{"id":21,"date":"2026-03-19T15:30:24","date_gmt":"2026-03-19T07:30:24","guid":{"rendered":"https:\/\/www.2y3.net\/?p=21"},"modified":"2026-03-19T15:30:55","modified_gmt":"2026-03-19T07:30:55","slug":"minimax-m2-7-%e6%b7%b1%e5%ba%a6%e6%b5%8b%e8%af%84%e6%8a%a5%e5%91%8a%ef%bc%9a%e6%96%87%e5%ad%97%e5%bc%ba%e4%bd%86%e6%8e%a8%e7%90%86%e5%bc%b1%e7%9a%84%e6%97%97%e8%88%b0%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.2y3.net\/index.php\/2026\/03\/19\/minimax-m2-7-%e6%b7%b1%e5%ba%a6%e6%b5%8b%e8%af%84%e6%8a%a5%e5%91%8a%ef%bc%9a%e6%96%87%e5%ad%97%e5%bc%ba%e4%bd%86%e6%8e%a8%e7%90%86%e5%bc%b1%e7%9a%84%e6%97%97%e8%88%b0%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"MiniMax-M2.7 \u6df1\u5ea6\u6d4b\u8bc4\u62a5\u544a\uff1a\u6587\u5b57\u5f3a\u4f46\u63a8\u7406\u5f31\u7684\u65d7\u8230\u6a21\u578b"},"content":{"rendered":"

\u4e00\u3001\u6458\u8981<\/h2>\n

MiniMax-M2.7\u662fMiniMax\u65d7\u8230\u6587\u672c\u6a21\u578b\uff0cXSCT Arena xsct-l\u7efc\u5408\u5f97\u520684.5\uff0c\u5168\u573a\u7b2c#11\uff0c\u4f4d\u4e8e\u7b2c\u4e8c\u68af\u961f\u5934\u90e8\u3002\u5176\u6700\u663e\u8457\u7684\u7279\u5f81\u662f\u300c\u6587\u5b57\u5f3a\u4f46\u63a8\u7406\u5f31\u300d<\/strong>\u2014\u2014\u5728\u6da6\u8272\u3001\u6458\u8981\u7b49\u6587\u5b57\u751f\u6210\u4efb\u52a1\u4e2d\u8d85\u8d8a\u6392\u540d\u66f4\u9ad8\u7684kimi-k2.5\uff0c\u4f46\u5728\u590d\u6742\u903b\u8f91\u63a8\u7406\u548c\u6570\u5b66\u7ade\u8d5b\u573a\u666f\u4e2d\u5b58\u5728\u7cfb\u7edf\u6027\u5d29\u6e83\u3002<\/p>\n

\u6838\u5fc3\u6570\u636e\u5feb\u7167<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u6307\u6807<\/th>\n\u6570\u503c<\/th>\n<\/tr>\n<\/thead>\n
\u7efc\u5408\u5f97\u5206<\/td>\n84.5\uff08xsct-l\u6392\u884c\u699c\u7b2c#11\uff09<\/td>\n<\/tr>\n
\u65e5\u5e38\u5f97\u5206<\/td>\n85.6<\/td>\n<\/tr>\n
\u4e13\u4e1a\u5f97\u5206<\/td>\n84.4<\/td>\n<\/tr>\n
\u6781\u9650\u5f97\u5206<\/td>\n83.4<\/td>\n<\/tr>\n
\u6700\u5f3a\u7ef4\u5ea6<\/td>\nL-Polish\u6da6\u8272\uff08Hard\u686390.2\uff09<\/td>\n<\/tr>\n
\u6700\u5f31\u7ef4\u5ea6<\/td>\nL-Math\u6570\u5b66\u7ade\u8d5bHard\u4ec515.0<\/td>\n<\/tr>\n
\u8986\u76d6\u7ef4\u5ea6\u6570<\/td>\n24\u4e2a\uff0c\u5168\u7ef4\u5ea6\u8986\u76d6<\/td>\n<\/tr>\n
\u5929\u82b1\u677f\u6863\u4f4d<\/td>\nHard\u6863\uff08ceiling=3\uff09<\/td>\n<\/tr>\n
vs M2.1\u7efc\u5408\u5206\u63d0\u5347<\/td>\n\u7ea6+1.7\u5206<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e8c\u3001\u8bc4\u6d4b\u65b9\u6cd5<\/h2>\n

\u672c\u62a5\u544a\u6240\u6709\u6570\u636e\u5747\u6765\u81eaXSCT Arena\uff08xsct.ai\uff09\uff0c\u91c7\u7528LLM-as-a-Judge<\/strong>\u65b9\u6cd5\uff0c\u4f7f\u7528\u4e09\u4e2aJudge\u6a21\u578b\u52a0\u6743\u8bc4\u5206\uff1a<\/p>\n

