{"id":20979,"date":"2025-02-13T11:00:39","date_gmt":"2025-02-13T03:00:39","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20979"},"modified":"2025-02-13T11:00:39","modified_gmt":"2025-02-13T03:00:39","slug":"jiehuoo1deepseek","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/jiehuoo1deepseek\/","title":{"rendered":"\u89e3\u60d1o1\u3001DeepSeek-R1\u4e4b\u7c7b\u63a8\u7406\u6a21\u578b\u5230\u5e95\u6709\u6ca1\u6709\u5728\u601d\u8003\uff1f"},"content":{"rendered":"

\u53d1\u73b0\u4e00\u7bc7\u597d\u73a9\u7684\u8bba\u6587\u300aThoughts Are All Over the Place: On the Underthinking of o1-Like LLMs<\/a>\u300b\uff0c\u4e3b\u9898\u662f\u5206\u6790o1 \u7c7b\u63a8\u7406\u6a21\u578b \u601d\u8003\u8def\u5f84\u9891\u7e41\u5207\u6362\u3001\u601d\u7ef4\u7f3a\u4e4f\u805a\u7126\uff0c\u7b80\u79f0\u4e3a\u201c\u601d\u8003\u4e0d\u8db3\u201d\uff08underthinking\uff09\uff0c<\/strong>\u540c\u65f6\u7ed9\u51fa\u7f13\u89e3\u65b9\u6cd5\u3002\u8fd9\u7bc7\u6587\u7ae0\u540c\u65f6\u89e3\u7b54\u4e86\u63a8\u7406\u6a21\u578b\u5230\u5e95\u53c8\u6ca1\u5728\u5728\u601d\u8003\uff0c\u5e0c\u671b\u8bfb\u8005\u627e\u5230\u81ea\u5df1\u7684\u7b54\u6848\u3002<\/p>\n

 <\/p>\n

\u4e00\u3001 \u80cc\u666f\uff1a<\/strong><\/h2>\n

\u8fd1\u5e74\u6765\uff0c\u4ee5OpenAI\u7684o1\u6a21\u578b\u4e3a\u4ee3\u8868\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u80fd\u529b\uff0c\u5176\u901a\u8fc7\u6269\u5c55\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u8ba1\u7b97\u91cf\uff0c\u6a21\u62df\u4e86\u4eba\u7c7b\u7684\u6df1\u5ea6\u601d\u8003\u3002\u7136\u800c\uff0c\u73b0\u6709\u7814\u7a76\u5bf9LLMs\u7684\u601d\u8003\u6df1\u5ea6\u63d0\u51fa\u4e86\u8d28\u7591\uff1a\u8fd9\u4e9b\u6a21\u578b\u662f\u5426\u771f\u7684\u5728\u6df1\u5165\u601d\u8003\uff1f<\/strong><\/p>\n

\u4e3a\u4e86\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u4f5c\u8005\u63d0\u51fa\u4e86\u201c\u601d\u8003\u4e0d\u8db3\u201d\uff08underthinking\uff09<\/strong>\u7684\u6982\u5ff5\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u4e86\u7cfb\u7edf\u5206\u6790\u3002\u4f5c\u8005\u8ba4\u4e3a\uff0c\u601d\u8003\u4e0d\u8db3<\/strong>\u662f\u6307o1\u7c7bLLMs\u5728\u89e3\u51b3\u590d\u6742\u95ee\u9898\u65f6\uff0c\u8fc7\u65e9\u653e\u5f03\u6709\u5e0c\u671b\u7684\u63a8\u7406\u8def\u5f84\uff0c\u5bfc\u81f4\u601d\u8003\u6df1\u5ea6\u4e0d\u8db3\uff0c\u6700\u7ec8\u5f71\u54cd\u6a21\u578b\u6027\u80fd<\/strong>\u3002\u8fd9\u79cd\u73b0\u8c61\u5728\u6570\u5b66\u96be\u9898\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n

