{"id":21306,"date":"2025-02-16T19:53:58","date_gmt":"2025-02-16T11:53:58","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21306"},"modified":"2025-02-16T19:53:58","modified_gmt":"2025-02-16T11:53:58","slug":"o3yongshijizhengmingtong","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/o3yongshijizhengmingtong\/","title":{"rendered":"o3\u7528\u5b9e\u9645\u8bc1\u660e\u901a\u7528\u63a8\u7406\u6a21\u578b\u5728\u7f16\u7a0b\u9886\u57df\u4f18\u4e8e\u4e13\u7528\u7f16\u7a0b\u6a21\u578b"},"content":{"rendered":"

\u539f\u6587\uff1a\u57fa\u4e8e\u5927\u63a8\u7406\u6a21\u578b\u7684\u7f16\u7a0b\u7ade\u8d5b\u80fd\u529b\u7814\u7a76<\/a>\uff0c\u4ee5\u4e0b\u4e3a\u7b80\u8981\u603b\u7ed3\uff0c\u65b9\u4fbf\u9605\u8bfb\u3002<\/p>\n

 <\/p>\n

1. \u5f15\u8a00<\/h2>\n

1.1 \u80cc\u666f\u4e0e\u52a8\u673a<\/h3>\n

\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u7a0b\u5e8f\u751f\u6210\u548c\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7f16\u7a0b\u7ade\u8d5b\uff0c\u5c24\u5176\u662f\u50cf\u56fd\u9645\u4fe1\u606f\u5b66\u5965\u6797\u5339\u514b\uff08IOI\uff09\u548cCodeForces\u8fd9\u6837\u7684\u5e73\u53f0\uff0c\u56e0\u5176\u5bf9\u903b\u8f91\u601d\u7ef4\u548c\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u7684\u4e25\u683c\u8981\u6c42\uff0c\u6210\u4e3a\u8bc4\u4f30AI\u7cfb\u7edf\u63a8\u7406\u80fd\u529b\u7684\u7406\u60f3\u6d4b\u8bd5\u5e73\u53f0\u3002<\/p>\n

1.2 \u7814\u7a76\u76ee\u6807<\/h3>\n

\u672c\u7814\u7a76\u65e8\u5728\u63a2\u8ba8\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n

    \n
  • \u901a\u7528\u578b\u4e0e\u9886\u57df\u4e13\u7528\u578b\u63a8\u7406\u6a21\u578b\u7684\u6027\u80fd\u5bf9\u6bd4<\/strong>\uff1a\u6bd4\u8f83\u901a\u7528\u578b\u63a8\u7406\u6a21\u578b\uff08\u5982OpenAI\u7684o1\u548co3\uff09\u4e0e\u9488\u5bf9IOI\u7ade\u8d5b\u4e13\u95e8\u8bbe\u8ba1\u7684\u9886\u57df\u4e13\u7528\u6a21\u578b\uff08\u5982o1-ioi\uff09\u7684\u6027\u80fd\u3002<\/li>\n
  • \u5f3a\u5316\u5b66\u4e60\u5728\u63d0\u5347\u6a21\u578b\u63a8\u7406\u80fd\u529b\u4e2d\u7684\u4f5c\u7528<\/strong>\uff1a\u8bc4\u4f30\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u7684\u5927\u63a8\u7406\u6a21\u578b\u5728\u590d\u6742\u7f16\u7a0b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/li>\n
  • \u6a21\u578b\u81ea\u4e3b\u63a8\u7406\u7b56\u7565\u7684\u6d8c\u73b0<\/strong>\uff1a\u89c2\u5bdf\u6a21\u578b\u662f\u5426\u80fd\u591f\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u4e3b\u53d1\u5c55\u51fa\u6709\u6548\u7684\u63a8\u7406\u7b56\u7565\u3002<\/li>\n<\/ul>\n

    2. \u65b9\u6cd5<\/h2>\n

    2.1 \u6a21\u578b\u4ecb\u7ecd<\/h3>\n

    2.1.1 OpenAI o1<\/h4>\n

    OpenAI o1\u662f\u4e00\u4e2a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u3002\u5b83\u901a\u8fc7\u751f\u6210\u5185\u90e8\u63a8\u7406\u94fe\u6765\u9010\u6b65\u89e3\u51b3\u95ee\u9898\uff0c\u5e76\u901a\u8fc7RL\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n