    \n
  • Claude Sonnet 4.6<\/strong>\uff08\u6743\u91cd50%\uff09<\/li>\n
  • Gemini 3 Flash<\/strong>\uff08\u6743\u91cd30%\uff09<\/li>\n
  • Kimi<\/strong>\uff08\u6743\u91cd20%\uff09<\/li>\n<\/ul>\n

    \u6bcf\u4e2a\u8bc4\u5206\u7ef4\u5ea6\u5747\u8bbe\u7f6e\u4e09\u6863\u96be\u5ea6\uff1a<\/p>\n

      \n
    • \u57fa\u7840\uff08Basic\uff09<\/strong>\uff1a\u6a21\u62df\u65e5\u5e38\u4f7f\u7528\u573a\u666f<\/li>\n
    • \u4e2d\u7b49\uff08Medium\uff09<\/strong>\uff1a\u6a21\u62df\u4e13\u4e1a\u5de5\u4f5c\u9700\u6c42<\/li>\n
    • \u56f0\u96be\uff08Hard\uff09<\/strong>\uff1a\u6d4b\u8bd5\u6a21\u578b\u80fd\u529b\u4e0a\u9650\uff08\u6781\u9650\u573a\u666f\uff09<\/li>\n<\/ul>\n

      \u4e09\u3001\u6838\u5fc3\u573a\u666f\u6df1\u5ea6\u5206\u6790<\/h2>\n

      \ud83d\udd25 \u6700\u5f3a\u9879\uff1a\u6da6\u8272\u4e0e\u6458\u8981<\/h3>\n

      L-Polish\u6da6\u8272<\/strong>\uff08Hard\u686390.2\uff09\uff1a\u5728\u5b66\u672f\u6458\u8981\u79d1\u666e\u5316\u6539\u5199\u7528\u4f8b\u4e2d\uff0cMiniMax-M2.7\u4ee593.2\u5206\u62d4\u5f97\u5934\u7b79\uff0c\u9886\u5148kimi-k2.5\uff0891.6\uff09\u7ea61.6\u5206\u3002Gemini Judge\u7ed9\u51fa\u6ee1\u5206100.0\u3002<\/p>\n

      L-Summary\u6458\u8981<\/strong>\uff08Hard\u686388.5\uff09\uff1a\u4ee592.6\u5206\u5927\u5e45\u9886\u5148\uff0ckimi-k2.5\u4ec585.2\u5206\uff08\u5dee\u8ddd7.4\u5206\uff09\uff0cqwen3.5-plus\u4ec581.4\u5206\uff08\u5dee\u8ddd11.2\u5206\uff09\u3002<\/p>\n

      \u26a0\ufe0f \u6700\u5f31\u9879\uff1a\u6570\u5b66\u7ade\u8d5b<\/h3>\n

      L-Math\u6570\u5b66\u7ade\u8d5b<\/strong>\uff08Hard\u6863\u4ec515.0\u5206\uff09\uff1a\u8fd9\u662f\u672c\u6b21\u6d4b\u8bc4\u6700\u91cd\u8981\u7684\u53d1\u73b0\u3002\u6a21\u578b\u5728\u6570\u5b66\u7ade\u8d5b\u56f0\u96be\u6863\u7684\u5f97\u5206\u4ec5\u4e3a15.0\u5206\uff0c\u662f\u5168\u62a5\u544a\u6700\u4f4e\u5206\u3002Judge\u8bc4\u8bed\u6307\u51fa\uff1a<\/p>\n

      \n

      “\u63a8\u7406\u8fc7\u7a0b\u9677\u5165\u65e0\u9650\u5faa\u73af\uff0c\u5927\u91cf\u91cd\u590d\u76f8\u540c\u6587\u672c\uff08\u300e\u91cd\u65b0\u68c0\u67e5n=4\u7684\u60c5\u51b5\u300f\u91cd\u590d\u6570\u5343\u6b21\uff09\uff0c\u5b8c\u5168\u672a\u80fd\u5b8c\u6210\u9898\u76ee\u8981\u6c42\u3002”<\/p>\n<\/blockquote>\n

      \u8fd9\u4e00\u73b0\u8c61\u5728L-Logic\u903b\u8f91\u7ef4\u5ea6\uff08Hard 68.0\u5206\uff09\u540c\u6837\u6709\u6240\u4f53\u73b0\u3002<\/p>\n

