{"id":24561,"date":"2025-02-06T11:15:25","date_gmt":"2025-02-06T03:15:25","guid":{"rendered":"http:\/\/139.9.1.231\/?p=24561"},"modified":"2025-02-26T17:56:09","modified_gmt":"2025-02-26T09:56:09","slug":"deepseek-r1","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/02\/06\/deepseek-r1\/","title":{"rendered":"DeepSeek-R1 \u6280\u672f\u62a5\u544a"},"content":{"rendered":"\n<p><em>\u6458\u81ea\uff1a<\/em>https:\/\/zhuanlan.zhihu.com\/p\/19744278380<\/p>\n\n\n\n<p class=\"has-text-align-center\"><em><strong>Github<\/strong>: <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/deepseek-ai\/DeepSeek-R1\" target=\"_blank\">https:\/\/github.com\/deepseek-ai\/DeepSeek-R1<\/a><\/em><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><a href=\"https:\/\/github.com\/deepseek-ai\/DeepSeek-R1\/blob\/main\/DeepSeek_R1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">DeepSeek-R1\uff1a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u63d0\u5347LLM\u7684\u63a8\u7406\u80fd\u529b<\/a><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"241\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-19-1024x241.png\" alt=\"\" class=\"wp-image-24564\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-19-1024x241.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-19-300x71.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-19-768x180.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-19.png 1051w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>R1\u8bad\u7ec3\u6d41\u7a0b<\/strong>:<\/p>\n\n\n\n<p>\u2022\u51b7\u542f\u52a8  \u2022\u57fa\u4e8e\u63a8\u7406\u7684\u5f3a\u5316\u5b66\u4e60  \u2022Rejection Sampling  \u2022SFT   \u2022\u5168\u573a\u666f\u5f3a\u5316\u5b66\u4e60<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"617\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-92-1024x617.png\" alt=\"\" class=\"wp-image-25231\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-92-1024x617.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-92-300x181.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-92-768x463.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-92.png 1108w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n\n\n<p><strong>DeepSeek-R1-Zero<\/strong> \u91c7\u7528\u5927\u89c4\u6a21<strong>\u5f3a\u5316\u5b66\u4e60(RL)<\/strong>\u8fdb\u884c\u8bad\u7ec3\uff0c<strong>\u65e0\u9700<\/strong>\u9884\u5148\u8fdb\u884c<strong>\u76d1\u7763\u5fae\u8c03(SFT)<\/strong>\uff0c\u8868\u73b0\u51fa\u663e\u8457\u7684\u63a8\u7406\u80fd\u529b\u3002\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0cDeepSeek-R1-Zero \u5c55\u73b0\u51fa\u591a\u79cd\u5353\u8d8a\u4e14\u65b0\u9896\u7684\u63a8\u7406\u7279\u6027\u3002\u4f46\u8be5\u6a21\u578b\u4ecd\u9762\u4e34<strong>\u53ef\u8bfb\u6027\u4e0d\u8db3<\/strong>\u3001<strong>\u8bed\u8a00\u6df7\u6742<\/strong>\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u5e76\u8fdb\u4e00\u6b65\u589e\u5f3a\u63a8\u7406\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86 DeepSeek-R1\uff0c\u8be5\u6a21\u578b\u5728\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u524d\u5f15\u5165\u4e86\u591a\u9636\u6bb5\u8bad\u7ec3\u548c\u51b7\u542f\u52a8\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p><strong>DeepSeek-R1 \u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86\u4e0e OpenAI-o1-1217 \u76f8\u5f53\u7684\u6027\u80fd\u6c34\u5e73<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4fc3\u8fdb\u5b66\u672f\u7814\u7a76\u53d1\u5c55\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u6e90\u4e86 DeepSeek-R1-Zero\u3001DeepSeek-R1\uff0c\u4ee5\u53ca\u57fa\u4e8e Qwen \u548c Llama \u67b6\u6784\u4ece <strong>DeepSeek-R1 <\/strong>\u77e5\u8bc6<strong>\u84b8\u998f\u83b7\u5f97\u7684\u516d\u4e2a\u7a20\u5bc6\u6a21\u578b<\/strong>(<strong>1.5B\u30017B\u30018B\u300114B\u300132B\u300170B<\/strong>)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"669\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-20-1024x669.png\" alt=\"\" class=\"wp-image-24573\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-20-1024x669.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-20-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-20-768x502.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-20.png 1131w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 id=\"h_19744278380_0\">\u5f15\u8a00<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0cLLM\u6280\u672f\u53d1\u5c55\u8fc5\u901f\uff0c\u4e0d\u65ad\u7f29\u5c0f\u4e0eAGI\u7684\u5dee\u8ddd\u3002\u540e\u8bad\u7ec3\u6280\u672f\u5df2\u6210\u4e3a\u5b8c\u6574\u8bad\u7ec3\u6d41\u7a0b\u4e2d\u7684\u5173\u952e\u73af\u8282\uff0c\u8bc1\u5b9e\u80fd\u591f\u63d0\u5347\u63a8\u7406\u4efb\u52a1\u51c6\u786e\u7387\uff0c\u5b9e\u73b0\u793e\u4f1a\u4ef7\u503c\u89c2\u5bf9\u9f50\uff0c\u9002\u5e94\u7528\u6237\u504f\u597d\uff0c\u540c\u65f6\u76f8\u8f83\u4e8e\u9884\u8bad\u7ec3\u6240\u9700\u8ba1\u7b97\u8d44\u6e90\u8f83\u5c11\u3002\u5728\u63a8\u7406\u80fd\u529b\u65b9\u9762\uff0cOpenAI\u7684o1\u7cfb\u5217\u6a21\u578b\u9996\u6b21\u901a\u8fc7\u5ef6\u957f<strong>Chain-of-Thought(CoT)<\/strong>\u63a8\u7406\u8fc7\u7a0b\u5f15\u5165\u4e86\u63a8\u7406\u65f6\u6269\u5c55\u673a\u5236\uff0c\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u548c\u79d1\u5b66\u63a8\u7406\u7b49\u591a\u4e2a\u63a8\u7406\u4efb\u52a1\u4e2d\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5982\u4f55\u5b9e\u73b0\u6709\u6548\u7684\u6d4b\u8bd5\u65f6\u6269\u5c55\u4ecd\u662f\u5b66\u672f\u754c\u9762\u4e34\u7684\u91cd\u8981\u8bfe\u9898\u3002\u524d\u671f\u7814\u7a76\u63a2\u7d22\u4e86\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u8fc7\u7a0b\u578b\u5956\u52b1\u6a21\u578b\u3001\u5f3a\u5316\u5b66\u4e60\u4ee5\u53ca\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u548c\u675f\u641c\u7d22\u7b49\u7b97\u6cd5\u3002\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u5747\u672a\u80fd\u8fbe\u5230\u4e0eOpenAI\u7684o1\u7cfb\u5217\u6a21\u578b\u76f8\u5f53\u7684\u901a\u7528\u63a8\u7406\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u672c\u7814\u7a76\u91c7\u7528<strong>\u7eafRL\u65b9\u6cd5\u63d0\u5347\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/strong>\u3002\u7814\u7a76\u65e8\u5728<strong>\u63a2\u7d22LLM\u5728\u65e0\u76d1\u7763\u6570\u636e\u6761\u4ef6\u4e0b\u901a\u8fc7\u7eafRL\u8fc7\u7a0b\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\u7684\u63a8\u7406\u80fd\u529b\u6f5c\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u9009\u7528<strong>DeepSeek-V3-Base<\/strong>\