{"id":38883,"date":"2025-02-25T04:00:52","date_gmt":"2025-02-24T20:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=38883"},"modified":"2025-02-25T04:00:52","modified_gmt":"2025-02-24T20:00:52","slug":"%e4%bb%8eo1-mini%e5%88%b0deepseek-r1%ef%bc%8c%e4%b8%87%e5%ad%97%e9%95%bf%e6%96%87%e5%b8%a6%e4%bd%a0%e8%af%bb%e6%87%82%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%8e%86%e5%8f%b2%e4%b8%8e%e6%8a%80","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38883","title":{"rendered":"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-24-5\" target=\"_blank\">\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f<\/a><\/p>\n<section>\u81ea OpenAI \u53d1\u5e03 o1-mini \u6a21\u578b\u4ee5\u6765\uff0c\u63a8\u7406\u6a21\u578b\u5c31\u4e00\u76f4\u662f AI \u793e\u533a\u7684\u70ed\u95e8\u8bdd\u9898\uff0c\u800c\u6625\u8282\u524d\u9762\u4e16\u7684\u5f00\u653e\u5f0f\u63a8\u7406\u6a21\u578b DeepSeek-R1 \u66f4\u662f\u8ba9\u63a8\u7406\u6a21\u578b\u7684\u70ed\u5ea6\u8fbe\u5230\u4e86\u524d\u6240\u672a\u6709\u7684\u9ad8\u5cf0\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0cNetflix \u8d44\u6df1\u7814\u7a76\u79d1\u5b66\u5bb6 Cameron R. Wolfe \u53d1\u5e03\u4e86\u4e00\u7bc7\u9898\u4e3a\u300c<strong>\u63ed\u79d8\u63a8\u7406\u6a21\u578b<\/strong>\u300d\u7684\u6df1\u5ea6\u957f\u6587\uff0c\u8be6\u7ec6\u68b3\u7406\u4e86\u81ea o1-mini \u5f00\u59cb\u81f3\u4eca\u7684\u63a8\u7406\u6a21\u578b\u53d1\u5c55\u53f2\uff0c\u5e76\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u8ba9\u6807\u51c6 LLM \u53d8\u6210\u63a8\u7406\u6a21\u578b\u7684\u5177\u4f53\u6280\u672f\u548c\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u673a\u5668\u4e4b\u5fc3\u7f16\u8bd1\u4e86\u8fd9\u7bc7\u6587\u7ae0\u4ee5\u98e8\u8bfb\u8005\uff0c\u540c\u65f6\u6211\u4eec\u8fd8\u5728\u6587\u672b\u68b3\u7406\u4e86 17 \u7bc7\u6211\u4eec\u4e4b\u524d\u53d1\u5e03\u7684\u4e0e\u63a8\u7406\u6a21\u578b\u76f8\u5173\u7684\u6587\u7ae0\u4e00\u5e76\u5949\u4e0a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d6d7799ff318daf75f121638000b2da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d6d7799ff318daf75f121638000b2da.png\"><\/a><\/section>\n<section>\u539f\u6587\u5730\u5740\uff1ahttps:\/\/cameronrwolfe.substack.com\/p\/demystifying-reasoning-models<\/section>\n<section><\/section>\n<section>\u524d\u4e9b\u5e74\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u7ecf\u5f62\u6210\u4e86\u76f8\u5bf9\u56fa\u5b9a\u7684\u6d41\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5728\u6765\u81ea\u4e92\u8054\u7f51\u7684\u539f\u59cb\u6587\u672c\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002\u4e4b\u540e\uff0c\u5bf9\u9f50\u8fd9\u4e9b\u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u8ba9\u5b83\u4eec\u7684\u8f93\u51fa\u66f4\u7b26\u5408\u4eba\u7c7b\u7684\u504f\u597d\uff0c\u8fd9\u4f1a\u7528\u5230\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u548c\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u7b49\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u7ba1\u662f\u9884\u8bad\u7ec3\u8fd8\u662f\u5bf9\u9f50\uff0c\u90fd\u5bf9\u6a21\u578b\u8d28\u91cf\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u9a71\u52a8\u8fd9\u4e00\u8303\u5f0f\u53d1\u5c55\u7684\u5927\u90e8\u5206\u52a8\u529b\u5374\u6765\u81ea Scaling Law\u2014\u2014 \u4f7f\u7528\u66f4\u591a\u6570\u636e\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5c31\u80fd\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1e657de06fb000bc79221c41a6a3b33c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1e657de06fb000bc79221c41a6a3b33c.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6807\u51c6 LLM \u7684\u8bad\u7ec3\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd1\u6bb5\u65f6\u95f4\uff0cLLM \u7814\u7a76\u4e2d\u51fa\u73b0\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u8303\u5f0f\uff1a<strong>\u63a8\u7406<\/strong>\u3002\u4e0e\u6807\u51c6 LLM \u76f8\u6bd4\uff0c\u63a8\u7406\u6a21\u578b\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u5f0f\u5b8c\u5168\u4e0d\u540c\u3002\u7279\u522b\u662f\uff0c\u5b83\u4eec\u5728\u63d0\u4f9b\u95ee\u9898\u7684\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\u4f1a\u82b1\u8d39\u4e00\u4e9b\u65f6\u95f4\u300c\u601d\u8003\u300d\u3002\u8bad\u7ec3\u80fd\u591f\u6709\u6548\u601d\u8003\uff08\u4f8b\u5982\uff0c\u5206\u89e3\u95ee\u9898\u3001\u68c0\u6d4b\u601d\u7ef4\u4e2d\u7684\u9519\u8bef\u3001\u63a2\u7d22\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\u7b49\uff09\u7684\u6a21\u578b\u9700\u8981\u65b0\u7684\u7b56\u7565\uff0c\u901a\u5e38\u6d89\u53ca\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u3002\u6b64\u5916\uff0c\u6b64\u7c7b\u6a21\u578b\u8fd8\u4f1a\u4e3a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u548c\u63a8\u7406\u8fdb\u884c\u8bad\u7ec3\u7684\u8303\u5f0f\u6d8c\u73b0\u51fa\u65b0\u7684 Scaling Law\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cfa8690971e0d86161e87f3b365a1b71.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cfa8690971e0d86161e87f3b365a1b71.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6765\u81ea [4]<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u672c\u6587\u5c06\u4ecb\u7ecd\u6709\u5173\u63a8\u7406\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u7684\u66f4\u591a\u4fe1\u606f\u3002\u9996\u5148\uff0c\u6211\u4eec\u5c06\u91cd\u70b9\u4ecb\u7ecd OpenAI \u6700\u65e9\u63d0\u51fa\u7684\u51e0\u79cd\uff08\u5c01\u95ed\u5f0f\uff09\u63a8\u7406\u6a21\u578b\u3002\u6211\u4eec\u5c06\u5728\u4e0a\u4e0b\u6587\u4e2d\u89e3\u91ca LLM \u63a8\u7406\u80fd\u529b\u7684\u57fa\u672c\u601d\u60f3\u3002\u4e4b\u540e\uff0c\u6211\u4eec\u5c06\u63a2\u7d22\u6700\u8fd1\u63d0\u51fa\u7684\uff08\u5f00\u653e\u5f0f\uff09\u63a8\u7406\u6a21\u578b\uff0c\u6982\u8ff0\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u6b64\u7c7b\u6a21\u578b\u7684\u5fc5\u8981\u7ec6\u8282\u3002\u63a8\u7406\u6a21\u578b\u4e0e\u6807\u51c6 LLM \u4e0d\u540c\u3002\u4f46\u4e0d\u7528\u62c5\u5fc3\u3002LLM \u7684\u8bb8\u591a\u5173\u952e\u6982\u5ff5\u4ecd\u7136\u9002\u7528\u4e8e\u63a8\u7406\u6a21\u578b\u3002\u6211\u4eec\u5c06\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u6f84\u6e05\u5b83\u4eec\u4e4b\u95f4\u7684\u91cd\u8981\u533a\u522b\u3002<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u65f6\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u5c31\u5728 AI \u53d1\u5c55\u770b\u8d77\u6765\u8981\u653e\u7f13\u4e4b\u9645\uff0c\u63a8\u7406\u6a21\u578b\u5f00\u59cb\u666e\u53ca\uff0cLLM \u7684\u80fd\u529b\u5f00\u59cb\u9661\u7136\u63d0\u5347\u3002OpenAI \u9996\u5148\u53d1\u5e03\u4e86 o1-preview [4]\uff0c\u968f\u540e\u662f\u4e00\u7cfb\u5217\u84b8\u998f\u7248\uff08\u66f4\u5c0f\uff09\u6a21\u578b\uff0c\u5305\u62ec o1-mini \u4ee5\u53ca o3 \u7684\u4e00\u4e9b\u53d8\u4f53\u7248\u672c\u3002\u5176\u5b83\u516c\u53f8\u4e5f\u7eb7\u7eb7\u8ddf\u8fdb\uff0c\u5305\u62ec\u8c37\u6b4c\u7684 Gemini 2.0 Flash Thinking\u3002\u8fd9\u4e00\u8282\u5c06\u63a2\u8ba8\u8fd9\u4e9b\u6700\u65e9\u7684\u5c01\u95ed\u5f0f\u63a8\u7406\u6a21\u578b\u53ca\u5176\u5de5\u4f5c\u539f\u7406\u80cc\u540e\u7684\u57fa\u672c\u601d\u60f3\u3002<\/section>\n<section><\/section>\n<section><strong>\u6700\u65e9\u7684\u63a8\u7406\u6a21\u578b\uff1ao1 \u548c o1-mini<\/strong><\/section>\n<section><\/section>\n<section>OpenAI \u53d1\u5e03 o1-preview [4, 5] \u65f6\u660e\u786e\u4e86\u4e24\u4ef6\u4e8b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63a8\u7406\u6a21\u578b\u53ef\u4ee5\u975e\u5e38\u51c6\u786e\u5730\u89e3\u51b3\u53ef\u9a8c\u8bc1\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u6570\u5b66\u548c\u7f16\u7a0b\u4efb\u52a1\u3002<\/section>\n<\/li>\n<li>\n<section>\u63a8\u7406\u6a21\u578b\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u65b9\u6cd5\u4e0e\u4f20\u7edf LLM \u7684\u65b9\u6cd5\u622a\u7136\u4e0d\u540c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u957f\u601d\u7ef4\u94fe<\/strong>\u3002\u63a8\u7406\u6a21\u578b\u4e0e\u6807\u51c6 LLM \u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\u5728\u56de\u7b54\u95ee\u9898\u4e4b\u524d\u4f1a\u8fdb\u884c\u300c\u601d\u8003\u300d\u3002\u63a8\u7406\u6a21\u578b\u7684\u601d\u8003\u5c31\u662f LLM \u8f93\u51fa\u7684\u957f\u601d\u7ef4\u94fe\uff08\u6709\u65f6\u4e5f\u88ab\u79f0\u4e3a\u63a8\u7406\u8ff9\u7ebf\u6216\u8f68\u8ff9\uff09\u3002\u957f\u601d\u7ef4\u94fe\u7684\u751f\u6210\u65b9\u5f0f\u4e0e\u4efb\u4f55\u5176\u4ed6\u6587\u672c\u5e8f\u5217\u65e0\u5f02\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u63a8\u7406\u8f68\u8ff9\u8868\u73b0\u51fa\u4e86\u975e\u5e38\u6709\u8da3\u7684\u7279\u6027 \u2014\u2014 \u5b83\u4eec\u66f4\u7c7b\u4f3c\u4e8e\u641c\u7d22\u7b97\u6cd5\u800c\u4e0d\u662f\u539f\u59cb\u6587\u672c\u751f\u6210\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u63a8\u7406\u6a21\u578b\u53ef\u80fd\u4f1a\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ed4\u7ec6\u8003\u8651\u590d\u6742\u95ee\u9898\u7684\u6bcf\u4e2a\u90e8\u5206\u3002<\/section>\n<\/li>\n<li>\n<section>\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u53ef\u89e3\u51b3\u90e8\u5206\u3002<\/section>\n<\/li>\n<li>\n<section>\u6279\u8bc4\u5176\u81ea\u8eab\u7684\uff08\u90e8\u5206\uff09\u89e3\u51b3\u65b9\u6848\u5e76\u53d1\u73b0\u9519\u8bef\u3002<\/section>\n<\/li>\n<li>\n<section>\u63a2\u7d22\u8bb8\u591a\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6709\u5173\u8fd9\u4e9b\u63a8\u7406\u8f68\u8ff9\u7684\u4e00\u4e9b\u5177\u4f53\u793a\u4f8b\uff0c\u8bf7\u53c2\u9605 OpenAI \u535a\u5ba2\uff1ahttps:\/\/openai.com\/index\/learning-to-reason-with-llms\/\u00a0<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cOpenAI \u63a8\u7406\u6a21\u578b\u4f7f\u7528\u7684\u957f\u601d\u7ef4\u94fe\u9690\u85cf\u5728\u5176\u5185\u90e8\uff0c\u8fd9\u610f\u5473\u7740\u5728\u4e0e\u6a21\u578b\u4ea4\u4e92\u65f6\uff0c\u7528\u6237\u770b\u4e0d\u89c1\u5b83\u4eec\u3002\u7528\u6237\u53ea\u80fd\u770b\u5230\u6a21\u578b\u7f16\u5199\u7684\u957f\u601d\u7ef4\u94fe\u6458\u8981\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d7cc42d4bb3e0e1d1323ac9cb134b15a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d7cc42d4bb3e0e1d1323ac9cb134b15a.png\"><\/a><\/section>\n<section>\u63a8\u7406\u6a21\u578b\u7684\u957f\u601d\u7ef4\u94fe\u8f93\u51fa\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u63a7\u5236 LLM \u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\u7684\u7b80\u5355\u65b9\u6cd5\u3002\u5982\u679c\u6211\u4eec\u60f3\u82b1\u8d39\u66f4\u591a\u8ba1\u7b97\u6765\u89e3\u51b3\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u7b80\u5355\u5730\u751f\u6210\u66f4\u957f\u7684\u601d\u7ef4\u94fe\u3002\u540c\u6837\uff0c\u4e0d\u592a\u590d\u6742\u7684\u95ee\u9898\u53ef\u4ee5\u7528\u8f83\u77ed\u7684\u601d\u7ef4\u94fe\u89e3\u51b3\uff0c\u4ece\u800c\u8282\u7701\u63a8\u7406\u65f6\u95f4\u7684\u8ba1\u7b97\u3002<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u80fd\u529b<\/strong>\u3002\u6700\u521d\u7684\u63a8\u7406\u6a21\u578b\u5b9e\u9645\u4e0a\u5728\u8bb8\u591a\u65b9\u9762\u90fd\u4e0d\u5982\u6807\u51c6 LLM\uff0c\u4f46\u5b83\u4eec\u5c06 LLM \u7684\u63a8\u7406\u80fd\u529b\u63d0\u9ad8\u4e86\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002\u4f8b\u5982\uff0co1-preview \u7684\u63a8\u7406\u8868\u73b0\u603b\u662f\u4f18\u4e8e GPT-4o\uff0c\u751a\u81f3\u5728\u5927\u591a\u6570\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e0a\u80fd\u4e0e\u4eba\u7c7b\u4e13\u5bb6\u7684\u8868\u73b0\u76f8\u5ab2\u7f8e\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e9b\u7ed3\u679c\uff0co1-preview \u4f7f\u7528\u6700\u5927\u5316\u7684\u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\u4ee5\u53ca i) \u5355\u4e2a\u8f93\u51fa\u6837\u672c\uff08\u67f1\u72b6\u56fe\u4e3b\u5e72\uff09\u6216 ii) 64 \u4e2a\u5e76\u884c\u8f93\u51fa\u6837\u672c\u4e2d\u7684\u591a\u6570\u6295\u7968\uff08\u67f1\u72b6\u56fe\u589e\u9ad8\u90e8\u5206\uff09\u8fdb\u884c\u8bc4\u4f30\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-277f505c897d623a3a29bedce0f6ea9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-277f505c897d623a3a29bedce0f6ea9c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 o1 \u7cfb\u5217\u6a21\u578b\u4e0e GPT-4o \u5728\u591a\u4e2a\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u6bd4\u8f83\uff0c\u6765\u81ea [5]<\/sup><\/em><\/section>\n<section><\/section>\n<section>o1-preview \u4e4b\u540e\uff0cOpenAI \u7684 o1\uff08preview \u53d1\u5e03\u51e0\u4e2a\u6708\u540e\u53d1\u5e03\u7684 o1 \u7684\u5b8c\u6574\u7248\u672c\uff09\u5728\u7f8e\u56fd\u6570\u5b66\u5965\u6797\u5339\u514b\u8d44\u683c\u8003\u8bd5\uff08AIME 2024\uff09\u4e2d\u540d\u5217\u524d 500 \u540d\uff0c\u5728 Codeforces \u4e0a\u6392\u540d\u5728\u7ade\u8d5b\u4eba\u7c7b\u7a0b\u5e8f\u5458\u7684\u7b2c 11 \u4e2a\u767e\u5206\u4f4d\u4e4b\u5185\u3002\u4f5c\u4e3a\u53c2\u8003\uff0cGPT-4o \u4ec5\u89e3\u51b3\u4e86 12% \u7684 AIME \u95ee\u9898\uff0c\u800c o1 \u89e3\u51b3\u4e86 74% \u5230 93% \u7684\u95ee\u9898\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u63a8\u7406\u8bbe\u7f6e\u3002\u6709\u5173 o1 \u548c GPT-4o \u6027\u80fd\u7684\u66f4\u8be6\u7ec6\u6bd4\u8f83\uff0c\u8bf7\u53c2\u89c1\u4e0b\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-29501e2a25de4c186c4d10142b9dd987.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-29501e2a25de4c186c4d10142b9dd987.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0o1 \u660e\u663e\u4f18\u4e8e GPT-4o\uff08\u6765\u81ea [5]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u540c\u6837\uff0co1-mini\uff08o1 \u7684\u66f4\u4fbf\u5b9c\u3001\u66f4\u5feb\u7684\u7248\u672c\uff09\u4e5f\u5177\u6709\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4e0d\u8fc7\u76f8\u6bd4\u4e8e\u5b8c\u6574\u7248 o1 \u6a21\u578b\uff0c\u5176\u6210\u672c\u964d\u4f4e\u4e86 80%\u3002\u867d\u7136\u4e0e o1 \u76f8\u6bd4\uff0co1-mini \u7684\u4e16\u754c\u77e5\u8bc6\u6709\u9650\uff0c\u4f46\u5b83\u5728\u7f16\u7a0b\u4efb\u52a1\u65b9\u9762\u5c24\u5176\u51fa\u8272\uff0c\u800c\u4e14\u8003\u8651\u5230\u5176\u6548\u7387\uff0c\u5176\u8868\u73b0\u975e\u5e38\u51fa\u8272\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f53\u524d\u6700\u4f73\u7684\u63a8\u7406\u6a21\u578b\uff1ao3 \u548c o3-mini<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-63bd440cbc77bf30cdd54730c440e440.