{"id":4066,"date":"2026-03-02T09:18:32","date_gmt":"2026-03-02T01:18:32","guid":{"rendered":"https:\/\/ai.ziyuanzz.online\/?page_id=4066"},"modified":"2026-03-28T11:13:35","modified_gmt":"2026-03-28T03:13:35","slug":"cmmlu","status":"publish","type":"page","link":"https:\/\/ai.ziyuanzz.online\/index.php\/cmmlu\/","title":{"rendered":"CMMLU"},"content":{"rendered":"
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\"\"<\/figure>\n<\/div>\n\n\n

CMMLU<\/h2>\n\n\n\n

\u4e00\u4e2a\u7efc\u5408\u6027\u7684\u5927\u6a21\u578b\u4e2d\u6587\u8bc4\u4f30\u57fa\u51c6<\/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

CMMLU\u662f\u4ec0\u4e48<\/h2>\n\n\n\n

CMMLU\u662f\u7efc\u5408\u6027\u7684\u4e2d\u6587\u8bc4\u4f30\u57fa\u51c6\uff0c\u4e13\u95e8\u7528\u5728\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u5728\u4e2d\u6587\u8bed\u5883\u4e0b\u7684\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\uff0c\u6db5\u76d6\u4ece\u57fa\u7840\u5b66\u79d1\u5230\u9ad8\u7ea7\u4e13\u4e1a\u6c34\u5e73\u768467\u4e2a\u4e3b\u9898\u3002\u5305\u62ec\u9700\u8981\u8ba1\u7b97\u548c\u63a8\u7406\u7684\u81ea\u7136\u79d1\u5b66\uff0c\u9700\u8981\u77e5\u8bc6\u7684\u4eba\u6587\u79d1\u5b66\u548c\u793e\u4f1a\u79d1\u5b66\uff0c\u53ca\u9700\u8981\u751f\u6d3b\u5e38\u8bc6\u7684\u4e2d\u56fd\u9a7e\u9a76\u89c4\u5219\u7b49\u3002CMMLU\u4e2d\u7684\u8bb8\u591a\u4efb\u52a1\u5177\u6709\u4e2d\u56fd\u7279\u5b9a\u7684\u7b54\u6848\uff0c\u53ef\u80fd\u5728\u5176\u4ed6\u5730\u533a\u6216\u8bed\u8a00\u4e2d\u5e76\u4e0d\u666e\u904d\u9002\u7528\u3002CMMLU\u63d0\u4f9b\u4e30\u5bcc\u7684\u6d4b\u8bd5\u6570\u636e\u548c\u6392\u884c\u699c\uff0c\u652f\u6301\u591a\u79cd\u8bc4\u4f30\u65b9\u5f0f\uff0c\u5982five-shot\u548czero-shot\u6d4b\u8bd5\uff0c\u662f\u8861\u91cf\u4e2d\u6587\u8bed\u8a00\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u5de5\u5177\u3002<\/p>\n\n\n\n

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

CMMLU\u7684\u4e3b\u8981\u529f\u80fd<\/h2>\n\n\n\n
    \n
  • \u6392\u884c\u699c<\/strong>\uff1a\u5c55\u793a\u4e0d\u540c\u8bed\u8a00\u6a21\u578b\u5728five-shot\u548czero-shot\u6d4b\u8bd5\u4e0b\u7684\u8868\u73b0\uff0c\u5e2e\u52a9\u6bd4\u8f83\u6a21\u578b\u6027\u80fd\u3002<\/li>\n\n\n\n
  • \u6570\u636e\u96c6<\/strong>\uff1a\u63d0\u4f9b\u5f00\u53d1\u548c\u6d4b\u8bd5\u6570\u636e\uff0c\u652f\u6301\u5feb\u901f\u4f7f\u7528\u548c\u8bc4\u4f30\u3002<\/li>\n\n\n\n
  • \u9884\u5904\u7406\u4ee3\u7801<\/strong>\uff1a\u63d0\u4f9b\u63d0\u793a\u751f\u6210\u65b9\u6cd5\uff0c\u65b9\u4fbf\u6a21\u578b\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002<\/li>\n\n\n\n
  • \u8bc4\u4f30\u5de5\u5177<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u8bc4\u4f30\u65b9\u5f0f\uff0c\u4fbf\u4e8e\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u6d4b\u8bd5\u6a21\u578b\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n