 <\/p>\n

\u4e8c\u3001 \u601d\u8003\u4e0e\u7814\u7a76\u65b9\u6cd5\uff1a<\/strong><\/h2>\n

\u4e3a\u4e86\u6df1\u5165\u63a2\u7a76\u601d\u8003\u4e0d\u8db3\u73b0\u8c61\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u4ee5\u4e0b\u7814\u7a76\uff1a<\/p>\n

1. \u5b9a\u4e49\u4e0e\u89c2\u5bdf\u601d\u8003\u4e0d\u8db3\u73b0\u8c61<\/strong><\/h3>\n
    \n
  • \u5b9a\u4e49\u601d\u8003\uff1a<\/strong>\u00a0\u4f5c\u8005\u5c06\u201c\u601d\u8003\u201d\u5b9a\u4e49\u4e3a\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u4e2d\u95f4\u8ba4\u77e5\u6b65\u9aa4\uff0c\u5e76\u4f7f\u7528\u201calternatively\u201d\u7b49\u672f\u8bed\u4f5c\u4e3a\u601d\u8003\u5207\u6362\u7684\u6807\u5fd7\u3002\n
      \n
    • \u793a\u4f8b\uff1a<\/strong>\u00a0\u5728\u56fe2\u4e2d\uff0c\u4f5c\u8005\u5c55\u793a\u4e86\u4e00\u4e2a\u5305\u542b25\u4e2a\u601d\u8003\u6b65\u9aa4\u7684\u6a21\u578b\u8f93\u51fa\u793a\u4f8b\uff0c\u5e76\u5c06\u5176\u4e0e\u8fc7\u5ea6\u601d\u8003\u7684\u8f93\u51fa\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002<\/li>\n<\/ul>\n<\/li>\n
    • \u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\n
        \n
      • \u6d4b\u8bd5\u96c6\uff1a<\/strong>\u00a0\u4f5c\u8005\u9009\u62e9\u4e86\u4e09\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u6d4b\u8bd5\u96c6\uff1a\n
          \n
        • MATH500:<\/strong>\u00a0\u5305\u542b\u6765\u81ea\u9ad8\u4e2d\u6570\u5b66\u7ade\u8d5b\u7684\u9898\u76ee\uff0c\u96be\u5ea6\u4ece1\u52305\u4e0d\u7b49\u3002<\/li>\n
        • GPQA Diamond:<\/strong>\u00a0\u5305\u542b\u7269\u7406\u3001\u5316\u5b66\u548c\u751f\u7269\u9886\u57df\u7684\u7814\u7a76\u751f\u6c34\u5e73\u591a\u9009\u9898\u3002<\/li>\n
        • AIME2024:<\/strong>\u00a0\u6765\u81ea\u7f8e\u56fd\u6570\u5b66\u9080\u8bf7\u8d5b\u7684\u9898\u76ee\uff0c\u6db5\u76d6\u4ee3\u6570\u3001\u8ba1\u6570\u3001\u51e0\u4f55\u3001\u6570\u8bba\u548c\u6982\u7387\u7b49\u591a\u4e2a\u9886\u57df\u3002<\/li>\n<\/ul>\n<\/li>\n
        • \u6a21\u578b\u9009\u62e9\uff1a<\/strong>\u00a0\u4f5c\u8005\u9009\u62e9\u4e86\u4e24\u4e2a\u5177\u6709\u53ef\u89c1\u957f\u94fe\u5f0f\u601d\u8003\u7684o1\u7c7b\u5f00\u6e90\u6a21\u578b\uff1aQwQ-32B-Preview \u548c DeepSeek-R1-671B\uff0c\u5e76\u4f7f\u7528 DeepSeek-R1-Preview \u4f5c\u4e3a\u8865\u5145\uff0c\u4ee5\u5c55\u793aR1\u7cfb\u5217\u6a21\u578b\u7684\u53d1\u5c55\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