    2.1.2 OpenAI o1-ioi<\/h4>\n

    o1-ioi\u662fo1\u7684\u6539\u8fdb\u7248\u672c\uff0c\u4e13\u95e8\u9488\u5bf9IOI\u7ade\u8d5b\u8fdb\u884c\u4e86\u5fae\u8c03\u3002\u5b83\u91c7\u7528\u4e86\u7c7b\u4f3c\u4e8eAlphaCode\u7cfb\u7edf\u7684\u6d4b\u8bd5\u65f6\u7b56\u7565\uff0c\u5305\u62ec\u5bf9\u6bcf\u4e2a\u5b50\u4efb\u52a1\u751f\u6210\u5927\u91cf\u5019\u9009\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u901a\u8fc7\u805a\u7c7b\u548c\u91cd\u65b0\u6392\u5e8f\u6765\u9009\u62e9\u6700\u4f73\u63d0\u4ea4\u3002<\/p>\n

    2.1.3 OpenAI o3<\/h4>\n

    o3\u662fo1\u7684\u7ee7\u4efb\u8005\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u4e0eo1-ioi\u4e0d\u540c\uff0co3\u4e0d\u4f9d\u8d56\u4e8e\u4eba\u5de5\u8bbe\u8ba1\u7684\u6d4b\u8bd5\u65f6\u7b56\u7565\uff0c\u800c\u662f\u901a\u8fc7\u7aef\u5230\u7aef\u7684RL\u8bad\u7ec3\uff0c\u81ea\u4e3b\u53d1\u5c55\u51fa\u590d\u6742\u7684\u63a8\u7406\u7b56\u7565\u3002<\/p>\n

    2.2 \u8bc4\u4f30\u65b9\u6cd5<\/h3>\n

    2.2.1 CodeForces\u6a21\u62df\u7ade\u8d5b<\/h4>\n

    \u6211\u4eec\u6a21\u62df\u4e86CodeForces\u7684\u7ade\u8d5b\u73af\u5883\uff0c\u4f7f\u7528\u5b8c\u6574\u7684\u6d4b\u8bd5\u5957\u4ef6\u5e76\u65bd\u52a0\u9002\u5f53\u7684\u65f6\u95f4\u548c\u5185\u5b58\u9650\u5236\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u8868\u73b0\u3002<\/p>\n

    2.2.2 IOI 2024\u73b0\u573a\u7ade\u8d5b<\/h4>\n

    o1-ioi\u53c2\u52a0\u4e862024\u5e74IOI\u7ade\u8d5b\uff0c\u4e0e\u4eba\u7c7b\u9009\u624b\u5728\u76f8\u540c\u6761\u4ef6\u4e0b\u8fdb\u884c\u6bd4\u8d5b\u3002<\/p>\n

    2.2.3 \u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u8bc4\u4f30<\/h4>\n

    \u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86\u6a21\u578b\u5728HackerRank Astra\u548cSWE-bench Verified\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff0c\u4ee5\u6d4b\u8bd5\u5176\u5728\u5b9e\u9645\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002<\/p>\n

    3. \u53d1\u73b0<\/h2>\n

    3.1 \u901a\u7528\u578b\u4e0e\u9886\u57df\u4e13\u7528\u578b\u6a21\u578b\u7684\u5bf9\u6bd4<\/h3>\n
      \n
    • o1-ioi\u5728IOI\u7ade\u8d5b\u4e2d\u7684\u8868\u73b0<\/strong>\uff1a\u57282024\u5e74IOI\u7ade\u8d5b\u4e2d\uff0co1-ioi\u83b7\u5f97\u4e86213\u5206\uff0c\u6392\u540d49%\u3002\u5728\u653e\u5bbd\u63d0\u4ea4\u9650\u5236\u540e\uff0c\u5176\u5f97\u5206\u63d0\u9ad8\u5230362.14\u5206\uff0c\u8d85\u8fc7\u4e86\u91d1\u724c\u5206\u6570\u7ebf\u3002<\/li>\n
    • o3\u7684\u5353\u8d8a\u8868\u73b0<\/strong>\uff1ao3\u5728CodeForces\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u8bc4\u7ea7\u8fbe\u52302724\uff0899.8\u767e\u5206\u4f4d\uff09\uff0c\u663e\u8457\u4f18\u4e8eo1-ioi\uff082214\uff0c98\u767e\u5206\u4f4d\uff09\u3002\u5728IOI 2024\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0co3\u5728\u4ec550\u6b21\u63d0\u4ea4\u7684\u9650\u5236\u4e0b\u4e5f\u83b7\u5f97\u4e86395.64\u5206\uff0c\u8d85\u8fc7\u4e86\u91d1\u724c\u5206\u6570\u7ebf\u3002<\/li>\n<\/ul>\n
      \"-1\"