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-63bd440cbc77bf30cdd54730c440e440.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0OpenAI o3 \u5728 ARC-AGI \u4e0a\u7684\u6027\u80fd<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u5ba3\u5e03\u548c\u53d1\u5e03 o1 \u6a21\u578b\u540e\u4e0d\u4e45\uff0cOpenAI \u5ba3\u5e03\u4e86 o3\u2014\u2014o1 \u7cfb\u5217\u4e2d\u6700\u65b0\u7684\u6a21\u578b\u3002\u8fd9\u4e2a\u6a21\u578b\u6700\u521d\u53ea\u662f\u5ba3\u5e03\uff08\u672a\u53d1\u5e03\uff09\u3002\u6211\u4eec\u80fd\u591f\u5728\u51e0\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u57fa\u51c6\u4e0a\u770b\u5230\u8be5\u6a21\u578b\u7684\u6027\u80fd\uff08\u7531 OpenAI \u6d4b\u91cf\uff09\uff0c\u4f46\u5b9e\u9645\u4e0a\u65e0\u6cd5\u4f7f\u7528\u8be5\u6a21\u578b\u3002OpenAI \u53d1\u5e03\u7684\u6307\u6807\u975e\u5e38\u60ca\u4eba\u3002\u4e8b\u5b9e\u4e0a\uff0co3 \u7684\u8868\u73b0\u8ba9\u5f88\u591a\u4eba\u611f\u5230\u9707\u60ca\u3002o3 \u6700\u663e\u8457\u7684\u6210\u5c31\u662f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728 ARC-AGI \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5f97\u5206\u4e3a 87.5%\u2014\u2014AGI \u7684\u300c\u5317\u6781\u661f\u300d\uff0c\u4e94\u5e74\u6765\u4e00\u76f4\u4fdd\u6301\u4e0d\u8d25 \u2014\u2014GPT-4o \u7684\u51c6\u786e\u7387\u4e3a 5%\u3002o3 \u662f\u7b2c\u4e00\u4e2a\u5728 ARC-AGI \u4e0a\u8d85\u8fc7\u4eba\u7c7b\u6c34\u5e73 85% \u7684\u6a21\u578b\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728 SWE-Bench Verified \u4e0a\u7684\u51c6\u786e\u7387\u4e3a 71.7%\uff0c\u5728 Codeforces \u4e0a\u7684 Elo \u5f97\u5206\u4e3a 2727\uff0c\u4f7f o3 \u8dfb\u8eab\u5168\u7403\u524d 200 \u540d\u7ade\u4e89\u6027\u7a0b\u5e8f\u5458\u4e4b\u5217\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728 EpochAI \u7684 FrontierMath \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u51c6\u786e\u7387\u4e3a 25.2%\uff0c\u76f8\u6bd4\u4e4b\u524d\u6700\u4f73\u7684 2.0% \u7684\u51c6\u786e\u7387\u5927\u5e45\u63d0\u9ad8\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u516c\u4f17\u65e0\u6cd5\u8bbf\u95ee o3 \u6a21\u578b\u6765\u9a8c\u8bc1\u4efb\u4f55\u8fd9\u4e9b\u7ed3\u679c\u3002\u5728\u64b0\u5199\u672c\u6587\u65f6\uff0c\u5b8c\u6574\u7684 o3 \u6a21\u578b\u4ecd\u672a\u53d1\u5e03\uff0c\u4f46 OpenAI \u6700\u8fd1\u53d1\u5e03\u4e86\u8be5\u6a21\u578b\u7684\u8f83\u5c0f\u7248\u672c \u2014\u2014o3-mini [6]\u3002<\/section>\n<section><\/section>\n<section>\u4e0e OpenAI \u7684\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u76f8\u6bd4\uff0co3-mini \u66f4\u5177\u6210\u672c\u6548\u76ca\u4e14\u66f4\u6613\u4e8e\u6295\u5165\u751f\u4ea7\u3002\u4f8b\u5982\uff0c\u6b64\u6a21\u578b\u652f\u6301\u51fd\u6570\u8c03\u7528\u3001Web \u641c\u7d22\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u7b49\u529f\u80fd\u3002o3-mini \u8fd8\u5177\u6709\u591a\u79cd\u8bbe\u7f6e\uff0c\u5305\u62ec low\u3001medium \u548c high\uff0c\u8fd9\u6307\u5b9a\u4e86\u7528\u4e8e\u89e3\u51b3\u95ee\u9898\u65f6\u6267\u884c\u7684\u63a8\u7406\u91cf\u3002\u6b64\u8bbe\u7f6e\u53ef\u4ee5\u76f4\u63a5\u5728 API \u8bf7\u6c42\u4e2d\u6307\u5b9a\uff0c\u5e76\u4e14\u8be5\u6a21\u578b\u7684\u8868\u73b0\u975e\u5e38\u60ca\u4eba \u2014\u2014 \u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\u4e0e o1 \u76f8\u5f53\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u63a8\u7406\u5de5\u4f5c\u91cf\u7684\u7ea7\u522b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c547ab29ad556a13151198f57d13645e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c547ab29ad556a13151198f57d13645e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0o3-mini \u6027\u80fd\u8be6\u60c5\uff08\u6765\u81ea [6]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u63a8\u7406\u5de5\u4f5c\u91cf low \u7684 o3-mini \u4e0e o1-mini \u7684\u6027\u80fd\u76f8\u5f53\uff0c\u800c\u63a8\u7406\u5de5\u4f5c\u91cf high \u7684 o3-mini \u7684\u6027\u80fd\u5219\u8d85\u8fc7 OpenAI \u53d1\u5e03\u7684\u6240\u6709\u5176\u4ed6\u63a8\u7406\u6a21\u578b\uff08\u5305\u62ec\u5b8c\u6574\u7248 o1 \u6a21\u578b\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u4e4b\u524d\u7684\u63a8\u7406\u6a21\u578b\u76f8\u6bd4\uff0co3-mini \u8fd8\u5177\u6709\u66f4\u597d\u7684\u4e16\u754c\u77e5\u8bc6\uff08\u5373\u63d0\u9ad8\u4e86\u4e8b\u5b9e\u6027\uff09\uff0c\u6548\u7387\u660e\u663e\u66f4\u9ad8\uff0c\u5e76\u4e14\u5728\u4eba\u7c7b\u504f\u597d\u7814\u7a76\u4e2d\u5f97\u5206\u66f4\u9ad8\u3002\u7279\u522b\u662f\uff0c[6] \u4e2d\u63d0\u5230\uff0c\u5728\u5185\u90e8 A\/B \u6d4b\u8bd5\u671f\u95f4\uff0c\u300co3-mini \u7684\u54cd\u5e94\u901f\u5ea6\u6bd4 o1-mini \u5feb 24%\uff0c\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u4e3a 7.7 \u79d2\uff0c\u800c o3-mini \u4e3a 10.16 \u79d2\u3002\u300do3-mini \u662f OpenAI \u7684 o1 \u5f0f\u63a8\u7406\u6a21\u578b\u4e2d\uff08\u8fc4\u4eca\u4e3a\u6b62\uff09\u53d1\u5e03\u7684\u6700\u9ad8\u6548\u7684\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-30bc6becf3a04415697f892998df9cb0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-30bc6becf3a04415697f892998df9cb0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 o3-mini \u4e0e o1-mini \u5728 STEM \/ \u975e STEM \u63d0\u793a\u8bcd\u4e0a\u7684\u80dc\u7387\uff08\u6765\u81ea [6]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5176\u5b83\u6a21\u578b\u63d0\u4f9b\u65b9\u3002OpenAI \u53d1\u5e03 o1 \u5f0f\u6a21\u578b\u540e\uff0c\u5176\u4ed6\u6a21\u578b\u63d0\u4f9b\u65b9\u4e5f\u8fc5\u901f\u8ddf\u8fdb\u3002\u4f8b\u5982\uff0c\u8c37\u6b4c\u6700\u8fd1\u53d1\u5e03\u4e86\u5b9e\u9a8c\u6027\u7684 Gemini-2.0 Flash Thinking\uff0c\u5b83\u4fdd\u7559\u4e86 Gemini \u6a21\u578b\u7684\u6807\u5fd7\u6027\u957f\u4e0a\u4e0b\u6587 \u2014\u20141M token \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5e76\u5728\u5173\u952e\u53ef\u9a8c\u8bc1\u4efb\u52a1\uff08\u4f8b\u5982 AIME \u548c GPQA\uff09\u4e0a\u53d6\u5f97\u4e86\u53ef\u89c2\u7684\u6307\u6807\u3002\u7136\u800c\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u6027\u80fd\u4ecd\u7136\u843d\u540e\u4e8e o1 \u548c o3-mini\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-77d89fd8dc9e22ad0a464d82f3fec1aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-77d89fd8dc9e22ad0a464d82f3fec1aa.png\"><\/a><\/section>\n<section>\u6700\u8fd1\uff0cGrok-3 \u7684\u63a8\u7406\u6d4b\u8bd5\u7248\u53d1\u5e03\uff0c\u975e\u5e38\u5f15\u4eba\u6ce8\u76ee\u3002\u5982\u4e0b\u6240\u793a\uff0cGrok-3 \u63a8\u7406\u6a21\u578b\u5728 high \u63a8\u7406\u5de5\u4f5c\u91cf\u4e0b\u8d85\u8fc7\u4e86 o3-mini \u7684\u6027\u80fd\uff0c\u751a\u81f3\u5728\u5c11\u6570\u60c5\u51b5\u4e0b\u63a5\u8fd1\u5b8c\u6574\u7684 o3 \u6a21\u578b\uff1b\u4f8b\u5982\uff0cAIME&#8217;24 \u7684\u51c6\u786e\u7387\u4e3a 96%\uff0c\u800c o3 \u7684\u51c6\u786e\u7387\u4e3a 97%\u3002\u4f7f\u7528\u5927\u578b\u65b0\u8ba1\u7b97\u96c6\u7fa4\u8fdb\u884c\u8bad\u7ec3\u7684 Grok-3 \u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff08\u5c24\u5176\u662f\u8003\u8651\u5230 xAI \u7684\u5e74\u8f7b\uff09\u3002\u5728\u64b0\u5199\u672c\u6587\u65f6\uff0cGrok-3 \u7684\u63a8\u7406\u6d4b\u8bd5\u7248\u662f\u4e0e OpenAI \u63a8\u7406\u6a21\u578b\u6700\u63a5\u8fd1\u7684\u7ade\u4e89\u5bf9\u624b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cc7ba9cd90ae34ff0e9f8110cdec37f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cc7ba9cd90ae34ff0e9f8110cdec37f5.png\"><\/a><\/section>\n<section><strong>\u63a8\u7406\u6a21\u578b\u7684\u57fa\u51c6<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fdb\u4e00\u6b65\u4e86\u89e3\u63a8\u7406\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u5b83\u4eec\u7684\u6027\u80fd\u3002\u8981\u771f\u6b63\u4e86\u89e3\u8fd9\u4e9b\u6a21\u578b\u7684\u80fd\u529b\uff0c\u6211\u4eec\u9700\u8981\u505a\u7684\u4e0d\u4ec5\u4ec5\u662f\u67e5\u770b\u6307\u6807 \u2014\u2014 \u6211\u4eec\u9700\u8981\u68c0\u67e5\u8fd9\u4e9b\u6a21\u578b\u6b63\u5728\u89e3\u51b3\u7684\u95ee\u9898\u7684\u5177\u4f53\u793a\u4f8b\u3002\u4f8b\u5982\uff0c\u8003\u8651 GSM8K\uff08\u5982\u4e0b\u6240\u793a\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u5c0f\u5b66\u6c34\u5e73\u7684\u6570\u5b66\u57fa\u51c6\u3002\u8fd9\u4e9b\u95ee\u9898\u53ef\u80fd\u770b\u8d77\u6765\u5fae\u4e0d\u8db3\u9053\uff0c\u4f46 LLM \u4eec\u591a\u5e74\u6765\u4e00\u76f4\u5728\u52aa\u529b\u51c6\u786e\u5730\u89e3\u51b3\u8fd9\u4e2a\u57fa\u51c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b5d357749f13ac1907a0c177c633f714.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b5d357749f13ac1907a0c177c633f714.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0GSM8K \u4e2d\u7684\u793a\u4f8b\u95ee\u9898<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u968f\u7740\u63a8\u7406\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u8fd9\u4e2a\u57fa\u51c6\u5df2\u7ecf\u5b8c\u5168\u9971\u548c \u2014\u2014 \u6211\u4eec\u4e0d\u518d\u80fd\u7528\u5b83\u6765\u6709\u610f\u4e49\u5730\u8bc4\u4f30\u6700\u4f73\u63a8\u7406\u6a21\u578b\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u5f00\u59cb\u7528 LLM \u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1f4e3228c2527a494197634941dd9ce4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1f4e3228c2527a494197634941dd9ce4.png\"><\/a><\/section>\n<section><em>AIME 2024 \u4e2d\u7684\u793a\u4f8b\u95ee\u9898<\/em><\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0c\u8003\u8651 AIME 2024 \u4e2d\u7684\u7b2c 15 \u4e2a\u95ee\u9898\uff0c\u5982\u4e0a\u6240\u793a\u3002\u8fd9\u4e2a\u95ee\u9898\u76f8\u5f53\u590d\u6742\uff0c\u8d85\u8fc7\u4e86 GSM8K \u4e2d\u7684\u7b97\u672f\u63a8\u7406\u95ee\u9898\u3002\u6709\uff08\u81f3\u5c11\uff09\u516d\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6240\u6709\u8fd9\u4e9b\u65b9\u6cd5\u90fd\u9700\u8981\u638c\u63e1\u9ad8\u7ea7\u6570\u5b66\u6280\u5de7\uff08\u4f8b\u5982\u5bfc\u6570\u3001\u6570\u8bba\u6216\u62c9\u683c\u6717\u65e5\u4e58\u6570\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u63a8\u7406\u6a21\u578b\u6b63\u5728\u89e3\u51b3\u7684\u590d\u6742\u57fa\u51c6\u8fd8\u4e0d\u4ec5\u4ec5\u662f\u6570\u5b66\uff01\u4f8b\u5982\uff0cGPQA [7] \u5305\u542b\u6765\u81ea\u591a\u4e2a\u79d1\u5b66\u9886\u57df\u7684\u6570\u767e\u9053\u591a\u9879\u9009\u62e9\u9898\uff1b\u4f8b\u5982\uff0c\u751f\u7269\u5b66\u3001\u7269\u7406\u5b66\u548c\u5316\u5b66\u3002\u6240\u6709\u8fd9\u4e9b\u95ee\u9898\u90fd\u662f\u7531\u9886\u57df\u4e13\u5bb6\u7f16\u5199\u7684\uff0c\u7ecf\u8fc7\u9a8c\u8bc1\uff0c\u5b83\u4eec\u65e2\u975e\u5e38\u56f0\u96be\uff0c\u53c8\u65e0\u6cd5\u901a\u8fc7\u4e92\u8054\u7f51\u641c\u7d22\u627e\u5230\u7b54\u6848\uff0c\u8fd9\u610f\u5473\u7740\u5373\u4f7f\u6709\u8db3\u591f\u7684\u65f6\u95f4\u548c\u4e0d\u53d7\u9650\u5236\u7684\u4e92\u8054\u7f51\u8bbf\u95ee\uff0c\u975e\u4e13\u5bb6\u4e5f\u5f88\u96be\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u300c\u6211\u4eec\u786e\u4fdd\u8fd9\u4e9b\u95ee\u9898\u662f\u9ad8\u8d28\u91cf\u4e14\u6781\u5176\u56f0\u96be\u7684\uff1a\u62e5\u6709\u6216\u6b63\u5728\u653b\u8bfb\u76f8\u5e94\u9886\u57df\u535a\u58eb\u5b66\u4f4d\u7684\u4e13\u5bb6\u7684\u51c6\u786e\u7387\u8fbe\u5230 65%\uff0c\u800c\u6280\u80fd\u5a34\u719f\u7684\u975e\u4e13\u5bb6\u9a8c\u8bc1\u8005\u51c6\u786e\u7387\u4ec5\u4e3a 34%\uff0c\u5e76\u4e14\u4ed6\u4eec\u5373\u4fbf\u53ef\u4ee5\u4e0d\u53d7\u9650\u5236\u5730\u8bbf\u95ee\u7f51\u7edc\uff0c\u4e5f\u5e73\u5747\u82b1\u8d39\u4e86\u8d85\u8fc7 30 \u5206\u949f\u7684\u65f6\u95f4\u3002\u300d &#8211; \u6765\u81ea [7]<\/section>\n<section><\/section>\n<section>ARC-AGI \u57fa\u51c6 \u2014\u2014 \u88ab\u63cf\u8ff0\u4e3a\u300c\u8fc8\u5411 AGI \u7684\u91cd\u8981\u57ab\u811a\u77f3\u300d\u2014\u2014 \u6d89\u53ca\u5404\u79cd\u57fa\u4e8e\u7f51\u683c\u7684\u8c1c\u9898\uff0c\u5176\u4e2d LLM \u5fc5\u987b\u5728\u8f93\u5165\u8f93\u51fa\u7f51\u683c\u4e2d\u5b66\u4e60\u6a21\u5f0f\uff0c\u5e76\u5728\u6700\u7ec8\u8f93\u51fa\u793a\u4f8b\u4e2d\u5b8c\u7f8e\u590d\u5236\u8fd9\u79cd\u5b66\u4e60\u5230\u7684\u6a21\u5f0f\u3002\u5927\u591a\u6570 LLM \u90fd\u5f88\u96be\u89e3\u51b3\u8fd9\u4e9b\u96be\u9898\uff08\u4f8b\u5982\uff0cGPT-4o \u7684\u51c6\u786e\u7387\u4ec5\u4e3a 5%\uff09\uff0c\u4f46\u63a8\u7406\u6a21\u578b\u5728\u8fd9\u4e2a\u57fa\u51c6\u4e0a\u8868\u73b0\u76f8\u5f53\u4e0d\u9519 \u2014\u2014 \u51c6\u786e\u7387\u53ef\u8fbe 30-90%\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u8ba1\u7b97\u9884\u7b97\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-664565ae49983b68170a6d0da8817305.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-664565ae49983b68170a6d0da8817305.png\"><\/a><\/section>\n<section>\u81f3\u5c11\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u4e9b\u662f\u63a8\u7406 LLM \u5f00\u59cb\u89e3\u51b3\u7684\u4e0d\u540c\u7ea7\u522b\u7684\uff08\u975e\u5e73\u51e1\uff09\u95ee\u9898\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u96be\u5ea6\u5f88\u5927\uff0c\u4f46\u73b0\u4ee3\u63a8\u7406\u6a21\u578b\u7684\u80fd\u529b\u4e5f\u5f88\u5f3a \u2014\u2014 \u636e\u62a5\u9053\uff0cOpenAI \u7684 o3 \u6a21\u578b\u5728 AIME 2024 \u4e0a\u53d6\u5f97\u4e86\u8fd1 97% \u7684\u5206\u6570\u3002\u5728\u4eba\u5de5\u68c0\u67e5\u5176\u4e2d\u4e00\u4e9b\u95ee\u9898\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u771f\u6b63\u7406\u89e3\u8fd9\u4e2a\u7ed3\u679c\u7684\u91cd\u8981\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u6a21\u578b\u57fa\u7840<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u4e0a\u9762\u4ecb\u7ecd\u7684\u63a8\u7406\u6a21\u578b\u663e\u7136\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u90fd\u662f\u5c01\u95ed\u6a21\u578b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4e0d\u77e5\u9053\u5b83\u4eec\u5b9e\u9645\u4e0a\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002\u6211\u4eec\u5f97\u5230\u7684\u552f\u4e00\u4fe1\u606f\u662f\u4e0a\u9762\u7684\u5f15\u6587\u548c\u5982\u4e0b\u6240\u793a\u7684\u56fe\u8868\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7b43b6d791163b48ffbee8e6a70f4d27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7b43b6d791163b48ffbee8e6a70f4d27.