    \u5982\u4f55\u4f7f\u7528CMMLU<\/h2>\n\n\n\n
      \n
    • \u83b7\u53d6\u6570\u636e\u96c6<\/strong>\uff1a\n
        \n
      • \u4eceGitHub\u4e0b\u8f7d<\/strong>\uff1a\u8bbf\u95ee CMMLU GitHub\u9875\u9762\uff1ahttps:\/\/github.com\/haonan-li\/CMMLU\/\uff0c\u5728data<\/code>\u76ee\u5f55\u4e2d\u627e\u5230\u5f00\u53d1\u548c\u6d4b\u8bd5\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n
      • \u901a\u8fc7Hugging Face\u83b7\u53d6<\/strong>\uff1a\u8bbf\u95eeHugging Face\u5e73\u53f0\uff1ahttps:\/\/huggingface.co\/datasets\/haonan-li\/cmmlu\uff0c\u76f4\u63a5\u52a0\u8f7dCMMLU\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
      • \u51c6\u5907\u6d4b\u8bd5\u73af\u5883<\/strong>\uff1a\n
          \n
        • \u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u786e\u4fdd\u5b89\u88c5\u4e86\u5fc5\u8981\u7684Python\u5e93\uff0c\u5982transformers<\/code>\u3001datasets<\/code>\u7b49\u3002<\/li>\n\n\n\n
        • \u514b\u9686\u4ee3\u7801\u5e93<\/strong>\uff1a\u514b\u9686CMMLU\u7684GitHub\u4ed3\u5e93\uff0c\u83b7\u53d6\u6d4b\u8bd5\u4ee3\u7801\u548c\u9884\u5904\u7406\u5de5\u5177\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
          <span class<\/strong>=\"token function\">git<\/span> clone https:\/\/github.com\/haonan-li\/CMMLU.git<span class<\/strong>=\"token builtin class-name\">cd<\/span> CMMLU\u96c6<\/pre>\n\n\n\n
            \n
          • \u9884\u5904\u7406\u6570\u636e<\/strong>\uff1a\u5728src\/mp_utils<\/code>\u76ee\u5f55\u4e2d\uff0c\u4f7f\u7528\u63d0\u4f9b\u7684\u811a\u672c\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u751f\u6210\u9002\u5408\u6a21\u578b\u8f93\u5165\u7684\u683c\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n
            python src\/mp_utils\/preprocess.py<\/pre>\n\n\n\n
              \n
            • \u8fd0\u884c\u8bc4\u4f30\u4ee3\u7801<\/strong>\n
                \n
              • \u9009\u62e9\u6a21\u578b<\/strong>\uff1a\u6839\u636e\u9700\u8981\u8bc4\u4f30\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u52a0\u8f7d\u6a21\u578b\u548ctokenizer\u3002<\/li>\n\n\n\n
              • \u8fd0\u884c\u6d4b\u8bd5\u811a\u672c<\/strong>\uff1a\u5728script<\/code>\u76ee\u5f55\u4e2d\uff0c\u8fd0\u884c\u6d4b\u8bd5\u811a\u672c\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
                python script\/evaluate.py <span class<\/strong>=\"token parameter variable\">--model<\/span> <span class<\/strong>=\"token operator\"><<\/span>model_name<span class<\/strong>=\"token operator\">><\/span> <span class<\/strong>=\"token parameter variable\">--data_path<\/span> <span class<\/strong>=\"token operator\"><<\/span>data_path<span class<\/strong>=\"token operator\">><\/span><\/pre>\n\n\n\n
                  \n
                • \u63d0\u4ea4\u6d4b\u8bd5\u7ed3\u679c<\/strong>\uff1a\n
                    \n
                  • \u5f00\u6e90\u6a21\u578b<\/strong>\uff1a\u76f4\u63a5\u63d0\u4ea4\u62c9\u53d6\u8bf7\u6c42\uff08PR\uff09\uff0c\u66f4\u65b0\u6d4b\u8bd5\u4ee3\u7801\u548c\u7ed3\u679c\u3002<\/li>\n\n\n\n