      \u56fe1\uff1ao1-preview\u548co1\u4e0egpt-4o\u5728CodeForces\u4e0a\u7684\u8868\u73b0\u5bf9\u6bd4<\/p><\/div>\n

      3.2 \u5f3a\u5316\u5b66\u4e60\u7684\u4f5c\u7528<\/h3>\n
        \n
      • RL\u8bad\u7ec3\u548c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u7684\u589e\u52a0<\/strong>\uff1a\u5982\u56fe2\u6240\u793a\uff0c\u589e\u52a0RL\u8bad\u7ec3\u548c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u8d44\u6e90\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u5728\u7ade\u4e89\u6027\u6570\u5b66\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n
        \"-2\"

        \u56fe2\uff1a\u989d\u5916\u7684RL\u8bad\u7ec3\u548c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u63d0\u9ad8\u4e86\u7ade\u4e89\u6027\u6570\u5b66\u4efb\u52a1\u7684\u6027\u80fd<\/p><\/div>\n

        3.3 \u6a21\u578b\u81ea\u4e3b\u63a8\u7406\u7b56\u7565\u7684\u6d8c\u73b0<\/h3>\n
          \n
        • o3\u7684\u81ea\u4e3b\u63a8\u7406\u7b56\u7565<\/strong>\uff1ao3\u5728\u6d4b\u8bd5\u65f6\u8868\u73b0\u51fa\u66f4\u590d\u6742\u548c\u6df1\u601d\u719f\u8651\u7684\u63a8\u7406\u94fe\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u9700\u8981\u9a8c\u8bc1\u7684\u95ee\u9898\uff0c\u5b83\u4f1a\u751f\u6210\u7b80\u5355\u7684\u66b4\u529b\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u540e\u5c06\u5176\u8f93\u51fa\u4e0e\u66f4\u4f18\u5316\u7684\u7b97\u6cd5\u5b9e\u73b0\u8fdb\u884c\u4ea4\u53c9\u68c0\u67e5\uff0c\u4ee5\u6355\u6349\u6f5c\u5728\u7684\u9519\u8bef\u3002<\/li>\n<\/ul>\n
          \"-3\"

          \u56fe3\uff1ao3\u6d4b\u8bd5\u81ea\u8eab\u89e3\u51b3\u65b9\u6848\uff0c\u53cd\u6620\u4e86\u90e8\u5206\u5b9e\u73b0\u4e86o1-ioi\u5728IOI 2024\u4e2d\u4f7f\u7528\u7684\u6d4b\u8bd5\u65f6\u7b56\u7565<\/p><\/div>\n