      \u56db\u3001\u6a2a\u5411\u7ade\u54c1\u5bf9\u6807<\/h2>\n

      \u5728\u6587\u5b57\u521b\u4f5c\u516c\u5e73\u7528\u4f8b\u96c6<\/strong>\u4e2d\uff0cMiniMax-M2.7\u4ee5\u5747\u520691.7\u5206<\/strong>\u4f4d\u5217\u7b2c\u4e00\uff0c\u751a\u81f3\u8d85\u8d8a\uff1a<\/p>\n

        \n
      • GPT-5.4\uff0890.2\uff0c#5\uff09<\/li>\n
      • Claude Opus 4.6\uff0888.5\uff0c#2\uff09<\/li>\n
      • kimi-k2.5\uff0888.6\uff0c#3\uff09<\/li>\n<\/ul>\n

        \u8fd9\u4e00\u300c\u6392\u540d\u5012\u6302\u300d\u73b0\u8c61\u5370\u8bc1\u4e86M2.7\u662f\u5178\u578b\u7684\u300c\u6587\u5b57\u5f3a\u4f46\u63a8\u7406\u5f31\u300d\u578b\u6a21\u578b\u3002<\/p>\n

        \u4e94\u3001\u7efc\u5408\u8bc4\u4f30\uff1a\u4f18\u52a3\u52bf\u77e9\u9635<\/h2>\n

        \u2705 \u4f18\u52bf\u9879\u76ee<\/h3>\n\n\n\n\n\n\n\n\n\n\n
        \u573a\u666f<\/th>\nHard\u6863\u5f97\u5206<\/th>\n<\/tr>\n<\/thead>\n
        \u6da6\u8272<\/td>\n90.2<\/td>\n<\/tr>\n
        \u6458\u8981<\/td>\n88.5<\/td>\n<\/tr>\n
        \u7ffb\u8bd1<\/td>\n84.0<\/td>\n<\/tr>\n
        \u7406\u89e3\u529b<\/td>\n90+<\/td>\n<\/tr>\n
        \u77e5\u8bc6\u5e93QA<\/td>\n89.2<\/td>\n<\/tr>\n
        \u5b89\u5168\u6027<\/td>\n91.5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u274c \u52a3\u52bf\u9879\u76ee<\/h3>\n\n\n\n\n\n\n\n\n\n
        \u573a\u666f<\/th>\n\u5f97\u5206<\/th>\n<\/tr>\n<\/thead>\n
        \u6570\u5b66\u7ade\u8d5b<\/td>\n15.0<\/td>\n<\/tr>\n
        \u903b\u8f91\u63a8\u7406<\/td>\n68.0<\/td>\n<\/tr>\n
        \u6307\u4ee4\u9075\u5faa<\/td>\n77.7<\/td>\n<\/tr>\n
        \u4eba\u8bbe\u5199\u4f5c<\/td>\n72.0<\/td>\n<\/tr>\n
        \u6279\u5224\u6027\u601d\u7ef4<\/td>\n66.9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u516d\u3001\u573a\u666f\u9009\u578b\u5efa\u8bae<\/h2>\n

        \u2705 \u5f3a\u70c8\u63a8\u8350\u4f7f\u7528<\/h3>\n
          \n
        • \u6587\u6848\u6da6\u8272\u4e0e\u98ce\u683c\u6539\u5199<\/strong>\uff1aHard\u6863\u5168\u573a\u6700\u4f73\uff0c\u653f\u7b56\/\u79d1\u666e\/\u5546\u52a1\u591a\u98ce\u683c\u5207\u6362\u7cbe\u51c6<\/li>\n
        • \u591a\u53d7\u4f17\u6458\u8981\u751f\u6210<\/strong>\uff1aHard\u6863\u5927\u5e45\u4f18\u4e8e\u7ade\u54c1<\/li>\n
        • \u6587\u7ae0\/\u6587\u6863\u7406\u89e3\u4e0e\u95ee\u7b54<\/strong>\uff1a\u5168\u6863\u7a33\u5b9a\u572890+\u4ee5\u4e0a<\/li>\n
        • \u77e5\u8bc6\u5e93QA\/RAG\u5e94\u7528<\/strong>\uff1a\u5b89\u5168\u6027\u9ad8\uff0891.5\uff09<\/li>\n
        • \u89d2\u8272\u626e\u6f14\/\u5ba2\u670d\u573a\u666f<\/strong><\/li>\n<\/ul>\n