                  • \u672a\u5f00\u653e\u6a21\u578b<\/strong>\uff1a\u5c06\u6d4b\u8bd5\u4ee3\u7801\u548c\u7ed3\u679c\u53d1\u9001\u5230\u6307\u5b9a\u90ae\u7bb1\uff08\u5982haonan.li@librai.tech<\/code>\uff09\uff0c\u7b49\u5f85\u9a8c\u8bc1\u540e\u66f4\u65b0\u5230\u6392\u884c\u699c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                  • \u5206\u6790\u7ed3\u679c<\/strong>\uff1a\u5728GitHub\u9875\u9762\u7684\u6392\u884c\u699c\u90e8\u5206\uff0c\u67e5\u770b\u6a21\u578b\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u5206\u6790\u6a21\u578b\u7684\u4f18\u7f3a\u70b9\u3002<\/li>\n<\/ul>\n\n\n\n
                    CMMLU\u7684\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n
                      \n
                    • \u8bed\u8a00\u6a21\u578b\u6027\u80fd\u8bc4\u4f30<\/strong>\uff1a\u7528\u5728\u6d4b\u8bd5\u548c\u6bd4\u8f83\u8bed\u8a00\u6a21\u578b\u5728\u4e2d\u6587\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\uff0c\u5e2e\u52a9\u4f18\u5316\u6a21\u578b\u67b6\u6784\u3002<\/li>\n\n\n\n
                    • \u6559\u80b2\u9886\u57df\u7684\u667a\u80fd\u8f85\u5bfc<\/strong>\uff1a\u5f00\u53d1\u667a\u80fd\u8f85\u5bfc\u7cfb\u7edf\uff0c\u4e3a\u5b66\u751f\u63d0\u4f9b\u591a\u5b66\u79d1\u7684\u7ec3\u4e60\u548c\u5b66\u4e60\u5efa\u8bae\uff0c\u63d0\u5347\u5b66\u4e60\u6548\u679c\u3002<\/li>\n\n\n\n
                    • \u667a\u80fd\u5ba2\u670d\u4f18\u5316<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u7406\u89e3\u80fd\u529b\uff0c\u4f18\u5316\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\uff0c\u63d0\u9ad8\u5ba2\u6237\u670d\u52a1\u8d28\u91cf\u3002<\/li>\n\n\n\n
                    • \u6587\u5316\u77e5\u8bc6\u4f20\u64ad<\/strong>\uff1a\u7528CMMLU\u7684\u6570\u636e\u96c6\u5f00\u53d1\u6587\u5316\u95ee\u7b54\u7cfb\u7edf\uff0c\u4f20\u64ad\u4e2d\u56fd\u6587\u5316\u77e5\u8bc6\uff0c\u4fc3\u8fdb\u6587\u5316\u4f20\u627f\u3002<\/li>\n\n\n\n
                    • \u533b\u7597\u5065\u5eb7\u77e5\u8bc6\u8bc4\u4f30<\/strong>\uff1a\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u5728\u533b\u5b66\u9886\u57df\u7684\u77e5\u8bc6\u7406\u89e3\u80fd\u529b\uff0c\u8f85\u52a9\u5f00\u53d1\u533b\u7597\u54a8\u8be2\u5de5\u5177\uff0c\u63d0\u4f9b\u5065\u5eb7\u5efa\u8bae\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
                      CMMLU \u4e00\u4e2a\u7efc\u5408\u6027\u7684\u5927\u6a21\u578b\u4e2d\u6587\u8bc4\u4f30\u57fa\u51c6 CMMLU\u662f\u4ec0\u4e48 CMMLU\u662f\u7efc\u5408\u6027\u7684\u4e2d\u6587\u8bc4\u4f30\u57fa\u51c6\uff0c\u4e13\u95e8\u7528\u5728\u8bc4\u4f30\u8bed […]<\/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-4066","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages\/4066","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=4066"}],"version-history":[{"count":0,"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/pages\/4066\/revisions"}],"wp:attachment":[{"href":"https:\/\/ai.ziyuanzz.online\/index.php\/wp-json\/wp\/v2\/media?parent=4066"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}