong>\uff1a\u9a8c\u8bc1\u65b0\u5f00\u53d1\u7684\u8bed\u8a00\u6a21\u578b\u662f\u5426\u8fbe\u5230\u884c\u4e1a\u6807\u51c6\uff0c\u4e0e\u5176\u4ed6\u6a21\u578b\u5bf9\u6bd4\u53d1\u73b0\u81ea\u8eab\u4f18\u52bf\u548c\u4e0d\u8db3\uff0c\u4e3a\u4f18\u5316\u63d0\u4f9b\u53c2\u8003\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
              Open LLM Leaderboard Hugging Face\u63a8\u51fa\u7684\u5f00\u6e90\u5927\u6a21\u578b\u6392\u884c\u699c\u5355 Open LLM  […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4097","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages\/4097","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/comments?post=4097"}],"version-history":[{"count":0,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages\/4097\/revisions"}],"wp:attachment":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/media?parent=4097"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}