          \u26a0\ufe0f \u614e\u7528\u573a\u666f<\/h3>\n
            \n
          • \u6570\u5b66\/\u7ade\u8d5b\u9898\u89e3\u7b54<\/strong>\uff1a\u63a8\u7406\u5faa\u73af\u5d29\u6e83\u98ce\u9669<\/li>\n
          • \u590d\u6742\u903b\u8f91\u63a8\u7406\/\u591a\u6b65\u9aa4\u8bba\u8bc1<\/strong>\uff1a\u9000\u5316\u5e45\u5ea6-19<\/li>\n
          • \u590d\u6742\u6307\u4ee4\u8ddf\u968f<\/strong>\uff1a\u590d\u6742\u6307\u4ee4\u4e0b\u6f0f\u9879\u7387\u9ad8<\/li>\n
          • \u591a\u573a\u666f\u4eba\u8bbe\u4e00\u81f4\u6027\u5199\u4f5c<\/strong>\uff1a\u65f6\u95f4\u7ebf\u7ba1\u7406\u5b58\u5728\u7f3a\u9677<\/li>\n<\/ul>\n

            \u4e03\u3001\u7ed3\u8bba\u4e0e\u6539\u8fdb\u5efa\u8bae<\/h2>\n

            \u6838\u5fc3\u7ed3\u8bba<\/h3>\n
              \n
            1. \u6587\u5b57\u521b\u4f5c\u573a\u666f\u7684\u9690\u85cf\u5f3a\u8005<\/strong>\uff1a\u6da6\u8272\u3001\u6458\u8981\u3001\u7ffb\u8bd1\u4e09\u7c7b\u7ef4\u5ea6\u5747\u520691.7\u5206\uff0c\u9886\u5148kimi-k2.5 3.1\u5206<\/li>\n
            2. \u6da6\u8272\u4e0e\u6458\u8981\u662f\u5dee\u5f02\u5316\u4f18\u52bf<\/strong>\uff1aGemini Judge\u591a\u6b21\u7ed9\u51fa100\u5206\uff0c\u8fbe\u5230\u5f53\u524d\u4e3b\u6d41\u6700\u9ad8\u6c34\u51c6<\/li>\n
            3. \u590d\u6742\u63a8\u7406\u5b58\u5728\u7cfb\u7edf\u6027\u7f3a\u9677<\/strong>\uff1a\u65e0\u9650\u5faa\u73af\u73b0\u8c61\u4e0d\u662f\u4e2a\u6848\uff0c\u662f\u7ed3\u6784\u6027\u77ed\u677f<\/li>\n
            4. \u6587\u5b57\u521b\u4f5c\u5185\u90e8\u4ecd\u6709\u5206\u5316<\/strong>\uff1a\u6539\u5199\u578b\u4efb\u52a1\u4e00\u6d41\uff0c\u539f\u521b\u4eba\u8bbe\u5199\u4f5c\u9700\u4eba\u5de5\u5ba1\u6838<\/li>\n<\/ol>\n

              \u6539\u8fdb\u5efa\u8bae\u4f18\u5148\u7ea7<\/h3>\n\n\n\n\n\n\n\n\n
              \u4f18\u5148\u7ea7<\/th>\n\u6539\u8fdb\u9879<\/th>\n<\/tr>\n<\/thead>\n
              \u3010\u6700\u9ad8\u3011<\/td>\n\u4fee\u590d\u63a8\u7406\u5faa\u73af\u5d29\u6e83<\/td>\n<\/tr>\n
              \u3010\u9ad8\u3011<\/td>\n\u63d0\u5347\u6307\u4ee4\u9075\u5faaHard\u6863\u7a33\u5b9a\u6027<\/td>\n<\/tr>\n
              \u3010\u4e2d\u3011<\/td>\n\u52a0\u5f3a\u591a\u573a\u666f\u4eba\u8bbe\u4e00\u81f4\u6027\u7ba1\u7406<\/td>\n<\/tr>\n
              \u3010\u4e2d\u3011<\/td>\n\u8865\u8db3\u6279\u5224\u6027\u601d\u7ef4\u57fa\u7840\u80fd\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
              \n

              \u6570\u636e\u6765\u6e90<\/strong>\uff1aXSCT Arena\uff08xsct.ai\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"

              \u4e00\u3001\u6458\u8981 MiniMax-M2.7\u662fMiniMax\u65d7\u8230\u6587\u672c\u6a21\u578b\uff0cXSCT Arena xsct-l\u7efc\u5408\u5f97\u520684 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-21","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/posts\/21","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/comments?post=21"}],"version-history":[{"count":2,"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/posts\/21\/revisions"}],"predecessor-version":[{"id":23,"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/posts\/21\/revisions\/23"}],"wp:attachment":[{"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/media?parent=21"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/categories?post=21"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.2y3.net\/index.php\/wp-json\/wp\/v2\/tags?post=21"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}