          2. \u5206\u6790\u601d\u8003\u4e0d\u8db3\u7684\u8868\u73b0\u5f62\u5f0f<\/strong><\/h3>\n
            \n
          • \u601d\u8003\u5207\u6362\u9891\u7387\u4e0e\u95ee\u9898\u96be\u5ea6\uff1a<\/strong>\n
              \n
            • \u4f5c\u8005\u53d1\u73b0\uff0c\u968f\u7740\u95ee\u9898\u96be\u5ea6\u7684\u589e\u52a0\uff0c\u6240\u6709\u6a21\u578b\u751f\u6210\u7684\u63a8\u7406\u601d\u8003\u6570\u91cf\u548c\u751f\u6210\u7684token\u6570\u91cf\u5747\u6709\u6240\u589e\u52a0\uff08\u89c1\u56fe3\uff09\u3002<\/li>\n
            • \u8fd9\u8868\u660eo1\u7c7bLLMs\u80fd\u591f\u52a8\u6001\u8c03\u6574\u63a8\u7406\u8fc7\u7a0b\u4ee5\u5e94\u5bf9\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n

              \"-1\"<\/li>\n

            • \u601d\u8003\u5207\u6362\u4e0e\u9519\u8bef\u54cd\u5e94\uff1a<\/strong>\n
                \n
              • \u5728\u6240\u6709\u6d4b\u8bd5\u96c6\u4e2d\uff0co1\u7c7bLLMs\u5728\u751f\u6210\u9519\u8bef\u7b54\u6848\u65f6\u8868\u73b0\u51fa\u66f4\u9891\u7e41\u7684\u601d\u8003\u5207\u6362\uff08\u89c1\u56fe1\u548c\u56fe4\uff09\u3002<\/li>\n
              • \u8fd9\u8868\u660e\uff0c\u5c3d\u7ba1\u6a21\u578b\u65e8\u5728\u52a8\u6001\u8c03\u6574\u8ba4\u77e5\u8fc7\u7a0b\u4ee5\u89e3\u51b3\u95ee\u9898\uff0c\u4f46\u66f4\u9891\u7e41\u7684\u601d\u8003\u5207\u6362\u5e76\u4e0d\u4e00\u5b9a\u5e26\u6765\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n

                \"-2\"<\/li>\n<\/ul>\n

                3. \u6df1\u5165\u63a2\u7a76\u601d\u8003\u4e0d\u8db3\u7684\u672c\u8d28<\/strong><\/h3>\n
                  \n
                • \u8bc4\u4f30\u601d\u8003\u7684\u6b63\u786e\u6027\uff1a<\/strong>\n
                    \n
                  • \u4f5c\u8005\u4f7f\u7528\u4e24\u4e2a\u57fa\u4e8eLlama\u548cQwen\u7684\u6a21\u578b\uff08DeepSeek-R1-Distill-Llama-70B \u548c DeepSeek-R1-Distill-Qwen-32B\uff09\u6765\u8bc4\u4f30\u6bcf\u4e2a\u601d\u8003\u6b65\u9aa4\u662f\u5426\u6b63\u786e\u3002<\/li>\n
                  • \u7ed3\u679c\u8868\u660e\uff0c\u5728\u9519\u8bef\u54cd\u5e94\u4e2d\uff0c\u65e9\u671f\u601d\u8003\u6b65\u9aa4\u4e2d\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u662f\u6b63\u786e\u7684\uff0c\u4f46\u672a\u88ab\u5145\u5206\u63a2\u7d22<\/strong>\uff08\u89c1\u56fe5\uff09\u3002<\/li>\n
                  • \u8fd9\u8868\u660e\u6a21\u578b\u5728\u9762\u5bf9\u590d\u6742\u95ee\u9898\u65f6\uff0c\u503e\u5411\u4e8e\u8fc7\u65e9\u653e\u5f03\u6709\u5e0c\u671b\u7684\u63a8\u7406\u8def\u5f84\uff0c\u5bfc\u81f4\u601d\u8003\u6df1\u5ea6\u4e0d\u8db3<\/strong>\u3002<\/li>\n<\/ul>\n