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\uff08\u6765\u81ea [5]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u4ece\u8fd9\u4e9b\u6709\u9650\u7684\u4fe1\u606f\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u4e00\u4e9b\u6709\u7528\u7684\u7ed3\u8bba\u3002\u4e3b\u8981\u800c\u8a00\uff0c\u6269\u5c55\u63a8\u7406\u6a21\u578b\u6d89\u53ca\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u66f4\u591a\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<li>\n<section>\u66f4\u591a\u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\uff08\u5373\u63a8\u7406\u65f6\u95f4\u6269\u5c55\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5c3d\u7ba1 OpenAI \u5e76\u672a\u900f\u9732\u6269\u5c55\u63a8\u7406\u6a21\u578b\u8fd9\u4e24\u4e2a\u7ec4\u4ef6\u7684\u65b9\u6cd5\u80cc\u540e\u7684\u8bb8\u591a\u7ec6\u8282\uff0c\u4f46\u4ecd\u6709\u5927\u91cf\u5173\u4e8e\u6b64\u4e3b\u9898\u7684\u7814\u7a76\u53d1\u8868\u3002\u4e3a\u4e86\u63d0\u4f9b\u66f4\u591a\u80cc\u666f\u4fe1\u606f\uff0c\u8ba9\u6211\u4eec\u7b80\u8981\u4ecb\u7ecd\u4e00\u4e0b\u5176\u4e2d\u4e00\u4e9b\u5de5\u4f5c\uff0c\u52a0\u4e0a OpenAI \u5206\u4eab\u7684\u7ec6\u8282\uff0c\u53ef\u4ee5\u8ba9\u6211\u4eec\u5927\u81f4\u4e86\u89e3\u63a8\u7406\u6a21\u578b\u8bad\u7ec3\u548c\u4f7f\u7528\u7684\u4e00\u4e9b\u5173\u952e\u6982\u5ff5\u3002<\/section>\n<section><\/section>\n<section><strong>\u5177\u6709\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60<\/strong><\/section>\n<section><\/section>\n<section>\u5173\u4e8e o1 \u5f0f\u6a21\u578b\uff0c\u6211\u4eec\u5e94\u8be5\u6ce8\u610f\u5230\u7684\u4e00\u4e2a\u7ec6\u8282\u662f\uff0c\u5b83\u4eec\u4e3b\u8981\u7528\u4e8e\u672c\u8d28\u4e0a\u53ef\u9a8c\u8bc1\u7684\u95ee\u9898\u5e76\u6839\u636e\u8fd9\u4e9b\u95ee\u9898\u8fdb\u884c\u8bc4\u4f30\uff1b\u4f8b\u5982\u6570\u5b66\u548c\u7f16\u7a0b\u3002\u4f46\u662f\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u300c\u53ef\u9a8c\u8bc1\uff08verifiable\uff09\u300d\u5230\u5e95\u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u6211\u4eec\u5047\u8bbe\u6211\u4eec\u53ef\u4ee5\u83b7\u53d6 i\uff09\u95ee\u9898\u7684\u57fa\u672c\u7b54\u6848\u6216 ii\uff09\u53ef\u7528\u4e8e\u9a8c\u8bc1\u6b63\u786e\u6027\u7684\u67d0\u4e9b\u57fa\u4e8e\u89c4\u5219\u7684\u6280\u672f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9d5fb093c39dacaf336826d73f026d4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9d5fb093c39dacaf336826d73f026d4a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u901a\u8fc7\u7cbe\u786e\u5b57\u7b26\u4e32\u5339\u914d\u9a8c\u8bc1\u6570\u5b66\u95ee\u9898<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4e3a\u5927\u591a\u6570\u6570\u5b66\u95ee\u9898\u5b9a\u4e49\u4e00\u4e2a\u57fa\u672c\u7b54\u6848 \u2014\u2014 \u5728 GSM8K \u4e2d\uff0c\u8fd9\u662f\u4f7f\u7528 ####  \u8bed\u6cd5\u5b8c\u6210\u7684\u3002\u7136\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece LLM \u7684\u8f93\u51fa\u4e2d\u63d0\u53d6\u6700\u7ec8\u7b54\u6848\uff0c\u5e76\u4f7f\u7528\u57fa\u672c\u5b57\u7b26\u4e32\u5339\u914d\u5c06\u6b64\u7b54\u6848\u4e0e ground truth \u7b54\u6848\u8fdb\u884c\u6bd4\u8f83\uff1b\u89c1\u4e0a\u56fe\u3002\u7c7b\u4f3c\u5730\uff0c\u5982\u679c\u6211\u4eec\u4e3a\u7f16\u7a0b\u95ee\u9898\u51c6\u5907\u4e86\u6d4b\u8bd5\u7528\u4f8b\uff0c\u6211\u4eec\u53ef\u4ee5\u7b80\u5355\u5730\u6267\u884c\u7531 LLM \u751f\u6210\u7684\u4ee3\u7801\u5e76\u68c0\u67e5\u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5426\u6ee1\u8db3\u6240\u6709\u6d4b\u8bd5\u7528\u4f8b\u3002<\/section>\n<section><\/section>\n<section>\u300c\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLVR\uff09\u53ef\u4ee5\u770b\u4f5c\u662f\u73b0\u6709\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u65b9\u6cd5\u7684\u7b80\u5316\u5f62\u5f0f\u6216\u5177\u6709\u6267\u884c\u53cd\u9988\u7684\u66f4\u7b80\u5355\u5f62\u5f0f\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u5176\u4e2d\u6211\u4eec\u53ea\u9700\u4f7f\u7528\u7b54\u6848\u5339\u914d\u6216\u7ea6\u675f\u9a8c\u8bc1\u4f5c\u4e3a\u4e8c\u8fdb\u5236\u4fe1\u53f7\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u300d &#8211; \u6765\u81ea [13]<\/section>\n<section><\/section>\n<section>\u8bf4\u4e00\u4e2a\u9886\u57df\u662f\u300c\u53ef\u9a8c\u8bc1\u7684\u300d\u5e76\u4e0d\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u81ea\u52a8\u9a8c\u8bc1\u8be5\u9886\u57df\u95ee\u9898\u7684\u4efb\u610f\u89e3\u51b3\u65b9\u6848\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u8bbf\u95ee ground truth \u7b54\u6848\uff08\u901a\u5e38\u4ece\u4eba\u7c7b\u90a3\u91cc\u83b7\u5f97\uff09\u8fdb\u884c\u9a8c\u8bc1\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u6709\u4e9b\u884c\u4e3a\u53ef\u4ee5\u4f7f\u7528\u7b80\u5355\u89c4\u5219\u800c\u4e0d\u662f ground truth \u6765\u9a8c\u8bc1\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4e00\u7ec4\u786c\u7f16\u7801\u89c4\u5219\u6267\u884c\u7b80\u5355\u68c0\u67e5\u6765\u786e\u5b9a\u63a8\u7406\u6a21\u578b\u662f\u5426\u5177\u6709\u6b63\u786e\u7684\u8f93\u51fa\u683c\u5f0f\u3001\u662f\u5426\u9075\u5faa\u67d0\u4e9b\u6307\u4ee4\u6216\u662f\u5426\u4ea7\u751f\u7279\u5b9a\u957f\u5ea6\u7684\u8f93\u51fa\uff08\u4f8b\u5982\uff0co3-mini \u4f7f\u7528\u7684 low\u3001medium \u6216 high \u63a8\u7406\u5de5\u4f5c\u91cf\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u9a8c\u8bc1\u590d\u6742\u6027<\/strong>\u3002\u6839\u636e\u6211\u4eec\u6b63\u5728\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u9a8c\u8bc1 LLM \u7684\u8f93\u51fa\u53ef\u80fd\u4f1a\u53d8\u5f97\u975e\u5e38\u590d\u6742\u3002\u5373\u4f7f\u5bf9\u4e8e\u6570\u5b66\u95ee\u9898\uff0c\u9a8c\u8bc1 LLM \u7684\u7b54\u6848\u4e0e\u57fa\u672c\u4e8b\u5b9e\u4e4b\u95f4\u7684\u5339\u914d\u4e5f\u5f88\u56f0\u96be\u3002\u4f8b\u5982\uff0c\u89e3\u7b54\u53ef\u80fd\u4ee5\u4e0d\u540c\u7684\u5f62\u5f0f\u6216\u683c\u5f0f\u5448\u73b0\uff0c\u4ece\u800c\u5bfc\u81f4\u5047\u9634\u6027\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u7b80\u5355\u7684\u5b57\u7b26\u4e32\u5339\u914d\u53ef\u80fd\u8fd8\u4e0d\u591f\uff01\u76f8\u53cd\uff0c\u6211\u4eec\u53ef\u4ee5\u63d0\u793a LLM\uff0c\u8ba9\u5176\u544a\u8bc9\u6211\u4eec\u8fd9\u4e24\u4e2a\u89e3\u662f\u5426\u5339\u914d\uff0c\u8fd9\u5df2\u88ab\u53d1\u73b0\u53ef\u4ee5\u5927\u5927\u51cf\u5c11\u4e0d\u6b63\u786e\u7684\u9a8c\u8bc1 [14]\u3002\u5bf9\u4e8e\u4ee3\u7801\uff0c\u5b9e\u73b0\u9a8c\u8bc1\u4e5f\u5f88\u56f0\u96be \u2014\u2014 \u5b83\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u6570\u636e\u7ba1\u9053\uff0c\u5e76\u4e14\u5176\u8981\u975e\u5e38\u6709\u6548\u5730\u5728\u8bad\u7ec3\u8bbe\u7f6e\u4e2d\u6267\u884c\u548c\u9a8c\u8bc1\u6d4b\u8bd5\u7528\u4f8b\u3002<\/section>\n<section><\/section>\n<section><strong>\u795e\u7ecf\u9a8c\u8bc1<\/strong>\u3002\u9664\u4e86\u4e0a\u9762\u6982\u8ff0\u7684\u53ef\u9a8c\u8bc1\u95ee\u9898\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u8003\u8651\u8f83\u5f31\u7684\u9a8c\u8bc1\u5f62\u5f0f\u3002\u4f8b\u5982\uff0c\u521b\u610f\u5199\u4f5c\u662f\u4e00\u9879\u96be\u4ee5\u9a8c\u8bc1\u7684\u4efb\u52a1\u3002\u4f46\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bad\u7ec3\u795e\u7ecf\u5956\u52b1\u6a21\u578b\u6216\u9a8c\u8bc1\u5668\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u6b64\u6a21\u578b\u5bf9 LLM \u8f93\u51fa\u8fdb\u884c\u8bc4\u5206\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u9884\u6d4b\u5206\u6570\u4f5c\u4e3a\u5956\u52b1\u6216\u9a8c\u8bc1\u4fe1\u53f7\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u6837\u7684\u8bbe\u7f6e\u4e0e\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u975e\u5e38\u76f8\u4f3c\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4f1a\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u6839\u636e\u6a21\u578b\u54cd\u5e94\u7684\u6b63\u786e\u6027\u6216\u8d28\u91cf\u6267\u884c\u4e8c\u5143\u9a8c\u8bc1\u3002\u4f46\u662f\uff0c\u4f7f\u7528\u795e\u7ecf\u9a8c\u8bc1\u5668\u4f1a\u6709\u5956\u52b1 hacking \u7684\u98ce\u9669\uff0c\u5c24\u5176\u662f\u5728\u6267\u884c\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u65f6\u3002\u6a21\u578b\u7684\u8bad\u7ec3\u65f6\u95f4\u66f4\u957f\uff0c\u5e76\u4e14\u4f1a\u5bf9\u5956\u52b1\u56fe\u666f\u8fdb\u884c\u66f4\u591a\u63a2\u7d22\uff0c\u4ece\u800c\u589e\u52a0\u4e86\u5956\u52b1 hacking \u7684\u98ce\u9669\u3002\u56e0\u6b64\uff0c\u8bb8\u591a\u6700\u8fd1\u7684\u63a8\u7406\u6a21\u578b\u90fd\u907f\u5f00\u4e86\u8fd9\u79cd\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u300c\u6211\u4eec\u5728\u5f00\u53d1 DeepSeek-R1-Zero \u65f6\u6ca1\u6709\u5e94\u7528\u795e\u7ecf\u5956\u52b1\u6a21\u578b\uff0c\u56e0\u4e3a\u6211\u4eec\u53d1\u73b0\u795e\u7ecf\u5956\u52b1\u6a21\u578b\u5728\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u53d7\u5230\u5956\u52b1 hacking \u653b\u51fb\u7684\u5f71\u54cd\uff0c\u800c\u91cd\u65b0\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u9700\u8981\u989d\u5916\u7684\u8bad\u7ec3\u8d44\u6e90\uff0c\u8fd9\u4f1a\u4f7f\u6574\u4e2a\u8bad\u7ec3\u6d41\u7a0b\u53d8\u5f97\u590d\u6742\u3002\u300d &#8211; \u6765\u81ea [1]<\/section>\n<section><\/section>\n<section><strong>\u7528\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u5b66\u4e60<\/strong>\u3002\u6211\u4eec\u73b0\u5728\u4e86\u89e3\u4e86\u9a8c\u8bc1\uff0c\u4f46\u5982\u4f55\u4f7f\u7528\u9a8c\u8bc1\u6765\u8bad\u7ec3 LLM\uff1f\u601d\u8def\u5f88\u7b80\u5355\uff1a\u76f4\u63a5\u5c06\u9a8c\u8bc1\u7ed3\u679c\u7528\u4f5c\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\u7684\u5956\u52b1\u4fe1\u53f7\u3002\u6709\u5f88\u591a\u4e0d\u540c\u7684\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e2a\u601d\u8def\uff08\u4f8b\u5982\uff0c\u8fc7\u7a0b\u5956\u52b1\u6216\u7eaf\u5f3a\u5316\u5b66\u4e60\uff09\uff0c\u4f46\u5b83\u4eec\u7684\u5171\u540c\u4e3b\u9898\u662f\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6839\u636e\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u5b66\u4e60\u3002\u8fd9\u662f\u6240\u6709\u73b0\u4ee3\u63a8\u7406\u6a21\u578b\u6839\u57fa\u7684\u57fa\u672c\u6982\u5ff5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5fc097f43a4654226937788d826d10cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5fc097f43a4654226937788d826d10cb.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\uff08\u6765\u81ea [13]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u4ece\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u4e2d\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u53c2\u8003 Sasha Rush \u7684\u8fd9\u4e2a\u89c6\u9891\uff1ahttps:\/\/youtu.be\/6PEJ96k1kiw<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u65f6\u95f4\u7b56\u7565\uff1a\u601d\u8def\u94fe\u548c\u89e3\u7801<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e24\u79cd\u57fa\u672c\u65b9\u6cd5\u6765\u589e\u52a0\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u65f6\u6d88\u8017\u7684\u8ba1\u7b97\u91cf\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u751f\u6210\u66f4\u591a token\uff08\u5373\u66f4\u957f\u7684\u8f93\u51fa\u5e8f\u5217\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>\u751f\u6210\u591a\u4e2a\u8f93\u51fa\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u66f4\u8be6\u7ec6\u5730\u4ecb\u7ecd\u8fd9\u4e9b\u6280\u672f\uff0c\u63a2\u7d22\u5982\u4f55\u901a\u8fc7\u601d\u7ef4\u94fe\u548c\u4e0d\u540c\u7684\u89e3\u7801\u7b56\u7565\uff08\u5982\u5e76\u884c\u89e3\u7801\u4e0e\u987a\u5e8f\u89e3\u7801\uff09\u5728 LLM \u4e2d\u5b9e\u9645\u5b9e\u73b0\u5b83\u4eec\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d7fd555f5ab80611c0d723445681b4f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d7fd555f5ab80611c0d723445681b4f1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\uff08\u6765\u81ea [8]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u601d\u7ef4\u94fe<\/strong>\u3002\u6211\u4eec\u5df2\u7ecf\u77e5\u9053\u63a8\u7406\u6a21\u578b\u4f7f\u7528\u957f\u601d\u7ef4\u94fe\u4f5c\u4e3a\u63a8\u7406\u5a92\u4ecb\u3002\u5728 [8] \u4e2d\u63d0\u51fa\uff0c\u6700\u7b80\u5355\u7684\u5c42\u9762\u4e0a\uff0c\u601d\u7ef4\u94fe\u53ea\u662f LLM \u4e3a\u5176\u81ea\u8eab\u8f93\u51fa\u63d0\u4f9b\u7684\u4e00\u79cd\u89e3\u91ca\u3002\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e9b\u89e3\u91ca\u662f\u5728 LLM \u751f\u6210\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\u7f16\u5199\u7684\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u65f6\u5c06\u5176\u89e3\u91ca\u7528\u4f5c\u4e0a\u4e0b\u6587\u3002<\/section>\n<section><\/section>\n<section>\u63a8\u7406\u6a21\u578b\u4f7f\u7528\u7684\u957f\u601d\u7ef4\u94fe\u4e0e\u6807\u51c6\u601d\u7ef4\u94fe\u6709\u5f88\u5927\u4e0d\u540c\u3002\u6807\u51c6\u601d\u7ef4\u94fe\u7b80\u6d01\u6613\u8bfb\u3002\u957f\u601d\u7ef4\u94fe\u6709\u51e0\u5343\u4e2a token\u3002\u867d\u7136\u5b83\u53ef\u4ee5\u7528\u4e8e\u89e3\u91ca\u6a21\u578b\uff0c\u4f46\u957f\u601d\u7ef4\u94fe\u5e76\u672a\u9488\u5bf9\u4eba\u7c7b\u53ef\u8bfb\u6027\u8fdb\u884c\u4f18\u5316\u3002\u76f8\u53cd\uff0c\u5b83\u662f\u4e00\u79cd\u5bbd\u6cdb\u7684\u63a8\u7406\u8f68\u8ff9\uff0c\u4ee5\u8be6\u7ec6\u7684\u65b9\u5f0f\u89e3\u51b3\u95ee\u9898\uff0c\u5e76\u5305\u542b\u5404\u79cd\u590d\u6742\u7684\u63a8\u7406\u884c\u4e3a\uff08\u4f8b\u5982\uff0c\u56de\u6eaf\u548c\u81ea\u6211\u4f18\u5316\uff09\u3002<\/section>\n<section><\/section>\n<section>\u300c\u6211\u4eec\u51b3\u5b9a\u4e0d\u5411\u7528\u6237\u5c55\u793a\u539f\u59cb\u7684\u601d\u7ef4\u94fe\u2026\u2026 \u6211\u4eec\u52aa\u529b\u901a\u8fc7\u6559\u5bfc\u6a21\u578b\u4ece\u7b54\u6848\u4e2d\u7684\u601d\u7ef4\u94fe\u4e2d\u91cd\u73b0\u6709\u7528\u7684\u60f3\u6cd5\u6765\u90e8\u5206\u5f25\u8865 [\u8fd9\u4e00\u51b3\u5b9a]\u3002\u5bf9\u4e8e o1 \u6a21\u578b\u7cfb\u5217\uff0c\u6211\u4eec\u4f1a\u5c55\u793a\u6a21\u578b\u751f\u6210\u7684\u601d\u7ef4\u94fe\u6458\u8981\u3002\u300d &#8211; \u6765\u81ea [5]<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u63a8\u7406\u6a21\u578b\u4f1a\u5728\u903b\u8f91\u4e0a\u5c06\u5176\u601d\u7ef4\u94fe\u4e0e\u6a21\u578b\u7684\u6700\u7ec8\u8f93\u51fa\u5206\u5f00\u3002\u4f8b\u5982\uff0cOpenAI \u4e0d\u4f1a\u5411\u7528\u6237\u5c55\u793a\u957f\u601d\u7ef4\u94fe\uff0c\u800c\u662f\u63d0\u4f9b LLM \u751f\u6210\u7684\u957f\u601d\u7ef4\u94fe\u6458\u8981\u6765\u8865\u5145\u63a8\u7406\u6a21\u578b\u7684\u6700\u7ec8\u7b54\u6848\u3002\u7531\u4e8e\u601d\u7ef4\u94fe\u7684\u957f\u5ea6\uff0c\u8fd9\u79cd\u903b\u8f91\u5206\u79bb\u662f\u6709\u5fc5\u8981\u7684\u3002\u5927\u591a\u6570\u7528\u6237\u53ea\u4f1a\u9605\u8bfb\u6700\u7ec8\u7b54\u6848 \u2014\u2014 \u9605\u8bfb\u6574\u4e2a\u63a8\u7406\u8f68\u8ff9\u5c06\u975e\u5e38\u8017\u65f6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-18c28ff7579135bb0c449a712874e8fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-18c28ff7579135bb0c449a712874e8fe.