          4. \u7ed3\u8bba<\/h2>\n

          4.1 \u4e3b\u8981\u53d1\u73b0<\/h3>\n
            \n
          • \u901a\u7528\u578b\u6a21\u578b\u7684\u4f18\u8d8a\u6027<\/strong>\uff1a\u5c3d\u7ba1\u9886\u57df\u4e13\u7528\u578b\u6a21\u578b\uff08\u5982o1-ioi\uff09\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u7ecf\u8fc7\u5927\u89c4\u6a21RL\u8bad\u7ec3\u7684\u901a\u7528\u578b\u6a21\u578b\uff08\u5982o3\uff09\u80fd\u591f\u8d85\u8d8a\u8fd9\u4e9b\u7ed3\u679c\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u4eba\u5de5\u8bbe\u8ba1\u7684\u63a8\u7406\u542f\u53d1\u5f0f\u65b9\u6cd5\u3002<\/li>\n
          • RL\u8bad\u7ec3\u7684\u6709\u6548\u6027<\/strong>\uff1a\u589e\u52a0RL\u8bad\u7ec3\u548c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u8d44\u6e90\u53ef\u4ee5\u6301\u7eed\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u4f7f\u5176\u63a5\u8fd1\u4e16\u754c\u9876\u7ea7\u4eba\u7c7b\u9009\u624b\u7684\u6c34\u5e73\u3002<\/li>\n
          • \u6a21\u578b\u81ea\u4e3b\u53d1\u5c55\u590d\u6742\u7b56\u7565\u7684\u80fd\u529b<\/strong>\uff1ao3\u5c55\u793a\u4e86\u6a21\u578b\u80fd\u591f\u81ea\u4e3b\u53d1\u5c55\u51fa\u590d\u6742\u7684\u63a8\u7406\u7b56\u7565\uff0c\u6d88\u9664\u4e86\u5bf9\u4eba\u5de5\u8bbe\u8ba1\u7684\u6d4b\u8bd5\u65f6\u7b56\u7565\u7684\u9700\u6c42\u3002<\/li>\n<\/ul>\n

            4.2 \u672a\u6765\u5c55\u671b<\/h3>\n

            \u672c\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u5927\u89c4\u6a21RL\u8bad\u7ec3\u4e3a\u5728\u63a8\u7406\u9886\u57df\uff08\u5982\u7ade\u4e89\u6027\u7f16\u7a0b\uff09\u5b9e\u73b0\u6700\u5148\u8fdb\u7684AI\u63d0\u4f9b\u4e86\u4e00\u6761\u7a33\u5065\u7684\u8def\u5f84\u3002\u672a\u6765\uff0c\u5927\u63a8\u7406\u6a21\u578b\u6709\u671b\u5728\u79d1\u5b66\u3001\u7f16\u7801\u3001\u6570\u5b66\u7b49\u591a\u4e2a\u9886\u57df\u89e3\u9501\u8bb8\u591a\u65b0\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n

            5. \u793a\u4f8b<\/h2>\n

            5.1 IOI 2024\u7ade\u8d5b\u4e2d\u7684\u89e3\u51b3\u65b9\u6848\u793a\u4f8b<\/h3>\n

            5.1.1 Nile\u95ee\u9898<\/h4>\n

            o1-ioi\u5728Nile\u95ee\u9898\u4e0a\u83b7\u5f97\u4e86\u6ee1\u5206\uff0c\u4ee5\u4e0b\u662f\u89e3\u51b3\u65b9\u6848\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n

            #include \"nile.h\"\r\n#include <bits\/stdc++.h>\r\nusing namespace std;\r\n\/\/ ... (\u4ee3\u7801\u7701\u7565\uff0c\u8be6\u89c1\u9644\u5f55C.1)\r\n<\/code><\/pre>\n
            5.1.2 Message\u95ee\u9898<\/h4>\n
            o1-ioi\u5728Message\u95ee\u9898\u4e0a\u83b7\u5f97\u4e8679.64\u5206\uff0c\u4ee5\u4e0b\u662f\u89e3\u51b3\u65b9\u6848\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n
            #include \"message.h\"\r\n#include <bits\/stdc++.h>\r\nusing namespace std;\r\n\/\/ ... (\u4ee3\u7801\u7701\u7565\uff0c\u8be6\u89c1\u9644\u5f55C.2)\r\n<\/code><\/pre>\n
            5.2 \u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e2d\u7684\u89e3\u51b3\u65b9\u6848\u793a\u4f8b<\/h3>\n
            5.2.1 HackerRank Astra\u6570\u636e\u96c6<\/h4>\n
            o1\u5728HackerRank Astra\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff1a<\/p>\n
            \"-4\"
            \u56fe4\uff1ao1\u5728HackerRank Astra\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0<\/p><\/div>\n
            5.2.2 SWE-bench Verified\u6570\u636e\u96c6<\/h4>\n
            o3\u5728SWE-bench Verified\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff1a<\/p>\n
            \"-5\"
            \u56fe5\uff1ao3\u5728SWE-bench Verified\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"
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