                    \"-3\"<\/li>\n

                  • \u601d\u8003\u6b63\u786e\u6027\u5206\u5e03\uff1a<\/strong>\n
                      \n
                    • \u4f5c\u8005\u53d1\u73b0\uff0c\u8d85\u8fc770%\u7684\u9519\u8bef\u54cd\u5e94\u4e2d\u81f3\u5c11\u5305\u542b\u4e00\u4e2a\u6b63\u786e\u7684\u601d\u8003\u6b65\u9aa4\uff08\u89c1\u56fe6\uff09\u3002<\/li>\n
                    • \u8fd9\u8fdb\u4e00\u6b65\u652f\u6301\u4e86\u4e0a\u8ff0\u89c2\u70b9\uff1ao1\u7c7b\u6a21\u578b\u80fd\u591f\u542f\u52a8\u6b63\u786e\u7684\u63a8\u7406\u8def\u5f84\uff0c\u4f46\u53ef\u80fd\u96be\u4ee5\u7ee7\u7eed\u8fd9\u4e9b\u8def\u5f84\u4ee5\u5f97\u51fa\u6b63\u786e\u7ed3\u8bba<\/strong>\u3002<\/li>\n<\/ul>\n

                      \"-4\"<\/li>\n<\/ul>\n

                      4. \u91cf\u5316\u601d\u8003\u4e0d\u8db3\uff1a\u63d0\u51fa\u65b0\u7684\u8bc4\u4f30\u6307\u6807<\/strong><\/h3>\n
                        \n
                      • \u601d\u8003\u4e0d\u8db3\u6307\u6807\uff08UT\uff09\uff1a<\/strong>\n
                          \n
                        • \u8be5\u6307\u6807\u901a\u8fc7\u8861\u91cf\u751f\u6210\u9519\u8bef\u54cd\u5e94\u65f6token\u7684\u6548\u7387\u6765\u91cf\u5316\u601d\u8003\u4e0d\u8db3\u7684\u7a0b\u5ea6\u3002<\/li>\n
                        • \u5177\u4f53\u6765\u8bf4\uff0cUT\u6307\u6807\u8ba1\u7b97\u7684\u662f\u5728\u9519\u8bef\u54cd\u5e94\u4e2d\uff0c\u4ece\u5f00\u59cb\u5230\u7b2c\u4e00\u4e2a\u6b63\u786e\u601d\u8003\u7684token\u6570\u91cf\u5360\u603btoken\u6570\u91cf\u7684\u6bd4\u4f8b<\/strong>\u3002<\/li>\n
                        • UT\u503c\u8d8a\u9ad8\uff0c\u8868\u793a\u601d\u8003\u4e0d\u8db3\u7a0b\u5ea6\u8d8a\u9ad8<\/strong>\uff0c\u5373\u6a21\u578b\u5728\u9519\u8bef\u54cd\u5e94\u4e2d\u751f\u6210\u7684token\u4e2d\uff0c\u6709\u66f4\u5927\u6bd4\u4f8b\u672a\u80fd\u6709\u6548\u8d21\u732e\u4e8e\u751f\u6210\u6b63\u786e\u7684\u601d\u8003\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                          5. \u601d\u8003\u4e0d\u8db3\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff1a<\/strong><\/h3>\n
                            \n
                          • \u4f5c\u8005\u53d1\u73b0\uff0c\u601d\u8003\u4e0d\u8db3\u73b0\u8c61\u5728\u4e0d\u540c\u6570\u636e\u96c6\u548c\u4efb\u52a1\u4e2d\u8868\u73b0\u4e0d\u540c<\/strong>\uff1a\n
                              \n
                            • \u5728MATH500-Hard\u548cGPQA Diamond\u6570\u636e\u96c6\u4e0a\uff0cDeepSeek-R1-671B\u6a21\u578b\u867d\u7136\u51c6\u786e\u7387\u66f4\u9ad8\uff0c\u4f46UT\u503c\u4e5f\u66f4\u9ad8\uff0c\u8868\u660e\u5176\u9519\u8bef\u54cd\u5e94\u4e2d\u5b58\u5728\u66f4\u591a\u7684\u601d\u8003\u4e0d\u8db3\u3002<\/li>\n
                            • \u5728AIME2024\u6d4b\u8bd5\u96c6\u4e0a\uff0cDeepSeek-R1-671B\u6a21\u578b\u4e0d\u4ec5\u51c6\u786e\u7387\u66f4\u9ad8\uff0c\u800c\u4e14UT\u503c\u66f4\u4f4e\uff0c\u8868\u660e\u5176\u63a8\u7406\u8fc7\u7a0b\u66f4\u52a0\u4e13\u6ce8\u548c\u9ad8\u6548\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                              \u4e09\u3001 \u91cd\u8981\u7ed3\u8bba\uff1a<\/strong><\/h3>\n