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [15]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5e76\u884c\u89e3\u7801<\/strong>\u3002\u4e3a\u4e86\u63d0\u9ad8 LLM \u6700\u7ec8\u8f93\u51fa\u7684\u51c6\u786e\u6027\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5e76\u884c\u89e3\u7801\u6280\u672f\u3002\u601d\u8def\u5f88\u7b80\u5355\uff1a\u4e0d\u4f7f\u7528 LLM \u751f\u6210\u5355\u4e2a\u8f93\u51fa\uff0c\u800c\u662f\u751f\u6210\u591a\u4e2a\u8f93\u51fa\u5e76\u805a\u5408\u8fd9\u4e9b\u8f93\u51fa\u4ee5\u5f62\u6210\u5355\u4e2a\u6700\u7ec8\u7b54\u6848\u3002\u8fd9\u79cd\u805a\u5408\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b8c\u6210\uff1b\u4f8b\u5982\uff0c\u4f7f\u7528\u591a\u6570\u6295\u7968\u6216\u5171\u8bc6\u3001\u4f7f\u7528\u52a0\u6743\u6295\u7968\u3001\u4f7f\u7528\u795e\u7ecf\u5956\u52b1\u6a21\u578b\u6216\u9a8c\u8bc1\u5668\uff08\u5373\u4e5f\u79f0\u4e3a Best-of-N \u6216\u62d2\u7edd\u91c7\u6837\uff09\u6216\u5176\u4ed6\u7279\u5b9a\u9886\u57df\u7b97\u6cd5\u627e\u5230\u6700\u4f73\u8f93\u51fa\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u65b9\u6cd5\u7684\u4e3b\u8981\u597d\u5904\u662f\u7b80\u5355\u53c8\u6709\u6548\u3002\u5e76\u884c\u89e3\u7801\u5f88\u5bb9\u6613\u6269\u5c55\uff1a\u6211\u4eec\u53ea\u9700\u751f\u6210\u3001\u9a8c\u8bc1\u548c\u805a\u5408\u5927\u91cf\u8f93\u51fa\uff0c\u5c31\u80fd\u5f97\u5230\u6709\u610f\u4e49\u7684\u6027\u80fd\u63d0\u5347 [9, 10, 11]\u3002o1 \u5f0f\u6a21\u578b\u663e\u7136\u4f7f\u7528\u4e86\u5e76\u884c\u89e3\u7801\u6280\u672f \u2014\u2014 \u53ea\u9700\u67e5\u770b\u5176\u535a\u5ba2\u4e2d\u63d0\u4f9b\u7684\u56fe\u8868\u7ec6\u8282\uff08\u5982\u4e0b\u6240\u793a\uff09\uff01\u4f46\u662f\uff0c\u5e76\u884c\u89e3\u7801\u6280\u672f\u672c\u8eab\u65e0\u6cd5\u89e3\u91ca\u6700\u8fd1\u53d1\u5e03\u7684\u63a8\u7406\u6a21\u578b\u6240\u8868\u73b0\u51fa\u7684\u4e00\u4e9b\u66f4\u590d\u6742\u7684\u63a8\u7406\u884c\u4e3a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2e1515538bcaf54372bfc7e4a6ba6a85.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2e1515538bcaf54372bfc7e4a6ba6a85.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [5]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u5c06\u62d2\u7edd\u91c7\u6837\u7684\u601d\u60f3\u5e94\u7528\u4e8e\u8bad\u7ec3\uff08\u5373\u8bad\u7ec3\u4e0e\u6d4b\u8bd5\u65f6\u95f4\u62d2\u7edd\u91c7\u6837\uff09\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u53ea\u9700\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u91c7\u6837\u51e0\u4e2a\u8f93\u51fa\u6216\u8f68\u8ff9\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u5956\u52b1\u6a21\u578b\uff08\u6216\u5176\u4ed6\u8bc4\u5206\u673a\u5236\uff09\u9009\u62e9\u6700\u4f73\u8f93\u51fa\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u8fd9\u4e9b\u8f93\u51fa\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5f88\u5e38\u7528\uff1b\u4f8b\u5982\uff0cLLaMA \u6a21\u578b\u5728\u5e94\u7528 RLHF \u4e4b\u524d\uff0c\u4f1a\u5728\u5176\u540e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6267\u884c\u51e0\u8f6e\u8bad\u7ec3\u65f6\u95f4\u62d2\u7edd\u91c7\u6837\u3002\u62d2\u7edd\u91c7\u6837\u5728\u5b9e\u8df5\u4e2d\u975e\u5e38\u6709\u6548\uff0c\u4e0e\u57fa\u4e8e PPO \u7684 RLHF \u76f8\u6bd4\uff0c\u5b83\u66f4\u5bb9\u6613\u5b9e\u73b0\u548c\u6269\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>\u81ea\u6211\u4f18\u5316<\/strong>\u3002\u9664\u4e86\u5e76\u884c\u89e3\u7801\u4e4b\u5916\uff0c\u8fd8\u53ef\u4ee5\u8003\u8651\u4e3a\u89e3\u7801\u91c7\u7528\u6279\u8bc4\u6216\u81ea\u6211\u4f18\u5316\u7b56\u7565\u3002\u9996\u5148\uff0cLLM \u751f\u6210\u521d\u59cb\u54cd\u5e94\u3002\u7136\u540e\uff0c\u4e3a\u54cd\u5e94\u63d0\u4f9b\u53cd\u9988\uff08\u6765\u81ea LLM \u6216\u67d0\u4e9b\u5916\u90e8\u6765\u6e90\uff09\uff0cLLM \u53ef\u4ee5\u6839\u636e\u53cd\u9988\u4fee\u6539\u5176\u54cd\u5e94\u3002\u6b64\u5faa\u73af\u53ef\u4ee5\u91cd\u590d\u4efb\u610f\u6b21\u6570\uff1b\u53c2\u89c1\u4e0b\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ead14419d259de2409cf3e0ae500dc97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ead14419d259de2409cf3e0ae500dc97.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [15]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u76ee\u524d\u5df2\u6709\u4e0d\u540c\u7684\u4f18\u5316\u65b9\u6cd5\uff0c\u4f46\u5b83\u4eec\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\u4e24\u7c7b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5916\u90e8\u5f0f\uff1a\u53cd\u9988\u6765\u81ea\u67d0\u4e9b\u5916\u90e8\u9a8c\u8bc1\u5668\u6216\u6a21\u5757\u3002<\/section>\n<\/li>\n<li>\n<section>\u5185\u90e8\u5f0f\uff1aLLM \u4e3a\u5176\u81ea\u8eab\u751f\u6210\u63d0\u4f9b\u53cd\u9988\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f18\u5316\u7684\u7ed3\u679c\u548c\u5b9e\u9645\u6548\u679c\u6709\u4e9b\u590d\u6742\u3002\u6709\u8bb8\u591a\u4f7f\u7528\u5916\u90e8\u53cd\u9988\uff08\u4f8b\u5982\u6765\u81ea\u9a8c\u8bc1\u5668 [16] \u6216\u4ee3\u7801\u89e3\u91ca\u5668 [17]\uff09\u6765\u4f18\u5316 LLM \u8f93\u51fa\u7684\u6210\u529f\u6848\u4f8b\u3002\u5185\u90e8\u4f18\u5316\u662f\u5426\u6709\u6548\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e LLM \u63d0\u4f9b\u7684\u53cd\u9988\u8d28\u91cf\u3002\u5185\u90e8\u4f18\u5316\u53ef\u4ee5\u5f88\u597d\u5730\u5b8c\u6210\u7b80\u5355\u4efb\u52a1 [18]\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5f88\u96be\u6cdb\u5316\u5230\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff08\u4f8b\u5982\u6570\u5b66\uff09[19]\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f00\u653e\u5f0f\u63a8\u7406\u6a21\u578b\uff1aDeepSeek-R1 \u7b49<\/strong><\/section>\n<section><\/section>\n<section>\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\u4e86 LLM \u83b7\u5f97\u63a8\u7406\u80fd\u529b\u7684\u57fa\u672c\u6982\u5ff5\u3002\u7136\u800c\uff0c\u6211\u4eec\u6240\u4e86\u89e3\u7684\u6240\u6709\u6a21\u578b\u90fd\u662f\u5c01\u95ed\u7684 \u2014\u2014 \u6211\u4eec\u65e0\u6cd5\u77e5\u9053\u8fd9\u4e9b\u6a21\u578b\u7a76\u7adf\u662f\u5982\u4f55\u521b\u5efa\u7684\u3002\u5e78\u8fd0\u7684\u662f\uff0c\u6700\u8fd1\u53d1\u5e03\u4e86\u51e0\u4e2a\u5f00\u653e\u5f0f\u63a8\u7406\u6a21\u578b\u3002\u8fd9\u4e9b\u6a21\u578b\u4e2d\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u662f DeepSeek-R1 [1]\u3002\u9664\u4e86\u4e0e OpenAI o1 \u76f8\u5ab2\u7f8e\u7684\u6027\u80fd\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u9644\u5e26\u4e86\u4e00\u4efd\u5b8c\u6574\u7684\u6280\u672f\u62a5\u544a\uff0c\u5176\u4e2d\u63d0\u4f9b\u4e86\u8db3\u591f\u7684\u7ec6\u8282\uff0c\u56e0\u6b64\u5b8c\u5168\u63ed\u5f00\u4e86\u521b\u5efa\u5f3a\u5927\u63a8\u7406\u6a21\u578b\u6240\u9700\u8fc7\u7a0b\u7684\u795e\u79d8\u9762\u7eb1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0e8a8ab3ed0848ef2db224e7b5959790.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0e8a8ab3ed0848ef2db224e7b5959790.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>DeepSeek-R1 \u80cc\u540e\u7684\u6838\u5fc3\u601d\u60f3\u4e0e\u6211\u4eec\u8fc4\u4eca\u4e3a\u6b62\u5b66\u5230\u7684\u77e5\u8bc6\u975e\u5e38\u543b\u5408\u3002\u8be5\u6a21\u578b\u5728\u53ef\u9a8c\u8bc1\u4efb\u52a1\u4e0a\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b83\u5b66\u4e60\u5229\u7528\u957f\u601d\u7ef4\u94fe\u6765\u89e3\u51b3\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\u3002\u6709\u8da3\u7684\u662f\uff0c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u662f\u8be5\u6a21\u578b\u5f3a\u5927\u63a8\u7406\u80fd\u529b\u7684\u5173\u952e\u56e0\u7d20\u3002\u8be5\u6a21\u578b\u7684\u591a\u4e2a\u7248\u672c \u2014\u2014DeepSeek-R1-Zero \u548c DeepSeek-R1\u2014\u2014 \u90fd\u5df2\u53d1\u5e03\uff0c\u5177\u6709\u76f8\u5f53\u7684\u63a8\u7406\u80fd\u529b\u3002\u6b63\u5982\u6211\u4eec\u5c06\u770b\u5230\u7684\uff0c\u5b83\u662f\u8fd9\u7c7b\u6a21\u578b\u4e2d\u7b2c\u4e00\u4e2a\u5b8c\u5168\u653e\u5f03\u4e86\u4efb\u4f55\u76d1\u7763\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u8868\u660e\u590d\u6742\u7684\u63a8\u7406\u80fd\u529b\u53ef\u81ea\u7136\u5730\u4ece\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7684\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u6d8c\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u300cDeepSeek-R1-Zero \u662f\u4e00\u79cd\u901a\u8fc7\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u6ca1\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4f5c\u4e3a\u521d\u6b65\u6b65\u9aa4\uff0c\u5b83\u5c55\u793a\u4e86\u975e\u51e1\u7684\u63a8\u7406\u80fd\u529b\u3002\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0cDeepSeek-R1-Zero \u81ea\u7136\u5730\u6d8c\u73b0\u51fa\u4e86\u8bb8\u591a\u5f3a\u5927\u800c\u6709\u8da3\u7684\u63a8\u7406\u884c\u4e3a\u3002\u300d &#8211; \u6765\u81ea [1]<\/section>\n<section><\/section>\n<section><strong>DeepSeek-v3<\/strong>\u3002DeepSeek-R1-Zero \u548c DeepSeek-R1 \u90fd\u59cb\u4e8e\u4e00\u4e2a\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff1aDeepSeek-v3 [2]\u3002\u9664\u4e86\u5177\u6709\u5f00\u653e\u6743\u91cd\u548c\u8be6\u7ec6\u7684\u6280\u672f\u62a5\u544a [2] \u4e4b\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u8d85\u8d8a\u4e86\u4e4b\u524d\u7684\u5f00\u653e LLM \u7684\u6027\u80fd\uff0c\u751a\u81f3\u4e0e\u5c01\u95ed\u6a21\u578b\u7684\u8d28\u91cf\u76f8\u5f53\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-757115ab2cb6ec64a3df610a978620e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-757115ab2cb6ec64a3df610a978620e5.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [2]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>DeepSeek-v3 \u662f\u4e00\u4e2a 6710 \u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u6a21\u578b\u3002\u5982\u679c\u4f60\u4e0d\u719f\u6089 MoE\uff0c\u53ef\u4ee5\u53c2\u770b\u535a\u4e3b\u7684\u8fd9\u7bc7\u957f\u6587\u89e3\u6790\uff0c\u5176\u4e2d\u89e3\u91ca\u4e86 MoE \u6982\u5ff5\u5e76\u63d0\u4f9b\u4e86\u51e0\u4e2a\u5b9e\u4f8b\uff0c\u5305\u62ec DeepSeek-v3\uff1ahttps:\/\/cameronrwolfe.substack.com\/p\/moe-llms<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u9ad8\u63a8\u7406\u548c\u8bad\u7ec3\u6548\u7387\uff0cDeepSeek-v3 \u505a\u51fa\u4e86\u4ee5\u4e0b\u8bbe\u8ba1\u9009\u62e9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4f7f\u7528\u591a\u5934\u9690\u6ce8\u610f\u529b\uff08MLA)\u3002<\/section>\n<\/li>\n<li>\n<section>\u91c7\u7528\u4f18\u5316\u7684 MoE \u7ed3\u6784\uff08\u4f8b\u5982\uff0c\u7ec6\u7c92\u5ea6\u548c\u5171\u4eab\u4e13\u5bb6\uff09\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u4f7f\u7528\u591a token \u9884\u6d4b\u76ee\u6807\u3002<\/section>\n<\/li>\n<li>\n<section>\u653e\u5f03\u901a\u5e38\u7528\u4e8e\u8bad\u7ec3 MoE \u6a21\u578b\u7684\u8d1f\u8f7d\u5e73\u8861\u635f\u5931\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u91c7\u7528 [2] \u4e2d\u63d0\u51fa\u7684\u65b0\u578b\u91cf\u5316\u8bad\u7ec3\u7b56\u7565\uff0c\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5c06\u7cbe\u5ea6\u964d\u4f4e\u5230 FP8\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u51fa\u4e8e\u8fd9\u4e9b\u539f\u56e0\uff0c\u4e0e\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0cDeepSeek-v3 \u7684\u8bad\u7ec3\u975e\u5e38\u7ecf\u6d4e\uff1a\u8be5\u6a21\u578b\u5728\u6027\u80fd\u548c\u6548\u7387\u65b9\u9762\u90fd\u8868\u73b0\u51fa\u8272\u3002\u8be5\u6a21\u578b\u7684\u51e0\u4e2a\u5148\u524d\u7248\u672c\u5df2\u7ecf\u53d1\u5e03\uff0c\u8fd9\u4e9b\u7248\u672c\u542f\u53d1\u4e86 DeepSeek-v3 \u505a\u51fa\u7684\u4e00\u4e9b\u8bbe\u8ba1\u51b3\u7b56\uff0c\u4f8b\u5982 DeepSeek-v2 \u548c DeepSeek-v2.5\u3002<\/section>\n<section><\/section>\n<section><strong>DeepSeek-R1-Zero<\/strong><\/section>\n<section><\/section>\n<section>DeepSeek \u63d0\u51fa\u7684\u7b2c\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\u662f DeepSeek-R1-Zero\u3002\u8be5\u6a21\u578b\u91c7\u7528\u4e86\u4e00\u79cd\u6709\u8da3\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u5373\u6559\u6a21\u578b\u7eaf\u7cb9\u901a\u8fc7\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u63a8\u7406\uff0c\u800c\u65e0\u9700\u4efb\u4f55 SFT\u3002\u8be5\u6a21\u578b\u4f1a\u81ea\u7136\u63a2\u7d22\u5e76\u5b66\u4e60\u5229\u7528\u957f\u601d\u7ef4\u94fe\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u89e3\u51b3\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\u3002DeepSeek-R1-Zero \u662f\u7b2c\u4e00\u4e2a\u516c\u5f00\u7684\u7814\u7a76\u6210\u679c\uff0c\u8868\u660e\u65e0\u9700\u76d1\u7763\u8bad\u7ec3\u5373\u53ef\u5f00\u53d1\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-59c99f7fbc6df0f208433fb45a68c903.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-59c99f7fbc6df0f208433fb45a68c903.