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u91c7\u7528<strong>\u7fa4\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316(GRPO)<\/strong>\u4f5c\u4e3aRL\u6846\u67b6\u63d0\u5347\u6a21\u578b\u63a8\u7406\u6027\u80fd\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cDeepSeek-R1-Zero\u81ea\u7136\u5f62\u6210\u4e86\u591a\u79cd\u9ad8\u6548\u4e14\u521b\u65b0\u7684\u63a8\u7406\u7279\u5f81\u3002\u7ecf\u8fc7\u6570\u5343\u8f6eRL\u8fed\u4ee3\uff0cDeepSeek-R1-Zero\u5728\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5c55\u73b0\u51fa\u4f18\u5f02\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u5728<strong>AIME 2024<\/strong>\u6d4b\u8bd5\u4e2d\uff0cpass@1\u5f97\u5206\u4ece15.6%\u63d0\u5347\u81f371.0%\uff0c\u91c7\u7528<strong>majority voting<\/strong>\u673a\u5236\u540e\uff0c\u5f97\u5206\u8fdb\u4e00\u6b65\u63d0\u9ad8\u523086.7%\uff0c\u8fbe\u5230OpenAI-o1-0912\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0cDeepSeek-R1-Zero\u4ecd\u9762\u4e34\u53ef\u8bfb\u6027\u4e0d\u8db3\u3001\u8bed\u8a00\u6df7\u6742\u7b49\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u5e76\u8fdb\u4e00\u6b65\u63d0\u5347\u63a8\u7406\u6027\u80fd\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86DeepSeek-R1\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u6574\u5408\u4e86\u521d\u59cb\u8bad\u7ec3\u6570\u636e\u548c\u591a\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\u3002\u5177\u4f53\u5b9e\u65bd\u6b65\u9aa4\u5305\u62ec\uff1a\u9996\u5148\u6536\u96c6\u6570\u5343\u6761\u521d\u59cb\u8bad\u7ec3\u6570\u636e\u7528\u4e8eDeepSeek-V3-Base\u6a21\u578b\u7684\u5fae\u8c03\uff1b\u968f\u540e\u8fdb\u884c\u63a8\u7406\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff1b\u5728RL\u8fc7\u7a0b\u63a5\u8fd1\u6536\u655b\u65f6\uff0c\u901a\u8fc7<strong>\u62d2\u7edd\u91c7\u6837\uff08rejection sampling\uff09<\/strong>\u65b9\u6cd5\u4eceRL\u68c0\u67e5\u70b9\u751f\u6210\u65b0\u7684SFT\u6570\u636e\uff0c\u5e76\u7ed3\u5408DeepSeek-V3\u5728\u5199\u4f5c\u3001\u4e8b\u5b9eQA\u548c\u81ea\u6211\u8ba4\u77e5\u7b49\u9886\u57df\u7684\u76d1\u7763\u6570\u636e\u91cd\u65b0\u8bad\u7ec3DeepSeek-V3-Base\u6a21\u578b\uff1b\u6700\u540e\uff0c\u4f7f\u7528\u65b0\u6570\u636e\u5b8c\u6210\u5fae\u8c03\u540e\u7684\u68c0\u67e5\u70b9\u8fdb\u884c\u989d\u5916\u7684RL\u8bad\u7ec3\uff0c\u7efc\u5408\u8003\u8651\u5404\u7c7b\u573a\u666f\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u6700\u7ec8\u83b7\u5f97\u7684DeepSeek-R1\u6a21\u578b\u8fbe\u5230\u4e86\u4e0eOpenAI-o1-1217\u76f8\u5f53\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u4eceDeepSeek-R1\u5230\u8f83\u5c0fdense\u6a21\u578b\u7684\u77e5\u8bc6\u84b8\u998f\u3002\u4ee5<strong>Qwen2.5 32B<\/strong>\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u76f4\u63a5\u4ece<strong>DeepSeek-R1\u8fdb\u884c\u77e5\u8bc6\u84b8\u998f\u7684\u6548\u679c\u4f18\u4e8e\u76f4\u63a5\u5e94\u7528RL\u8bad\u7ec3<\/strong>\uff0c\u8868\u660e\u5927\u578b\u57fa\u7840\u6a21\u578b\u6240\u53d1\u73b0\u7684\u63a8\u7406\u6a21\u5f0f\u5bf9\u63d0\u5347\u63a8\u7406\u80fd\u529b\u5177\u6709\u5173\u952e\u4f5c\u7528\u3002\u7814\u7a76\u56e2\u961f\u5df2\u5f00\u6e90\u84b8\u998f\u540e\u7684Qwen\u548cLlama\u7cfb\u5217\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>14B\u84b8\u998f\u6a21\u578b\u7684\u6027\u80fd\u663e\u8457\u8d85\u8d8a\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u5f00\u6e90\u6a21\u578bQwQ-32B-Preview\uff0c\u800c32B\u548c70B\u84b8\u998f\u6a21\u578b\u5219\u5728\u7a20\u5bc6\u6a21\u578b\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u521b\u9020\u4e86\u65b0\u7684\u8bb0\u5f55<\/strong>\u3002<\/p>\n\n\n\n<h3 