                                \n
                              1. \u601d\u8003\u4e0d\u8db3\u662fo1\u7c7bLLMs\u5728\u590d\u6742\u95ee\u9898\u4e0a\u8868\u73b0\u4e0d\u4f73\u7684\u91cd\u8981\u56e0\u7d20\u3002<\/strong>\u00a0\u9891\u7e41\u7684\u601d\u8003\u5207\u6362\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u6df1\u5165\u63a2\u7d22\u6709\u5e0c\u671b\u7684\u63a8\u7406\u8def\u5f84\uff0c\u6700\u7ec8\u5f71\u54cd\u5176\u51c6\u786e\u6027\u3002<\/li>\n
                              2. \u601d\u8003\u4e0d\u8db3\u73b0\u8c61\u4e0e\u95ee\u9898\u96be\u5ea6\u548c\u6a21\u578b\u80fd\u529b\u6709\u5173\u3002<\/strong>\u00a0\u66f4\u96be\u7684\u95ee\u9898\u4f1a\u52a0\u5267\u601d\u8003\u4e0d\u8db3\uff0c\u800c\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u5e76\u4e0d\u603b\u662f\u80fd\u51cf\u5c11\u601d\u8003\u4e0d\u8db3\u3002<\/li>\n
                              3. \u601d\u8003\u4e0d\u8db3\u4e0e\u8fc7\u5ea6\u601d\u8003\u4e0d\u540c\u3002<\/strong>\u00a0\u8fc7\u5ea6\u601d\u8003\u662f\u6307\u6a21\u578b\u5728\u7b80\u5355\u95ee\u9898\u4e0a\u6d6a\u8d39\u8ba1\u7b97\u8d44\u6e90\uff0c\u800c\u601d\u8003\u4e0d\u8db3\u5219\u662f\u6307\u6a21\u578b\u5728\u590d\u6742\u95ee\u9898\u4e0a\u8fc7\u65e9\u653e\u5f03\u6709\u5e0c\u671b\u7684\u63a8\u7406\u8def\u5f84\u3002<\/li>\n
                              4. \u601d\u8003\u4e0d\u8db3\u6307\u6807\uff08UT\uff09\u53ef\u4ee5\u6709\u6548\u91cf\u5316\u601d\u8003\u4e0d\u8db3\u7684\u7a0b\u5ea6\u3002<\/strong>\u00a0\u8be5\u6307\u6807\u4e3a\u8bc4\u4f30o1\u7c7bLLMs\u7684\u63a8\u7406\u6548\u7387\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002<\/li>\n<\/ol>\n

                                \u56db\u3001 \u5e94\u5bf9\u7b56\u7565\uff1a<\/strong><\/h3>\n

                                \u4e3a\u4e86\u7f13\u89e3\u601d\u8003\u4e0d\u8db3\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u5e26\u6709\u601d\u8003\u5207\u6362\u60e9\u7f5a\u7684\u89e3\u7801\u7b56\u7565\uff08TIP\uff09<\/strong>\uff1a<\/p>\n

                                  \n
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                                    \u53d1\u73b0\u4e00\u7bc7\u597d\u73a9\u7684\u8bba\u6587\u300aThoughts Are All Over the Place: On the Underthinking of o1-Like LLMs\u300b\uff0c\u4e3b\u9898\u662f\u5206\u6790o1 \u7c7b\u63a8\u7406\u6a21\u578b \u601d\u8003\u8def\u5f84\u9891\u7e41\u5207\u6362\u3001\u601d\u7ef4\u7f3a\u4e4f\u805a\u7126\uff0c\u7b80\u79f0\u4e3a\u201c\u601d\u8003\u4e0d\u8db3\u201d…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-20979","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/20979","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=20979"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/20979\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=20979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=20979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=20979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}