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [22]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u4f7f\u7528 GRPO \u7684\u5f3a\u5316\u5b66\u4e60<\/strong>\u3002DeepSeek-R1-Zero \u7684\u8bad\u7ec3\u4ece DeepSeek-v3 [2] \u57fa\u7840\u6a21\u578b\u5f00\u59cb\u3002\u4ed6\u4eec\u662f\u76f4\u63a5\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u8fd9\u4e2a\u57fa\u7840\u6a21\u578b\u3002\u7279\u522b\u662f\uff0c[1] \u4e2d\u7684\u4f5c\u8005\u9009\u62e9\u4e86\u4e0a\u56fe\u4e2d\u6240\u793a\u7684\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\uff08GRPO\uff09[3] \u4f5c\u4e3a\u4ed6\u4eec\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002\u9009\u62e9\u7528\u4e8e LLM \u8bad\u7ec3\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u662f\u4e00\u4e2a\u5f00\u653e\u4e14\u6d3b\u8dc3\u7684\u7814\u7a76\u8bfe\u9898\u3002\u4f20\u7edf\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528 PPO \u6765\u8bad\u7ec3 LLM\uff0c\u4f46\u6700\u8fd1\u6709\u4e00\u79cd\u8d8b\u52bf\u662f\u91c7\u7528\u66f4\u7b80\u5355\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff08\u4f8b\u5982 REINFORCE \u6216 GRPO\uff09\u8fdb\u884c LLM \u8bad\u7ec3\u3002[1] \u4e2d\u7ed9\u51fa\u7684\u9009\u62e9 GRPO \u7684\u4e3b\u8981\u539f\u56e0\u662f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u964d\u4f4e\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6210\u672c\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e0d\u518d\u9700\u8981\u6279\u8bc4\u6a21\u578b\uff0c\u8be5\u6a21\u578b\uff08\u901a\u5e38\uff09\u4e0e\u7b56\u7565\u6a21\u578b\uff08\u5373 LLM \u672c\u8eab\uff09\u5927\u5c0f\u76f8\u540c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5b9a\u4e49\u5956\u52b1<\/strong>\u3002\u4e0e\u5927\u591a\u6570\u4f7f\u7528 LLM \u7684\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u5de5\u4f5c\u4e0d\u540c\uff0cDeepSeek-R1-Zero \u4e0d\u4f7f\u7528\u795e\u7ecf\u5956\u52b1\u6a21\u578b\uff08\u5373\u57fa\u4e8e LLM \u7684\u5956\u52b1\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u504f\u597d\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff09\u3002\u76f8\u53cd\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u7cfb\u7edf\uff0c\u5b83 i\uff09\u907f\u514d\u5956\u52b1\u00a0hacking\uff0cii\uff09\u8282\u7701\u8ba1\u7b97\u6210\u672c\uff0ciii\uff09\u66f4\u6613\u4e8e\u5b9e\u73b0\u3002\u7279\u522b\u8981\u6307\u51fa\uff0c\u76ee\u524d\u4f7f\u7528\u7684\u5956\u52b1\u6709\u4e24\u79cd\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u51c6\u786e\u5ea6\u5956\u52b1\uff1a\u8bc4\u4f30\u6a21\u578b\u7684\u54cd\u5e94\u662f\u5426\u6b63\u786e\u3002<\/section>\n<\/li>\n<li>\n<section>\u683c\u5f0f\u5956\u52b1\uff1a\u5f3a\u5236\u6a21\u578b\u4ee5\u4e00\u5b9a\u683c\u5f0f\u8f93\u51fa\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>DeepSeek-R1-Zero \u5b8c\u5168\u662f\u5728\u53ef\u81ea\u52a8\u9a8c\u8bc1\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u4f8b\u5982\u6570\u5b66\u548c\u7f16\u7a0b\u95ee\u9898\u3002\u5bf9\u4e8e\u5177\u6709\u786e\u5b9a\u6027\u7ed3\u679c\u7684\u6570\u5b66\u95ee\u9898\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u4ee5\u6307\u5b9a\u7684\u683c\u5f0f\u63d0\u4f9b\u7b54\u6848\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u901a\u8fc7\u57fa\u672c\u7684\u5b57\u7b26\u4e32\u5339\u914d\u8fdb\u884c\u9a8c\u8bc1\u3002\u540c\u6837\uff0c\u53ef\u4ee5\u901a\u8fc7\u5728\u9884\u5b9a\u4e49\u7684\u6d4b\u8bd5\u7528\u4f8b\u4e0a\u6267\u884c LLM \u5728\u6c99\u7bb1\u4e2d\u751f\u6210\u7684\u4ee3\u7801\u6765\u9a8c\u8bc1\u7f16\u7a0b\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5982\u524d\u6240\u8ff0\uff0c\u5f53\u6a21\u578b\u7684\u8f93\u51fa\u683c\u5f0f\u6b63\u786e\u65f6\uff0c\u683c\u5f0f\u5956\u52b1\u4f1a\u63d0\u4f9b\u79ef\u6781\u7684\u8bad\u7ec3\u4fe1\u53f7\u3002[1] \u4e2d\u4f7f\u7528\u7684\u683c\u5f0f\u53ea\u662f\u5c06\u6a21\u578b\u7684\u957f\u601d\u7ef4\u94fe\uff08\u6216\u601d\u8003 \/ \u63a8\u7406\u8fc7\u7a0b\uff09\u653e\u5728\u4e24\u4e2a\u7279\u6b8a token \u4e4b\u95f4\uff1a \u548c \u3002\u7136\u540e\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u4f1a\u5728  \u548c  \u6807\u7b7e\u4e4b\u95f4\u5355\u72ec\u751f\u6210\u7b54\u6848\uff1b\u5982\u4e0b\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ba83adf1c6b1d06994e3009ea01294a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ba83adf1c6b1d06994e3009ea01294a1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u5b66\u4e60<\/strong>\u3002\u5c3d\u7ba1\u6ca1\u6709\u4f7f\u7528 SFT\uff0c\u4f46 DeepSeek-R1-Zero \u5728\u6574\u4e2a\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u90fd\u6709\u4e86\u660e\u663e\u7684\u8fdb\u6b65\u3002\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\uff0c\u6a21\u578b\u5728 AIME 2024 \u4e0a\u7684\u8868\u73b0\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7246ae501123beece8cd9508680d2536.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7246ae501123beece8cd9508680d2536.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u6a21\u578b\u7684\u6027\u80fd\u9010\u6e10\u63d0\u9ad8\uff0c\u6700\u7ec8\u8fbe\u5230\u4e0e o1-preview \u76f8\u5f53\u7684\u6c34\u5e73\u3002\u8bad\u7ec3\u5b8c\u6210\u540e\uff0cDeepSeek-R1-Zero \u5728 AIME 2024 \u4e0a\u7684\u8868\u73b0\u4ece\u6700\u521d\u7684 15.6% \u63d0\u9ad8\u5230\u4e86 71.0%\uff08\u6216\u5728\u4f7f\u7528 16 \u7968\u591a\u6570\u6295\u7968\u65f6\u4e3a 86.7%\uff09\uff01\u8fd9\u6837\u7684\u7ed3\u679c\u4e0e\u6211\u4eec\u5728\u5c01\u95ed\u5f0f\u63a8\u7406\u6a21\u578b\u4e2d\u770b\u5230\u7684\u6027\u80fd\u8d8b\u52bf\u662f\u4e00\u81f4\u7684 \u2014\u2014DeepSeek-R1-Zero \u5728\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u540e\u5b9e\u73b0\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u53ef\u4ee5\u901a\u8fc7\u5e76\u884c\u89e3\u7801\u7b56\u7565\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5176\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u8868\u7ed9\u51fa\u4e86 DeepSeek-R1-Zero \u548c o1 \u6a21\u578b\u4e4b\u95f4\u7684\u5b8c\u6574\u6027\u80fd\u6bd4\u8f83\u3002DeepSeek-R1-Zero \u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u4e0e o1-mini \u7684\u6027\u80fd\u76f8\u5f53\u6216\u8d85\u8fc7 o1-mini\uff0c\u5e76\u4e14\u5728\u51e0\u4e2a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e0e o1-preview \u76f8\u5f53\u3002\u7136\u800c\uff0cOpenAI \u7684\u63a8\u7406\u6a21\u578b\u5728\u7f16\u7a0b\u9886\u57df\u8868\u73b0\u66f4\u597d \u2014\u2014DeepSeek-R1-Zero \u663e\u7136\u662f\u4e00\u4e2a\u8f83\u5f31\u7684\u7f16\u7a0b\u6a21\u578b\u3002\u6211\u4eec\u5f88\u5feb\u5c31\u4f1a\u770b\u5230\uff0c\u8fd9\u4e2a\u95ee\u9898\u5728 DeepSeek-R1\uff08\u540e\u7eed\u6a21\u578b\uff09\u4e2d\u5f97\u5230\u4e86\u89e3\u51b3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7e031d2061780e382d6b0f8b0ff26bf7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7e031d2061780e382d6b0f8b0ff26bf7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f\u663e\u7136\uff0cDeepSeek-R1-Zero \u4ece [1] \u4e2d\u4ecb\u7ecd\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u4e86\u51fa\u8272\u7684\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u6a21\u578b\u5b66\u4e60\u8fc7\u7a0b\u7684\u52a8\u6001\u4e5f\u76f8\u5f53\u660e\u663e\uff01\u56e0\u4e3a\u6ca1\u6709\u8fdb\u884c SFT \u5f0f\u8bad\u7ec3\uff0c\u6240\u4ee5\u53ef\u4ee5\u5728\u6574\u4e2a\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5bc6\u5207\u76d1\u63a7\u6a21\u578b\u63a8\u7406\u7b56\u7565\u7684\u8fdb\u5c55\u3002\u5982\u4e0b\u6240\u793a\uff0cDeepSeek-R1-Zero \u5b66\u4f1a\u4e86\u5229\u7528\u66f4\u591a\u7684\u300c\u601d\u8003\u65f6\u95f4\u300d\uff0c\u5373\u751f\u6210\u8d8a\u6765\u8d8a\u957f\u7684\u601d\u7ef4\u94fe\uff0c\u4ece\u800c\u53ef\u4ee5\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\u6539\u8fdb\u5176\u63a8\u7406\u8fc7\u7a0b\u3002\u8be5\u6a21\u578b\u81ea\u7136\u5b66\u4f1a\u4e86\u5229\u7528\u66f4\u591a\u7684\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u6765\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-36ed39aa47993e39791774cd0d853349.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-36ed39aa47993e39791774cd0d853349.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>[1] \u7684\u4f5c\u8005\u8fd8\u89c2\u5bdf\u5230\u5728\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u7136\u6d8c\u73b0\u7684\u51e0\u79cd\u6709\u8da3\u8d8b\u52bf\u3002\u4f8b\u5982\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u91cd\u65b0\u5ba1\u89c6\u548c\u8bc4\u4f30\u5176\u63a8\u7406\u8fc7\u7a0b\u7684\u5148\u524d\u7ec4\u6210\u90e8\u5206\uff0c\u53d1\u5c55\u51fa\u53cd\u601d\u81ea\u8eab\u89e3\u51b3\u65b9\u6848\u7684\u80fd\u529b\u3002\u540c\u6837\uff0c\u8be5\u6a21\u578b\u5728\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u4e2d\u5f00\u59cb\u663e\u5f0f\u5730\u6d4b\u8bd5\u548c\u63a2\u7d22\u66ff\u4ee3\u89e3\u51b3\u65b9\u6848\u6216\u65b9\u6cd5\u3002\u8fd9\u79cd\u884c\u4e3a\u4e0d\u662f\u73b0\u5b9e\u7f16\u7a0b\u5728\u6a21\u578b\u4e2d\u7684\uff0c\u800c\u662f\u5728\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u7136\u6d8c\u73b0\u7684\uff01<\/section>\n<section><\/section>\n<section>\u5728\u6700\u57fa\u672c\u7684\u5c42\u9762\u4e0a\uff0c[1] \u4e2d\u6784\u5efa\u7684\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u5141\u8bb8\u6a21\u578b\u63a2\u7d22\u4e0d\u540c\u7684\u7b56\u7565\u6765\u5f97\u51fa\u6b63\u786e\u7684\uff08\u7531\u9a8c\u8bc1\u786e\u5b9a\u7684\uff09\u6700\u7ec8\u89e3\u7b54\u3002\u5728\u63a2\u7d22\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u505a\u5230\u4ee5\u4e0b\u4e24\u70b9\u5c31\u80fd\u83b7\u5f97\u5956\u52b1\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4f7f\u7528\u4e86\u6b63\u786e\u7684\u63a8\u7406\u6a21\u677f\u6216\u7ed3\u6784\u3002<\/section>\n<\/li>\n<li>\n<section>\u7ed9\u51fa\u7684\u6700\u7ec8\u89e3\u7b54\u662f\u6b63\u786e\u7684\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4ec5\u51ed\u8fd9\u4e9b\u5956\u52b1\uff0c\u6a21\u578b\u5c31\u80fd\u5b66\u4f1a\u5982\u4f55\u89e3\u51b3\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\u3002\u6211\u4eec\u4e0d\u9700\u8981\u663e\u5f0f\u5730\u6559\u6a21\u578b\u5982\u4f55\u5206\u89e3\u95ee\u9898\u3001\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\u3001\u6267\u884c\u56de\u6eaf\u6216\u8bc4\u4f30\u81ea\u5df1\u7684\u601d\u8def\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u53ea\u9700\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e3a\u6a21\u578b\u63d0\u4f9b\u6b63\u786e\u7684\u6fc0\u52b1\uff08\u6216\u5956\u52b1\uff09\u3002\u7136\u540e\uff0cLLM \u53ef\u4ee5\u901a\u8fc7\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u300c\u81ea\u6211\u8fdb\u5316\u300d\u8fc7\u7a0b\u81ea\u4e3b\u5b66\u4e60\u89e3\u51b3\u95ee\u9898\u6240\u9700\u7684\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section><strong>DeepSeek-R1<\/strong><\/section>\n<section><\/section>\n<section>DeepSeek-R1-Zero \u8868\u660e\uff0cLLM \u53ef\u4ee5\u4f7f\u7528\u6ca1\u6709 SFT \u7684\u7eaf\u5f3a\u5316\u5b66\u4e60\u83b7\u5f97\u51fa\u8272\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u8fd9\u4e2a\u6a21\u578b\u6709\u4e00\u4e9b\u5c0f\u9519\u8bef\u3002\u4f8b\u5982\uff0c\u5b83\u7684\u53ef\u8bfb\u6027\u5f88\u5dee\uff0c\u5e76\u4e14\u5b83\u4f1a\u9519\u8bef\u5730\u5c06\u8bed\u8a00\u6df7\u5408\u5728\u4e00\u8d77\u3002\u7b80\u800c\u8a00\u4e4b\uff0cDeepSeek-R1-Zero \u975e\u5e38\u64c5\u957f\u63a8\u7406\uff0c\u4f46\u5b83\u7f3a\u4e4f\u4e00\u4e9b\u5df2\u826f\u597d\u5bf9\u9f50\u7684 LLM \u7684\u7406\u60f3\u5c5e\u6027\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c[1] \u4e2d\u7684\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u591a\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5c06\u4e00\u4e9b\u300c\u51b7\u542f\u52a8\u300d SFT \u6570\u636e\u4e0e\u5176\u4ed6\u4e00\u4e9b\u6280\u5de7\u6574\u5408\u5230\u4e86\u8bad\u7ec3\u4e2d\u3002\u6b64\u8bad\u7ec3\u6d41\u7a0b\u5f97\u5230\u7684 DeepSeek-R1 \u662f\u4e00\u6b3e\u65e2\u5df2\u5bf9\u9f50\u53c8\u80fd\u8fdb\u884c\u590d\u6742\u63a8\u7406\u7684 LLM\u3002<\/section>\n<section><\/section>\n<section>\u4e0e DeepSeek-R1-Zero \u7c7b\u4f3c\uff0cDeepSeek-R1 \u7684\u57fa\u7840\u4e5f\u662f DeepSeek-v3\u3002\u7136\u540e\uff0cDeepSeek-R1 \u7ecf\u5386\u56db\u4e2a\u9636\u6bb5\u7684\u8bad\u7ec3\uff0c\u5305\u62ec\u4e24\u4e2a SFT \u9636\u6bb5\u548c\u4e24\u4e2a\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u3002SFT \u9636\u6bb5\u7684\u76ee\u7684\u662f\u5728\u6bcf\u4e2a\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u4e3a\u63a2\u7d22\u63d0\u4f9b\u66f4\u597d\u7684\u8d77\u70b9\u3002\u8be5\u8bad\u7ec3\u6d41\u7a0b\u662f [1] \u7684\u4e3b\u8981\u8d21\u732e\u4e4b\u4e00 \uff1a\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u53ef\u5c06\u63a8\u7406\u5f0f\u8bad\u7ec3\u4e0e LLM \u7684\u6807\u51c6\u540e\u8bad\u7ec3\u65b9\u6cd5\u76f8\u7ed3\u5408\u3002\u4e0b\u9762\u66f4\u6df1\u5165\u5730\u4ecb\u7ecd\u4e0b DeepSeek-R1 \u4f7f\u7528\u7684\u8bad\u7ec3\u65b9\u6cd5\u7684\u6bcf\u4e2a\u9636\u6bb5\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u51b7\u542f\u52a8\uff08\u6216\u9762\u5411\u63a8\u7406\u7684 SFT\uff09<\/strong>\u3002\u5728\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e4b\u524d\uff0cR1 \u901a\u8fc7 SFT \u5728\u4e00\u5c0f\u7ec4\u957f\u601d\u7ef4\u94fe\u793a\u4f8b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c[1] \u4e2d\u5c06\u5176\u79f0\u4e3a\u300c\u51b7\u542f\u52a8\u300d\u6570\u636e\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u51e0\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u6536\u96c6\u8fd9\u4e9b\u51b7\u542f\u52a8\u6570\u636e\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7\u63d0\u793a\u8bcd\u8c03\u7528\u4e00\u4e2a\u6a21\u578b\uff08\u4f8b\u5982 DeepSeek-v3\uff09\u751f\u6210\u957f\u601d\u7ef4\u94fe\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5c11\u91cf\u793a\u4f8b\uff0c\u4e5f\u53ef\u4ee5\u6307\u793a\u6a21\u578b\u751f\u6210\u8be6\u7ec6\u7b54\u6848\u5e76\u8fdb\u884c\u53cd\u601d\u548c\u9a8c\u8bc1\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528 R1-Zero \u6a21\u578b\u751f\u6210\u5927\u91cf\u957f\u601d\u7ef4\u94fe\u8f93\u51fa\uff0c\u7136\u540e\u8ba9\u4eba\u7c7b\u8fdb\u884c\u540e\u5904\u7406\u5e76\u9009\u62e9\u6a21\u578b\u7684\u6700\u4f73\u8f93\u51fa\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>[1] \u7ed3\u5408\u4e86\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u6536\u96c6\u4e86\u300c\u6570\u5343\u4e2a\u51b7\u542f\u52a8\u6570\u636e\u300d\u3002\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u518d\u4f7f\u7528 SFT \u5bf9 DeepSeek-V3 \u76f4\u63a5\u8fdb\u884c\u5fae\u8c03\u3002\u56e0\u4e3a\u8fd9\u91cc\u4f7f\u7528\u7684\u662f\u957f\u601d\u7ef4\u94fe\u6570\u636e\uff0c\u6240\u4ee5\u8fd9\u662f\u4e00\u4e2a\u9762\u5411\u63a8\u7406\u7684\u5fae\u8c03\u8fc7\u7a0b\u3002\u4ece\u8fd9\u4e2a\u51b7\u542f\u52a8\u6570\u636e\u4e2d\uff0c\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u4e00\u4e2a\u53ef\u884c\u7684\uff08\u521d\u59cb\uff09\u6a21\u677f\u6765\u89e3\u51b3\u63a8\u7406\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u7528\u4e8e\u9762\u5411\u63a8\u7406\u7684 SFT \u7684\u6570\u636e\u53ef\u5c06\u4eba\u7c7b\u5148\u9a8c\u5f15\u5165 DeepSeek-R1 \u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002\u6211\u4eec\u53ef\u4ee5\u663e\u5f0f\u5730\u9009\u62e9\u6a21\u578b\u5728\u6b64\u9636\u6bb5\u5b66\u4e60\u7684\u6570\u636e\u98ce\u683c\u548c\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c[1] \u4e2d\u63d0\u5230\uff0c\u4ed6\u4eec\u5c06\u8fd9\u4e9b\u6570\u636e\u7ed3\u6784\u5316\u4e3a\u5305\u542b\u6bcf\u4e2a\u957f\u601d\u7ef4\u94fe\u7684\u6458\u8981\uff0c\u4ece\u800c\u6559\u4f1a\u6a21\u578b\u5728\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\u603b\u7ed3\u5176\u6574\u4e2a\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u6570\u636e\u662f\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u7684\u79cd\u5b50 \u2014\u2014 \u6a21\u578b\u901a\u8fc7\u5339\u914d SFT \u8bad\u7ec3\u6570\u636e\u7684\u98ce\u683c\u5f00\u59cb\u81ea\u6211\u63a2\u7d22\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u9762\u5411\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60<\/strong>\u3002\u5728 SFT \u4e4b\u540e\uff0c\u5c31\u662f\u91cd\u590d R1-Zero \u63d0\u51fa\u7684\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e86\uff0c\u8fd9\u662f\u4e3a\u4e86\u589e\u5f3a\u5e95\u5c42\u6a21\u578b\u5904\u7406\u63a8\u7406\u5bc6\u96c6\u578b\u4efb\u52a1\u7684\u80fd\u529b\u3002DeepSeek-R1 \u7684\u552f\u4e00\u53d8\u5316\u662f\u589e\u52a0\u4e86\u8bed\u8a00\u4e00\u81f4\u6027\u5956\u52b1\uff0c\u5176\u5728\u8ba1\u7b97\u4e2d\u662f\u4f5c\u4e3a\u6a21\u578b\u8f93\u51fa\u4e2d\u91c7\u7528\u6240\u9700\u76ee\u6807\u8bed\u8a00\u7f16\u5199\u7684\u90e8\u5206\u3002[1] \u4e2d\u53d1\u73b0\u8fd9\u79cd\u8bed\u8a00\u4e00\u81f4\u6027\u5956\u52b1\u4f1a\u7565\u5fae\u964d\u4f4e\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u4f46\u662f\uff0c\u8bed\u8a00\u4e00\u81f4\u6027\u53ef\u63d0\u9ad8\u6700\u7ec8\u6a21\u578b\u4e0e\u4eba\u7c7b\u504f\u597d\u7684\u6574\u4f53\u5bf9\u9f50\u7a0b\u5ea6 \u2014\u2014 \u6a21\u578b\u7684\u8f93\u51fa\u66f4\u52a0\u6d41\u7545\u548c\u53ef\u8bfb\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u62d2\u7edd\u91c7\u6837<\/strong>\u3002\u5728\u9762\u5411\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60\u6536\u655b\u4e4b\u540e\uff0c\u518d\u4f7f\u7528\u6700\u7ec8\u6a21\u578b\u6765\u6536\u96c6\u5927\u91cf\u4e14\u591a\u6837\u5316\u7684 SFT \u6570\u636e\u96c6\u3002\u7136\u800c\uff0c\u4e0e\u6700\u521d\u7684\u51b7\u542f\u52a8 SFT \u9636\u6bb5\u4e0d\u540c\uff0c\u8fd9\u91cc\u6536\u96c6\u7684\u4e0d\u4ec5\u4ec5\u662f\u9762\u5411\u63a8\u7406\u7684\u6570\u636e\u3002\u4e5f\u5c31\u662f\u8bf4\u662f\u7528\u901a\u7528\u6570\u636e\u6269\u5145\u63a8\u7406\u6570\u636e\uff0c\u4ee5\u4fbf\u6a21\u578b\u53ef\u4ee5\u4ece\u66f4\u5e7f\u6cdb\u7684\u95ee\u9898\u548c\u9886\u57df\u4e2d\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6536\u96c6\u66f4\u591a\u7684\u63a8\u7406\u6570\u636e\uff0cDeepSeek-R1 \u56e2\u961f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6574\u7f16\u4e00\u7ec4\u591a\u6837\u5316\u7684\u57fa\u4e8e\u63a8\u7406\u7684\u63d0\u793a\u8bcd\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u7b2c\u4e8c\u9636\u6bb5\u7684\u6a21\u578b\u751f\u6210\u5019\u9009\u8f68\u8ff9\u3002<\/section>\n<\/li>\n<li>\n<section>\u6267\u884c\u62d2\u7edd\u91c7\u6837\uff0c\u5373\u6839\u636e\u6bcf\u4e2a\u8f68\u8ff9\u7684\u8d28\u91cf\u548c\u6b63\u786e\u6027\u8fc7\u6ee4\u5e76\u9009\u62e9\u6700\u4f73\u8f68\u8ff9\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u4e0e\u524d\u6587\u4ecb\u7ecd\u7684\u8bad\u7ec3\u65f6\u95f4\u62d2\u7edd\u91c7\u6837\u8fc7\u7a0b\u76f8\u540c\uff01\u6709\u8da3\u7684\u662f\uff0c\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4f9d\u8d56\u57fa\u4e8e\u89c4\u5219\u7684\u6280\u672f\u6765\u8fdb\u884c\u9a8c\u8bc1\u3002\u8fd8\u4f1a\u901a\u8fc7\u4f7f\u7528 DeepSeek-v3 \u4f5c\u4e3a\u751f\u6210\u5956\u52b1\u6a21\u578b\u6216\u5f31\u9a8c\u8bc1\u5668\u6765\u6574\u5408\u6765\u81ea\u4e0d\u53ef\u9a8c\u8bc1\u57df\u7684\u989d\u5916\u6570\u636e\u3002\u5728\u5e94\u7528\u542f\u53d1\u5f0f\u8fc7\u6ee4\uff08\u4f8b\u5982\uff0c\u5220\u9664\u5e26\u6709\u591a\u8bed\u8a00\u6df7\u5408\u6216\u957f\u6bb5\u843d\u7684\u8f93\u51fa\uff09\u540e\uff0c\u4ed6\u4eec\u6700\u7ec8\u5f97\u5230\u4e86\u4e00\u4e2a\u5305\u542b 60 \u4e07\u4e2a\u63a8\u7406\u8f68\u8ff9\u7684\u96c6\u5408\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u9636\u6bb5\u7684 SFT \u6570\u636e\u96c6\u5305\u542b\u5927\u91cf\u975e\u63a8\u7406\u6570\u636e\uff08\u4f8b\u5982\uff0c\u5199\u4f5c\u6216\u7ffb\u8bd1\u793a\u4f8b\uff09\u3002\u8fd9\u4e9b\u6570\u636e\u6765\u81ea DeepSeek-v3 \u6240\u7528\u7684\u76f8\u540c\u7684\u8bad\u7ec3\u540e\u6570\u636e\u96c6\u3002\u4f46\u662f\uff0c\u901a\u8fc7\u8981\u6c42 DeepSeek-v3 \u751f\u6210\u957f\u601d\u7ef4\u94fe\u6765\u89e3\u91ca\u590d\u6742\u67e5\u8be2\u7684\u8f93\u51fa\uff0c\u8fd9\u4e9b\u6570\u636e\u5f97\u5230\u4e86\u589e\u5f3a \u2014\u2014 \u4e0d\u8fc7\uff0c\u66f4\u7b80\u5355\u7684\u67e5\u8be2\u6ca1\u6709\u4efb\u4f55\u601d\u7ef4\u94fe\u3002\u6700\u7ec8\uff0c\u4ed6\u4eec\u603b\u5171\u6536\u96c6\u4e86 20 \u4e07\u4e2a\u975e\u63a8\u7406\u793a\u4f8b\u6837\u672c\uff0c\u52a0\u8d77\u6765\u5f97\u5230\u4e86\u4e00\u4e2a\u5305\u542b 80 \u4e07\u4e2a\u6837\u672c\u7684 SFT \u6570\u636e\u96c6\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u56db\u9636\u6bb5\uff1a\u901a\u7528 RLHF<\/strong>\u3002DeepSeek-R1 \u6700\u540e\u8bad\u7ec3\u9636\u6bb5\u7684\u76ee\u6807\u662f\u4f7f\u6a21\u578b\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\uff0c\u540c\u65f6\u7ee7\u7eed\u78e8\u7ec3\u5176\u63a8\u7406\u80fd\u529b\u3002\u4e0e\u524d\u4e00\u9636\u6bb5\u7c7b\u4f3c\uff0c\u8fd9\u91cc\u4f1a\u4f7f\u7528\u57fa\u4e8e\u63a8\u7406\u7684\u6570\u636e\u548c\u901a\u7528\u6570\u636e\u7684\u7ec4\u5408\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8bad\u7ec3\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u5e76\u9488\u5bf9\u6bcf\u79cd\u7c7b\u578b\u7684\u6570\u636e\u4f7f\u7528\u4e0d\u540c\u7684\u5956\u52b1\u7ec4\u5408\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\uff08\u4e0e R1-Zero \u76f8\u540c\uff09\uff0c\u7528\u4e8e\u57fa\u4e8e\u63a8\u7406\u7684\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section>\u9488\u5bf9\u4e00\u822c\u6570\u636e\u4f7f\u7528\u795e\u7ecf\u5956\u52b1\u6a21\u578b \u2014\u2014 \u4f7f\u7528\u4eba\u7c7b\u504f\u597d\u5bf9\u8fdb\u884c\u8bad\u7ec3\uff0c\u6b63\u5982 RLHF \u4e00\u6837\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>DeepSeek-R1 \u7ecf\u8fc7\u8c03\u6574\uff0c\u5728\u901a\u7528\u6570\u636e\u4e0a\u66f4\u6709\u5e2e\u52a9\u4e14\u65e0\u5bb3\u3002\u8fd9\u662f LLM \u7814\u7a76\u4e2d\u4f7f\u7528\u7684\u4e24\u4e2a\u975e\u5e38\u5e38\u7528\u7684\u5bf9\u9f50\u6807\u51c6\u3002\u6bcf\u4e2a\u6807\u51c6\u90fd\u4f7f\u7528\u5355\u72ec\u7684\u795e\u7ecf\u5956\u52b1\u6a21\u578b\u8fdb\u884c\u5efa\u6a21\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u4eba\u7c7b\u504f\u597d\u7684\uff08\u76d1\u7763\uff09\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u3002\u6709\u7528\u6027\u5956\u52b1\u4ec5\u9488\u5bf9\u6a21\u578b\u7684\u6700\u7ec8\u7b54\u6848\u8fdb\u884c\u8861\u91cf\uff08\u5373\u6392\u9664\u957f\u601d\u7ef4\u94fe\uff09\uff0c\u800c\u65e0\u5bb3\u5956\u52b1\u5219\u8003\u8651\u6a21\u578b\u7684\u6574\u4e2a\u8f93\u51fa\u8f68\u8ff9\u3002\u901a\u8fc7\u7ed3\u5408\u89c4\u5219\u548c\u57fa\u4e8e\u504f\u597d\u7684\u5956\u52b1\uff0cDeepSeek-R1 \u53ef\u4ee5\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\uff0c\u540c\u65f6\u4fdd\u6301\u5f3a\u5927\u7684\u63a8\u7406\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d7230027f10e84f7386aeafd76c30710.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d7230027f10e84f7386aeafd76c30710.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5b83\u7684\u8868\u73b0\u5982\u4f55\uff1f\u5982\u4e0a\u6240\u793a\uff0cR1 \u5728\u5927\u591a\u6570\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e0e o1 \u76f8\u5f53\u751a\u81f3\u8d85\u8fc7 o1\u3002\u4e0e R1-Zero \u4e0d\u540c\uff0cR1 \u8fd8\u5177\u6709\u76f8\u5f53\u5f3a\u7684\u7f16\u7a0b\u80fd\u529b\u3002\u5728\u901a\u7528\u4efb\u52a1\u4e0a\uff0c\u7531\u4e8e\u5176\u6df7\u5408\u8bad\u7ec3\u7ba1\u9053\uff0cR1 \u7ee7\u7eed\u8868\u73b0\u826f\u597d\u3002\u603b\u7684\u6765\u8bf4\uff0cR1 \u662f\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u4f3c\u4e4e\u4e0e OpenAI \u7684 o1 \u4e0d\u76f8\u4e0a\u4e0b\uff0c\u5e76\u4e14\u53ef\u4ee5\u9ad8\u7cbe\u5ea6\u5730\u89e3\u51b3\u5404\u79cd\u4efb\u52a1\uff08\u5305\u62ec\u4f20\u7edf\u4efb\u52a1\u548c\u63a8\u7406\u5bfc\u5411\u4efb\u52a1\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5173\u4e8e\u8fd9\u4e2a\u6a21\u578b\uff08\u548c\u5176\u4ed6\u63a8\u7406\u6a21\u578b\uff09\u7684\u4e00\u4e2a\u6709\u8da3\u7684\u89c2\u5bdf\u662f\uff0c\u4e0e\u6807\u51c6 LLM \u76f8\u6bd4\uff0c\u5b83\u5728\u6307\u4ee4\u9075\u5faa\u57fa\u51c6\uff08\u4f8b\u5982 IF-Eval\uff09\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002\u76ee\u524d\uff0c\u63a8\u7406\u6a21\u578b\u5728\u9075\u5faa\u6307\u4ee4\u65b9\u9762\u4f3c\u4e4e\u6bd4\u6807\u51c6 LLM \u66f4\u5dee\u3002\u5728\u672a\u6765\uff0c\u6211\u4e2a\u4eba\u8ba4\u4e3a\u8fd9\u79cd\u8d8b\u52bf\u53ef\u80fd\u4f1a\u9006\u8f6c\u3002\u7406\u8bba\u4e0a\uff0c\u63a8\u7406\u6a21\u578b\u5e94\u8be5\u80fd\u591f\u5229\u7528\u5b83\u4eec\u7684\u601d\u7ef4\u8fc7\u7a0b\u6765\u66f4\u597d\u5730\u89e3\u91ca\u548c\u9075\u5faa\u4eba\u7c7b\u7528\u6237\u63d0\u4f9b\u7684\u63d0\u793a\u8bcd\u3002\u4f8b\u5982\uff0c\u5ba1\u8bae\u5bf9\u9f50\uff08deliberative alignment\uff09\u4fbf\u91c7\u7528\u4e86\u7c7b\u4f3c\u601d\u60f3\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>SFT \u662f\u5fc5\u8981\u7684\u5417\uff1f<\/strong>R1-Zero \u5c55\u73b0\u4e86\u5728\u6ca1\u6709 SFT \u7684\u60c5\u51b5\u4e0b\u8bad\u7ec3\u51fa\u5f3a\u5927\u63a8\u7406\u6a21\u578b\u7684\u80fd\u529b\uff0c\u800c\u5b8c\u6574\u7684 R1 \u6a21\u578b\u4f7f\u7528\u591a\u4e2a SFT \u9636\u6bb5\u6765\u83b7\u5f97\u66f4\u5f3a\u5927\u7684\u6700\u7ec8\u6a21\u578b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u5f00\u59cb\u6000\u7591\uff1a\u6211\u4eec\u662f\u5426\u5e94\u8be5\u4f7f\u7528 SFT\uff1f<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7c610e2a3f158c64a12ca25774dc80e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7c610e2a3f158c64a12ca25774dc80e7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5bf9\u63a8\u7406\u6a21\u578b\u6765\u8bf4\uff0cSFT \u662f\u5426\u6709\u5fc5\u8981\uff1f<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u6807\u51c6 LLM\uff0cSFT \u4e3a RLHF \u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u8d77\u70b9\u3002\u5982\u679c\u6211\u4eec\u5c06 RLHF \u76f4\u63a5\u5e94\u7528\u4e8e\u57fa\u7840\u6a21\u578b\uff0c\u5b66\u4e60\u8fc7\u7a0b\u7684\u6548\u7387\u5c31\u4f1a\u5927\u5927\u964d\u4f4e\u3002SFT \u7684\u6570\u636e\u8981\u4e48\u662f\u5408\u6210\u7684\uff0c\u8981\u4e48\u662f\u4eba\u7c7b\u624b\u52a8\u521b\u5efa\u7684\u3002\u901a\u5e38\uff0c\u6536\u96c6 SFT \u7684\u6570\u636e\u662f\u6602\u8d35\u7684\uff08\u65e0\u8bba\u662f\u5728\u65f6\u95f4\u8fd8\u662f\u91d1\u94b1\u65b9\u9762\uff09\u2014\u2014 \u6211\u4eec\u5fc5\u987b\u4e3a LLM \u4ece\u5934\u5f00\u59cb\u624b\u52a8\u7f16\u5199\u4e00\u4e2a\u597d\u7684\u54cd\u5e94\uff01<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u5b83\u4eec\u7684\u601d\u7ef4\u94fe\u8f83\u957f\uff0c\u4e3a\u63a8\u7406\u6a21\u578b\u6536\u96c6\u6b64\u7c7b SFT \u6570\u636e\u66f4\u52a0\u56f0\u96be\u3002\u8981\u6c42\u4eba\u7c7b\u624b\u52a8\u521b\u5efa\u957f\u601d\u7ef4\u94fe\u6570\u636e\u5c06\u8017\u65f6\u4e14\u6602\u8d35\uff01\u6211\u4eec\u552f\u4e00\u7684\u9009\u62e9\u662f\u5408\u6210\u8fd9\u4e9b\u6570\u636e\uff0c\u4f46\u662f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u53ef\u80fd\u5f88\u96be\u4f7f\u7528\u6a21\u578b\u751f\u6210\u8fd9\u79cd\u7279\u5b9a\u98ce\u683c\u7684\u8f93\u51fa\u3002<\/section>\n<\/li>\n<li>\n<section>\u5f88\u96be\u6b63\u786e\u9a8c\u8bc1\u8fd9\u79cd\u957f\u8f93\u51fa\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8003\u8651\u5230\u4e3a\u63a8\u7406\u6a21\u578b\u6536\u96c6 SFT \u6570\u636e\u7684\u989d\u5916\u590d\u6742\u6027\uff0c[1] \u4e2d\u7684\u4f5c\u8005\u9996\u5148\u5c1d\u8bd5\u4e86\u5b8c\u5168\u907f\u5f00 SFT\uff01\u4ece\u8fd9\u4e9b\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u63a8\u7406\u80fd\u529b\u81ea\u7136\u5730\u4ece\u7eaf\u5f3a\u5316\u5b66\u4e60\u4e2d\u6d8c\u73b0 \u2014\u2014 \u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u53d1\u73b0\uff01\u7136\u800c\uff0c\u7531\u6b64\u4ea7\u751f\u7684\u6a21\u578b\u6709\u51e0\u4e2a\u7f3a\u70b9\uff08\u4f8b\u5982\u6df7\u6742\u4f7f\u7528\u591a\u79cd\u8bed\u8a00\uff09\u3002<\/section>\n<section><\/section>\n<section>\u800c\u5f53\u5728\u5f3a\u5316\u5b66\u4e60\u4e4b\u524d\u6267\u884c\u4e00\u4e9b SFT \u8bad\u7ec3\uff08\u5373\u300c\u51b7\u542f\u52a8\u300d\uff09\u65f6\uff0c\u53ef\u4e3a\u5f3a\u5316\u5b66\u4e60\u63d0\u4f9b\u66f4\u597d\u7684\u5148\u9a8c\uff0c\u8fd9 i\uff09\u53ef\u4ee5\u6d88\u9664\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u521d\u59cb\u9636\u6bb5\u7684\u4e0d\u7a33\u5b9a\u6027\uff0cii\uff09\u80fd\u52a0\u5feb\u8bad\u7ec3\u901f\u5ea6\uff0ciii\uff09\u80fd\u63d0\u9ad8\u6a21\u578b\u8d28\u91cf\u3002\u56e0\u6b64\uff0cSFT \u5e76\u975e\u5b8c\u5168\u5fc5\u8981\uff0c\u4f46\u5982\u6709\u6570\u636e\uff0c\u5b83\u4ecd\u4f1a\u5f88\u6709\u7528\uff01<\/section>\n<section><\/section>\n<section><strong>\u84b8\u998f\u6a21\u578b<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-297353d7d53a4da45a2d827a1de9bef5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-297353d7d53a4da45a2d827a1de9bef5.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u77e5\u8bc6\u84b8\u998f\u8fc7\u7a0b\u56fe\u793a<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u9664\u4e86 DeepSeek-R1\uff0cDeepSeek \u8fd8\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u57fa\u4e8e R1 \u84b8\u998f\u5f97\u5230\u7684\u5bc6\u96c6\u6a21\u578b\u3002\u4eba\u4eec\u65e9\u5df2\u53d1\u73b0\uff0c\u84b8\u998f\u8fc7\u7a0b\u53ef\u4ee5\u663e\u8457\u589e\u5f3a\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u5b8c\u6574\u7248 DeepSeek-R1 \u662f\u6709\u7740 6710 \u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff0c\u975e\u5e38\u5927\uff0c\u56e0\u6b64\u8fd9\u4e9b\u84b8\u998f\u6a21\u578b\u5728\u5b9e\u8df5\u4e2d\u975e\u5e38\u6709\u7528 \u2014\u2014 \u5b83\u4eec\u7684\u6027\u80fd\u4e0e R1 \u76f8\u5f53\uff0c\u4f46\u6210\u672c\u66f4\u4f4e\u4e14\u66f4\u6613\u4e8e\u4f7f\u7528\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u84b8\u998f\u6a21\u578b\u7684\u53d1\u5e03\u4e0e\u5c01\u95ed\u63a8\u7406\u6a21\u578b\uff08\u4f8b\u5982 o1-mini \u548c o3-mini\uff09\u7684\u6700\u65b0\u8d8b\u52bf\u4e00\u81f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0a9c22314e574e20a19420f21b143e94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0a9c22314e574e20a19420f21b143e94.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u84b8\u998f R1<\/strong>\u3002\u4e3a\u4e86\u521b\u5efa\u8fd9\u4e9b\u6a21\u578b\uff0c\u4ed6\u4eec\u9996\u5148\u9009\u62e9\u4e86\u51e0\u79cd\u4e0d\u540c\u5927\u5c0f\u7684 Qwen-2.5 [20] \u548c LLaMA-3 [21] \u6a21\u578b\u3002\u7136\u540e\uff0c\u901a\u8fc7 SFT \u4f7f\u7528\u5728 DeepSeek-R1 \u8bad\u7ec3\u6d41\u7a0b\u7b2c\u4e09\u9636\u6bb5\u6574\u7f16\u7684 80 \u4e07\u4e2a\u76d1\u7763\u8bad\u7ec3\u6837\u672c\u5bf9\u8fd9\u4e9b\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3 \u2014\u2014 \u5c31\u8fd9\u4e48\u7b80\u5355\uff01<\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u77e5\u8bc6\u84b8\u998f\u6d41\u7a0b\uff0c\u4f46\u7ed3\u679c\u5374\u975e\u5e38\u60ca\u8273\u3002\u5982\u4e0a\u6240\u793a\uff0c\u7ecf\u8fc7\u84b8\u998f\u7684 Qwen2.5-14B \u6a21\u578b\u7684\u8868\u73b0\u4f18\u4e8e QwQ-32B-Preview\uff0c\u540e\u8005\u662f R1 \u53d1\u5e03\u4e4b\u524d\u6700\u597d\u7684\u5f00\u653e\u5f0f\u63a8\u7406\u6a21\u578b\u3002\u6b64\u5916\uff0c\u5373\u4f7f\u662f\u6700\u5c0f\u7684\u84b8\u998f\u6a21\u578b\u4e5f\u6bd4\u672a\u9488\u5bf9\u63a8\u7406\u8fdb\u884c\u4f18\u5316\u7684\u6807\u51c6\u5c01\u95ed\u5f0f LLM \u8868\u73b0\u66f4\u597d\uff08\u4f8b\u5982 GPT-4o\uff09\uff0c\u800c 320 \u4ebf\u548c 700 \u4ebf\u53c2\u6570\u7684\u84b8\u998f\u6a21\u578b\u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\u90fd\u8d85\u8fc7\u4e86 o1-mini\u3002<\/section>\n<section><\/section>\n<section><strong>\u84b8\u998f\u4e0e\u5f3a\u5316\u5b66\u4e60<\/strong>\u3002\u867d\u7136\u6211\u4eec\u5728\u4e0a\u9762\u7684\u8ba8\u8bba\u4e2d\u770b\u5230\u84b8\u998f\u662f\u6709\u6548\u7684\uff0c\u4f46\u6211\u4eec\u53ef\u80fd\u60f3\u77e5\u9053\uff1a\u5982\u679c\u5c06 DeepSeek-R1 \u4f7f\u7528\u7684\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u76f4\u63a5\u5e94\u7528\u4e8e\u8fd9\u4e9b\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u90a3\u4e48\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u5417\uff1f<\/section>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c[1] \u4e2d\u63d0\u5230\uff0c\u4f7f\u7528\u4e0a\u8ff0\u84b8\u998f\u65b9\u6cd5\u57fa\u4e8e R1 \u84b8\u998f Qwen2.5-32B \u57fa\u7840\u6a21\u578b\u6bd4\u901a\u8fc7\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u76f4\u63a5\u8bad\u7ec3\u8be5\u6a21\u578b\u8868\u73b0\u66f4\u597d\uff0c\u5982\u4e0b\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6018f723da01ded2a6eefa3555a3fc68.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6018f723da01ded2a6eefa3555a3fc68.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \uff08\u6765\u81ea [1]\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6362\u53e5\u8bdd\u8bf4\uff0c\u5927\u578b\u6a21\u578b\u53d1\u73b0\u7684\u63a8\u7406\u6a21\u5f0f\u5bf9\u4e8e\u63d0\u9ad8\u8fd9\u4e9b\u8f83\u5c0f\u3001\u5bc6\u96c6\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002\u4f46\u662f\uff0c[1] \u4e2d\u7684\u4f5c\u8005\u786e\u5b9e\u63d0\u51fa\u4e86\u4ee5\u4e0b\u8865\u5145\u89c2\u70b9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7\u589e\u52a0\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u84b8\u998f\u6a21\u578b\u7684\u6027\u80fd\u53ef\u80fd\u5f97\u5230\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/section>\n<\/li>\n<li>\n<section>\u300c\u8d85\u8d8a\u667a\u80fd\u7684\u8fb9\u754c\u300d\uff0c\u5373\u521b\u5efa\u8d85\u8fc7 DeepSeek-R1 \u7b49\u6a21\u578b\u6027\u80fd\u7684\u65b0\u63a8\u7406\u6a21\u578b\uff0c\u4ecd\u7136\u9700\u8981\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u548c\u5927\u89c4\u6a21\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5176\u4ed6\u84b8\u998f\u63a8\u7406\u6a21\u578b<\/strong>\u3002\u9274\u4e8e\u901a\u8fc7\u84b8\u998f\u8bad\u7ec3\u9ad8\u8d28\u91cf\u63a8\u7406\u6a21\u578b\u5f88\u7b80\u5355\uff0c\u7814\u7a76\u754c\u5728 R1 \u63d0\u51fa\u540e\u53d1\u5e03\u4e86\u5404\u79cd\u5404\u6837\u7684\u63a8\u7406\u6a21\u578b\u3002\u5176\u4e2d\u4e00\u4e9b\u6700\u5438\u5f15\u4eba\u7684\u7248\u672c\u662f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Sky-T1 \u548c Sky-T1-Flash\uff1ahttps:\/\/novasky-ai.github.io\/posts\/sky-t1\/<\/section>\n<\/li>\n<li>\n<section>Bespoke Stratos\uff1ahttps:\/\/www.bespokelabs.ai\/blog\/bespoke-stratos-the-unreasonable-effectiveness-of-reasoning-distillation<\/section>\n<\/li>\n<li>\n<section>LIMO\uff1ahttps:\/\/arxiv.org\/abs\/2502.03387<\/section>\n<\/li>\n<li>\n<section>S1\uff1ahttps:\/\/arxiv.org\/abs\/2501.19393<\/section>\n<\/li>\n<li>\n<section>RedStar\uff1ahttps:\/\/arxiv.org\/abs\/2501.11284<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5f53\u7136\uff0c\u8fd8\u4e0d\u6b62\u8fd9\u4e9b\uff01\u5f53\u524d\u63a8\u7406\u6a21\u578b\u53d1\u5e03\u7684\u6b65\u4f10\u8ba9\u4eba\u60f3\u8d77\u4e86 LLM \u7814\u7a76\u7684\u540e LLaMA \u65f6\u4ee3\u3002\u5728\u53d1\u5e03\u5f3a\u5927\u7684\u5f00\u653e\u57fa\u7840\u6a21\u578b\uff08\u5373 LLaMA\uff09\u4e4b\u540e\uff0c\u6211\u4eec\u770b\u5230\u4e86\u57fa\u4e8e\u8be5\u6a21\u578b\u7684\u5404\u79cd\u6a21\u578b\u53d8\u4f53\uff08\u4f8b\u5982\uff0cAlpaca\u3001Vicuna\u3001Koala \u7b49\u7b49\uff09\u3002\u73b0\u5728\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u5f3a\u5927\u7684\u5f00\u653e\u63a8\u7406\u6a21\u578b\uff0c\u56e0\u4e3a\u6211\u4eec\u770b\u5230\u4e86\u975e\u5e38\u76f8\u4f3c\u7684\u8d8b\u52bf\uff01\u8be5\u9886\u57df\u7684\u7814\u7a76\u975e\u5e38\u6709\u8da3\uff0c\u503c\u5f97\u5355\u72ec\u5199\u4e00\u7bc7\u6587\u7ae0\u3002\u656c\u8bf7\u671f\u5f85\uff01<\/section>\n<section><\/section>\n<section><strong>\u4e3b\u8981\u7684\u65b0\u8d8b\u52bf<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u73b0\u5728\u5df2\u7ecf\u4e86\u89e3\u4e86\u5404\u79cd\u63a8\u7406\u6a21\u578b\uff0c\u4ece o1 \u6216 o3 \u7b49\u5c01\u95ed\u6a21\u578b\u5f00\u59cb\uff0c\u5230 DeepSeek-R1 \u4e2d\u5bf9\u8fd9\u4e9b\u6a21\u578b\u7684\u5b8c\u6574\u590d\u73b0\u3002\u968f\u7740\u6211\u4eec\u5bf9\u8fd9\u9879\u7814\u7a76\u7684\u4e86\u89e3\uff0c\u5f00\u59cb\u51fa\u73b0\u4e86\u4e00\u4e9b\u5171\u540c\u7684\u8d8b\u52bf\u3002\u8fd9\u4e9b\u8d8b\u52bf\u5bf9\u63a8\u7406\u6a21\u578b\u548c\u6807\u51c6 LLM \u7684\u7814\u7a76\u505a\u51fa\u4e86\u4e00\u4e9b\u91cd\u8981\u533a\u5206\u3002\u7f57\u5217\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section><strong>\u957f\u601d\u7ef4\u94fe\uff08\u548c\u63a8\u7406\u65f6\u95f4\u6269\u5c55\uff09<\/strong>\u3002\u63a8\u7406\u6a21\u578b\u548c\u6807\u51c6 LLM \u4e4b\u95f4\u7684\u5173\u952e\u533a\u522b\u5728\u4e8e\u5b83\u4eec\u7684\u8f93\u51fa\u7ed3\u6784\u3002\u63a8\u7406\u6a21\u578b\u4e0d\u4f1a\u76f4\u63a5\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff08\u5e26\u6709\u53ef\u9009\u7684\u7b80\u660e\u89e3\u91ca\uff09\uff0c\u800c\u662f\u751f\u6210\u4e00\u4e2a\u8f83\u957f\u7684\u601d\u7ef4\u94fe\uff0c\u5176\u8be6\u7ec6\u63cf\u8ff0\u4e86\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u4e2a\u8f83\u957f\u7684\u601d\u7ef4\u94fe\u957f\u5ea6\u4e0d\u4e00\uff0c\u4ece\u800c\u5728\u63a8\u7406\u65f6\u53ef\u5b9e\u73b0\u53ef\u63a7\u7684\u8ba1\u7b97\u6210\u672c\uff1a\u8f83\u957f\u7684\u601d\u7ef4\u94fe = \u66f4\u591a\u7684 token = \u66f4\u591a\u7684\u8ba1\u7b97\u3002\u8fd9\u6837\uff0c\u5728\u63a8\u7406\u65f6\u4f7f\u7528\u66f4\u591a\u7684\u8ba1\u7b97\uff08\u751f\u6210\u8f83\u957f\u7684\u601d\u7ef4\u94fe\uff09\u5df2\u6210\u4e3a\u4e00\u79cd\u5de5\u5177\uff0c\u53ef\u8ba9\u7528\u6237\u52a8\u6001\u8c03\u6574\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u81ea\u6211\u8fdb\u5316<\/strong>\u3002\u663e\u7136\uff0cLLM \u4f7f\u7528\u8f83\u957f\u7684\u601d\u7ef4\u94fe\u6267\u884c\u590d\u6742\u63a8\u7406\u7b56\u7565\u7684\u80fd\u529b\u662f\u4e2a\u65b0\u65b9\u5411\u5e76\u4e14\u6fc0\u52a8\u4eba\u5fc3\u3002\u4ece\u6700\u8fd1\u7684\u7814\u7a76\u4e2d\uff0c\u8fd9\u4e9b\u7279\u6b8a\u80fd\u529b\u53d1\u5c55\u7684\u5173\u952e\u56e0\u7d20\u662f\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u6211\u4eec\u5728 [1] \u4e2d\u770b\u5230\uff0c\u5982\u679c\u6a21\u578b\u5f97\u5230\u6b63\u786e\u7684\u6fc0\u52b1\uff0c\u8fd9\u79cd\u63a8\u7406\u80fd\u529b\u5c31\u4f1a\u5728\u5f3a\u5316\u5b66\u4e60\u671f\u95f4\u81ea\u7136\u6d8c\u73b0\u51fa\u6765 \u2014\u2014 \u901a\u5e38\u662f\u901a\u8fc7\u786e\u5b9a\u6027\u548c\u53ef\u9760\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u3002\u6b64\u5916\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u66f4\u591a\u7684\u8ba1\u7b97\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6765\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b \u2014\u2014 \u8fd9\u662f\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u7684\u53e6\u4e00\u4e2a Scaling Law\uff01<\/section>\n<section><\/section>\n<section><strong>\u4f7f\u7528\u66f4\u5c11\u7684\u76d1\u7763<\/strong>\u3002\u4e0e\u6807\u51c6 LLM \u76f8\u6bd4\uff0c\u63a8\u7406\u6a21\u578b\u5bf9\u4eba\u7c7b\u76d1\u7763\u7684\u4f9d\u8d56\u7a0b\u5ea6\u8f83\u4f4e\u3002\u7279\u522b\u662f\uff0c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u671f\u95f4\u7684\u5956\u52b1\u4e3b\u8981\u6765\u81ea\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u7684\u504f\u597d\u3002\u5f53\u7136\uff0c\u63a8\u7406\u6a21\u578b\u4ecd\u7136\u6709\u51e0\u4e2a\u9886\u57df\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u7684\u76d1\u7763\uff1b\u4f8b\u5982\uff0c\u57fa\u7840\u6a21\u578b\u4f7f\u7528\u4eba\u7c7b\u6574\u7406\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u9a8c\u8bc1\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u63d0\u4f9b\u7684 ground truth \u6807\u7b7e\u3002\u7136\u800c\uff0c\u50cf R1\uff08\u5c24\u5176\u662f R1-Zero\uff09\u8fd9\u6837\u7684\u63a8\u7406\u6a21\u578b\u4ecd\u7136\u5728\u5927\u529b\u53d1\u5c55\uff0c\u8bc1\u660e\u63a8\u7406\u80fd\u529b\u53ef\u4ee5\u81ea\u4e3b\u53d1\u5c55\u8d77\u6765\u3002<\/section>\n<section><\/section>\n<section><strong>\u84b8\u998f\u662f\u6709\u6548\u7684<\/strong>\u3002\u6211\u4eec\u53ef\u4ee5\u57fa\u4e8e\u5f3a\u5927\u7684\u5927\u578b\u63a8\u7406\u6a21\u578b\uff0c\u4f7f\u7528\u7b80\u5355\u7684\u7b56\u7565\u5c06\u8fd9\u4e9b\u6a21\u578b\u7684\u80fd\u529b\u84b8\u998f\u7ed9\u66f4\u5c0f\u3001\u66f4\u5bc6\u96c6\u7684\u6a21\u578b\uff01\u8fd9\u4e00\u53d1\u73b0\u5bfc\u81f4\u4e86\u8be5\u9886\u57df\u7814\u7a76\u7684\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u6211\u4eec\u5f88\u53ef\u80fd\u4f1a\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u770b\u5230\u66f4\u591a\u9ad8\u6548\u548c\u84b8\u998f\u7684\u63a8\u7406\u6a21\u578b\u53d1\u5e03\u3002\u8be5\u9886\u57df\u7684\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u662f\u8f83\u5c0f\u7684\u6a21\u578b\u80fd\u5426\u6cdb\u5316\uff0c\u8fd8\u662f\u8bf4\u96be\u4ee5\u5b8c\u5168\u5339\u654c\u5176\u6559\u5e08\u6a21\u578b\u7684\u5e7f\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>\u9700\u8981\u89e3\u51b3\u7684\u65b0\u95ee\u9898<\/strong>\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u63a8\u7406\u6a21\u578b\u7684\u51fa\u73b0\u4e5f\u5e26\u6765\u4e86\u5404\u79cd\u6709\u8da3\u7684\u65b0\u95ee\u9898\u3002\u6211\u4eec\u8fd8\u9700\u89e3\u51b3\u7684\u95ee\u9898\u6709\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5982\u4f55\u4e3a\u957f\u601d\u7ef4\u94fe\u5b9e\u73b0\u5b89\u5168\u8bad\u7ec3\uff1f<\/section>\n<\/li>\n<li>\n<section>\u901a\u7528\u4efb\u52a1\u80fd\u529b \/ \u63a8\u7406\u80fd\u529b\u4e4b\u95f4\u7684\u6700\u4f73\u5e73\u8861\u662f\u4ec0\u4e48\uff1f<\/section>\n<\/li>\n<li>\n<section>SFT \u5728\u8bad\u7ec3\u63a8\u7406\u6a21\u578b\u4e2d\u7684\u6700\u4f73\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f<\/section>\n<\/li>\n<li>\n<section>\u5982\u4f55\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u957f\u601d\u7ef4\u94fe\u4e2d\u7684\u300c\u8fc7\u5ea6\u601d\u8003\u300d\uff1f<\/section>\n<\/li>\n<li>\n<section>\u5982\u4f55\u5b9e\u73b0\u63a8\u7406\u6a21\u578b\u7684\u9ad8\u6548\u6258\u7ba1\uff1f<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6b63\u5982\u672c\u6587\u5f00\u5934\u6240\u8ff0\uff0c\u63a8\u7406\u6a21\u578b\u662f\u4e00\u79cd\u771f\u6b63\u65b0\u578b\u7684 LLM\uff0c\u5b83\u5c06\u8feb\u4f7f\u6211\u4eec\u91cd\u65b0\u601d\u8003\u73b0\u6709\u7684\u6846\u67b6\u3002\u591a\u5e74\u6765\u4e00\u76f4\u4f7f\u7528\u7684\u6280\u672f\uff08\u4f8b\u5982\uff0c\u5c11\u6837\u672c\u63d0\u793a\uff09\u5bf9\u4e8e\u8fd9\u4e9b\u65b0\u6a21\u578b\u6765\u8bf4\u5df2\u7ecf\u8fc7\u65f6\u4e86\u3002LLM \u7814\u7a76\u9886\u57df\u6b63\u5728\u518d\u6b21\u81ea\u6211\u91cd\u5851\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e0e\u63a8\u7406\u6a21\u578b\u76f8\u5173\u7684\u6df1\u5ea6\u62a5\u9053<\/strong><\/section>\n<section><\/section>\n<section>\u524d\u9762\u5c31\u662f Cameron R. Wolfe \u535a\u58eb\u53d1\u5e03\u7684\u300a\u63ed\u79d8\u63a8\u7406\u6a21\u578b\u300b \u5168\u6587\u4e86\u3002\u4e0b\u9762\u6211\u4eec\u7b80\u5355\u68b3\u7406\u4e86\u673a\u5668\u4e4b\u5fc3\u4e4b\u524d\u53d1\u5e03\u7684\u63a8\u7406\u6a21\u578b\u76f8\u5173\u5185\u5bb9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650952004&amp;idx=1&amp;sn=dd3538f3f7f72ced1c545a95aa242777&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300cDeepSeek \u63a5\u73ed OpenAI\u300d\uff0c\u6700\u65b0\u5f00\u6e90\u7684 R1 \u63a8\u7406\u6a21\u578b\uff0c\u8ba9 AI \u5708\u7206\u4e86<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954131&amp;idx=2&amp;sn=1d90cf8ef42ebe40d91b27f5ceca4b47&amp;scene=21#wechat_redirect\" target=\"_blank\">Sebastian Raschka\uff1a\u5173\u4e8e DeepSeek R1 \u548c\u63a8\u7406\u6a21\u578b\uff0c\u6211\u6709\u51e0\u70b9\u770b\u6cd5<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955946&amp;idx=2&amp;sn=9227cc28900efcd2c1f9a72434286326&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4e24\u4e07\u5b57\u957f\u6587\u6df1\u5ea6\u89e3\u5bc6 DeepSeek-R1\u3001Kimi 1.5\uff0c\u5f3a\u63a8\u7406\u6a21\u578b\u51ed\u4ec0\u4e48\u706b\u51fa\u5708\uff1f<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954925&amp;idx=1&amp;sn=0d54400f181adf2f117fea3281048fba&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4ece\u60f3\u592a\u591a\u5230\u60f3\u4e0d\u900f\uff1fDeepSeek-R1 \u7b49\u957f\u63a8\u7406\u6a21\u578b\u4e5f\u5b58\u5728\u300c\u601d\u8003\u4e0d\u8db3\u300d\u95ee\u9898<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954559&amp;idx=1&amp;sn=3c2233fdccea6fa839e22fd36ba1af49&amp;scene=21#wechat_redirect\" target=\"_blank\">\u54e5\u5fb7\u5c14 &#8211; Prover \u8d85\u8fc7 DeepSeek-Prover\uff0c\u91d1\u9a70\u3001\u9648\u4e39\u7426\u56e2\u961f\u9020\u51fa\u5f53\u524d\u6700\u5f3a\u5f62\u5f0f\u5316\u63a8\u7406\u6a21\u578b<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650953918&amp;idx=1&amp;sn=7229f8c2bd809a4cde2e31bff12e353e&amp;scene=21#wechat_redirect\" target=\"_blank\">817 \u6837\u672c\u6fc0\u53d1 7 \u500d\u63a8\u7406\u6027\u80fd\uff1a\u4e0a\u4ea4\u5927\u300c\u5c11\u5373\u662f\u591a\u300d\u5b9a\u5f8b\u6311\u6218 RL Scaling \u8303\u5f0f<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650950956&amp;idx=1&amp;sn=b8afe82f1611fadabaf1d53627b803a4&amp;scene=21#wechat_redirect\" target=\"_blank\">450 \u7f8e\u5143\u8bad\u7ec3\u4e00\u4e2a\u300co1-preview\u300d\uff1fUC \u4f2f\u514b\u5229\u5f00\u6e90 32B \u63a8\u7406\u6a21\u578b Sky-T1\uff0cAI \u793e\u533a\u6cb8\u817e\u4e86<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650953548&amp;idx=2&amp;sn=49e2bbe04e672580dbf9c1b2b7cd68df&amp;scene=21#wechat_redirect\" target=\"_blank\">\u8bad\u7ec3 1000 \u6837\u672c\u5c31\u80fd\u8d85\u8d8a o1\uff0c\u674e\u98de\u98de\u7b49\u4eba\u753b\u51fa AI \u6269\u5c55\u65b0\u66f2\u7ebf<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954480&amp;idx=1&amp;sn=64a1e8be55441bd146077f77cb84f3f1&amp;scene=21#wechat_redirect\" target=\"_blank\">8 \u5361 32B \u6a21\u578b\u8d85\u8d8a o1 \u9884\u89c8\u7248\u3001DeepSeek V3\uff0c\u666e\u6797\u65af\u987f\u3001\u5317\u5927\u63d0\u51fa\u5c42\u6b21\u5316 RL \u63a8\u7406\u65b0\u8303\u5f0f<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955248&amp;idx=1&amp;sn=92d0e47588232fbafd0a230c6e7db3ea&amp;scene=21#wechat_redirect\" target=\"_blank\">200 \u591a\u884c\u4ee3\u7801\uff0c\u8d85\u4f4e\u6210\u672c\u590d\u73b0 DeepSeek R1\u300cAha Moment\u300d\uff01\u590d\u65e6\u5927\u5b66\u5f00\u6e90<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650953087&amp;idx=3&amp;sn=d9dddd3174db3fb99835045d67d80957&amp;scene=21#wechat_redirect\" target=\"_blank\">\u6267\u884c\u63a8\u7406\u65f6\u80fd\u5bf9\u9f50\u8bed\u8a00\u6a21\u578b\u5417\uff1f\u8c37\u6b4c InfAlign \u5e26\u6765\u4e00\u79cd\u5bf9\u9f50\u65b0\u601d\u8def<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954917&amp;idx=1&amp;sn=ae7f74904128a7538a4d75e05247db87&amp;scene=21#wechat_redirect\" target=\"_blank\">\u521a\u521a\uff0cDeepSeek \u5b98\u65b9\u53d1\u5e03 R1 \u6a21\u578b\u63a8\u8350\u8bbe\u7f6e\uff0c\u8fd9\u624d\u662f\u6b63\u786e\u7528\u6cd5<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954777&amp;idx=1&amp;sn=2b8f4b68f99504482a3a65e88b2f213f&amp;scene=21#wechat_redirect\" target=\"_blank\">\u554a\uff01DeepSeek-R1\u3001o3-mini \u80fd\u89e3\u5965\u6570\u9898\u5374\u7b97\u4e0d\u4e86\u591a\u4f4d\u6570\u4e58\u6cd5\uff1f<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650951860&amp;idx=1&amp;sn=16f356cf0861d1cbca93360e03cc6281&amp;scene=21#wechat_redirect\" target=\"_blank\">\u6269\u6563\u6a21\u578b\u4e5f\u80fd\u63a8\u7406\u65f6 Scaling\uff0c\u8c22\u8d5b\u5b81\u56e2\u961f\u91cd\u78c5\u7814\u7a76\u53ef\u80fd\u5e26\u6765\u6587\u751f\u56fe\u65b0\u8303\u5f0f<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955880&amp;idx=1&amp;sn=5b075e51fbed0409ecfa0b618be7a95f&amp;scene=21#wechat_redirect\" target=\"_blank\">\u91cd\u78c5\u53d1\u73b0\uff01DeepSeek R1 \u65b9\u6cd5\u6210\u529f\u8fc1\u79fb\u5230\u89c6\u89c9\u9886\u57df\uff0c\u591a\u6a21\u6001 AI \u8fce\u6765\u65b0\u7a81\u7834\uff01<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650954322&amp;idx=2&amp;sn=5bc774f996d81874b427e1c00262e3dd&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5f00\u6e90 22 \u4e07\u6761 DeepSeek R1 \u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff01\u4f60\u4e5f\u80fd\u590d\u73b0 DeepSeek \u4e86<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955736&amp;idx=1&amp;sn=c1cd748685c68e8398c1452655a12e87&amp;scene=21#wechat_redirect\" target=\"_blank\">OpenAI\uff1a\u5f3a\u5316\u5b66\u4e60\u786e\u5b9e\u53ef\u663e\u8457\u63d0\u9ad8 LLM \u6027\u80fd\uff0cDeepSeek R1\u3001Kimi k1.5 \u53d1\u73b0 o1 \u7684\u79d8\u5bc6<\/a><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/section>\n<section><sup><em>[1] Guo, Daya, et al. &#8220;Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning.&#8221; arXiv preprint arXiv:2501.12948 (2025).<\/em><\/sup><\/section>\n<section><sup><em>[2] Liu, Aixin, et al. &#8220;Deepseek-v3 technical report.&#8221; arXiv preprint arXiv:2412.19437 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[3] Shao, Zhihong, et al. &#8220;Deepseekmath: Pushing the limits of mathematical reasoning in open language models.&#8221; arXiv preprint arXiv:2402.03300 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[4] OpenAI. \u201cIntroducing OpenAI o1-preview\u201d https:\/\/openai.com\/index\/introducing-openai-o1-preview\/ (2024).<\/em><\/sup><\/section>\n<section><sup><em>[5] OpenAI. \u201cLearning to Reason with LLMs\u201d https:\/\/openai.com\/index\/learning-to-reason-with-llms\/ (2024).<\/em><\/sup><\/section>\n<section><sup><em>[6] OpenAI. \u201cOpenAI o3-mini\u201d https:\/\/openai.com\/index\/openai-o3-mini\/ (2025).<\/em><\/sup><\/section>\n<section><sup><em>[7] Rein, David, et al. &#8220;Gpqa: A graduate-level google-proof q&amp;a benchmark.&#8221; arXiv preprint arXiv:2311.12022 (2023).<\/em><\/sup><\/section>\n<section><sup><em>[8] Wei, Jason, et al. &#8220;Chain-of-thought prompting elicits reasoning in large language models.&#8221; Advances in neural information processing systems 35 (2022): 24824-24837.<\/em><\/sup><\/section>\n<section><sup><em>[9] Zelikman, Eric, et al. &#8220;Star: Bootstrapping reasoning with reasoning.&#8221; Advances in Neural Information Processing Systems 35 (2022): 15476-15488.<\/em><\/sup><\/section>\n<section><sup><em>[10] Gulcehre, Caglar, et al. &#8220;Reinforced self-training (rest) for language modeling.&#8221; arXiv preprint arXiv:2308.08998 (2023).<\/em><\/sup><\/section>\n<section><sup><em>[11] Nakano, Reiichiro, et al. &#8220;Webgpt: Browser-assisted question-answering with human feedback.&#8221; arXiv preprint arXiv:2112.09332 (2021).<\/em><\/sup><\/section>\n<section><sup><em>[12] Dubey, Abhimanyu, et al. &#8220;The llama 3 herd of models.&#8221; arXiv preprint arXiv:2407.21783 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[13] Lambert, Nathan, et al. &#8220;Tulu 3: Pushing frontiers in open language model post-training.&#8221; arXiv preprint arXiv:2411.15124 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[14] Bespoke Labs. \u201cBespoke-Stratos: The unreasonable effectiveness of reasoning distillation\u201d https:\/\/www.bespokelabs.ai\/blog\/bespoke-stratos-the-unreasonable-effectiveness-of-reasoning-distillation (2025).<\/em><\/sup><\/section>\n<section><sup><em>[15] Welleck, Sean, et al. &#8220;From decoding to meta-generation: Inference-time algorithms for large language models.&#8221; arXiv preprint arXiv:2406.16838 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[16] Aggarwal, Pranjal, Bryan Parno, and Sean Welleck. &#8220;AlphaVerus: Bootstrapping formally verified code generation through self-improving translation and treefinement.&#8221; arXiv preprint arXiv:2412.06176 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[17] Chen, Xinyun, et al. &#8220;Teaching large language models to self-debug.&#8221; arXiv preprint arXiv:2304.05128 (2023).<\/em><\/sup><\/section>\n<section><sup><em>[18] Wang, Yifei, et al. &#8220;A Theoretical Understanding of Self-Correction through In-context Alignment.&#8221; arXiv preprint arXiv:2405.18634 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[19] Huang, Jie, et al. &#8220;Large language models cannot self-correct reasoning yet.&#8221; arXiv preprint arXiv:2310.01798 (2023).<\/em><\/sup><\/section>\n<section><sup><em>[20] Yang, An, et al. &#8220;Qwen2. 5 technical report.&#8221; arXiv preprint arXiv:2412.15115 (2024).<\/em><\/sup><\/section>\n<section><sup><em>[21] Dubey, Abhimanyu, et al. &#8220;The llama 3 herd of models.&#8221; arXiv preprint arXiv:2407.21783 (2024).<\/em><\/sup><\/section>\n<section><em><sup>[22] Shao, Zhihong, et al. &#8220;Deepseekmath: Pushing the limits of mathematical reasoning in open language models.&#8221; arXiv preprint arXiv:2402.03300 (2024).<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-24-5\" target=\"_blank\">\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4eceo1-mini\u5230De [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,81],"class_list":["post-38883","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-81"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38883\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f\",\"datePublished\":\"2025-02-24T20:00:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883\"},\"wordCount\":952,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/frc-6d6d7799ff318daf75f121638000b2da.png\",\"keywords\":[\"\u591a\u6a21\u6001\",\"\u6a21\u578b\u8bad\u7ec3\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=38883#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=38883\",\"name\":\"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/frc-6d6d7799ff318daf75f121638000b2da.png\",\"datePublished\":\"2025-02-24T20:00:52+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=38883\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/frc-6d6d7799ff318daf75f121638000b2da.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/frc-6d6d7799ff318daf75f121638000b2da.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=38883#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=38883","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=38883#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=38883"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f","datePublished":"2025-02-24T20:00:52+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=38883"},"wordCount":952,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=38883#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d6d7799ff318daf75f121638000b2da.png","keywords":["\u591a\u6a21\u6001","\u6a21\u578b\u8bad\u7ec3"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=38883#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38883","url":"https:\/\/17aitech.com\/?p=38883","name":"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38883#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38883#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d6d7799ff318daf75f121638000b2da.png","datePublished":"2025-02-24T20:00:52+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38883#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38883"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38883#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d6d7799ff318daf75f121638000b2da.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d6d7799ff318daf75f121638000b2da.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38883#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u4eceo1-mini\u5230DeepSeek-R1\uff0c\u4e07\u5b57\u957f\u6587\u5e26\u4f60\u8bfb\u61c2\u63a8\u7406\u6a21\u578b\u7684\u5386\u53f2\u4e0e\u6280\u672f"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38883","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38883"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38883\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38883"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38883"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38883"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}