id=\"h_19744278380_1\">\u4e3b\u8981\u8d21\u732e<\/h3>\n\n\n\n<p><strong>\u540e\u8bad\u7ec3\uff1a\u57fa\u7840\u6a21\u578b\u7684\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u5e94\u7528<\/strong><\/p>\n\n\n\n<ul><li>\u672c\u7814\u7a76<strong>\u76f4\u63a5\u5c06RL\u5e94\u7528\u4e8e\u57fa\u7840\u6a21\u578b\uff0c\u65e0\u9700\u5c06SFT\u4f5c\u4e3a\u524d\u7f6e\u6b65\u9aa4<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u901a\u8fc7CoT\u63a2\u7d22\u590d\u6742\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6700\u7ec8\u5f00\u53d1\u51faDeepSeek-R1-Zero\u6a21\u578b\u3002DeepSeek-R1-Zero\u5177\u5907\u81ea\u6211\u9a8c\u8bc1\u3001\u53cd\u601d\u548c\u751f\u6210\u957fCoT\u7b49\u80fd\u529b\uff0c\u4e3a\u5b66\u672f\u754c\u63d0\u4f9b\u4e86\u91cd\u8981\u7814\u7a76\u6210\u679c\u3002<strong>\u8fd9\u662f\u9996\u4e2a\u9a8c\u8bc1LLM\u63a8\u7406\u80fd\u529b\u53ef\u7eaf\u7cb9\u901a\u8fc7RL\u63d0\u5347\u800c\u65e0\u9700SFT\u7684\u5f00\u653e\u7814\u7a76\uff0c\u4e3a\u8be5\u9886\u57df\u672a\u6765\u53d1\u5c55\u5960\u5b9a\u57fa\u7840<\/strong>\u3002<\/li><li>\u7814\u7a76\u63d0\u51fa\u4e86DeepSeek-R1\u7684\u5f00\u53d1\u6d41\u7a0b\uff0c\u5305\u542b\u4e24\u4e2aRL\u9636\u6bb5\u7528\u4e8e\u4f18\u5316\u63a8\u7406\u6a21\u5f0f\u548c\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\uff0c\u4ee5\u53ca\u4e24\u4e2aSFT\u9636\u6bb5\u7528\u4e8e\u6784\u5efa\u6a21\u578b\u7684\u63a8\u7406\u548c\u975e\u63a8\u7406\u57fa\u7840\u80fd\u529b\u3002\u8be5\u6d41\u7a0b\u5c06\u6709\u52a9\u4e8e\u884c\u4e1a\u5f00\u53d1\u66f4\u9ad8\u6027\u80fd\u7684\u6a21\u578b\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u77e5\u8bc6\u84b8\u998f\uff1a\u5c0f\u578b\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347<\/strong><\/p>\n\n\n\n<ul><li>\u7814\u7a76\u8868\u660e\u5927\u578b\u6a21\u578b\u7684\u63a8\u7406\u6a21\u5f0f\u53ef\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u8fc1\u79fb\u81f3\u5c0f\u578b\u6a21\u578b\uff0c\u5176\u6548\u679c\u4f18\u4e8e\u76f4\u63a5\u5bf9\u5c0f\u578b\u6a21\u578b\u8fdb\u884cRL\u8bad\u7ec3\u3002<strong>\u5f00\u6e90\u7684DeepSeek-R1\u53ca\u5176API\u5c06\u652f\u6301\u5b66\u672f\u754c\u5f00\u53d1\u66f4\u4f18\u79c0\u7684\u5c0f\u578b\u6a21\u578b<\/strong>\u3002<\/li><li>\u5229\u7528DeepSeek-R1\u751f\u6210\u7684\u63a8\u7406\u6570\u636e\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u5b66\u672f\u754c\u5e7f\u6cdb\u4f7f\u7528\u7684\u591a\u4e2a\u7a20\u5bc6\u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\u3002\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0c\u7ecf\u8fc7\u77e5\u8bc6\u84b8\u998f\u7684\u5c0f\u578bdense\u6a21\u578b\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\u3002<strong>DeepSeek-R1-Distill-Qwen-7B<\/strong>\u5728AIME 2024\u4e0a\u8fbe\u523055.5%\u7684\u6027\u80fd\uff0c\u8d85\u8d8aQwQ-32B-Preview\u3002<strong>DeepSeek-R1-Distill-Qwen-32B<\/strong>\u5728AIME 2024\u3001MATH-500\u548cLiveCodeBench\u4e0a\u5206\u522b\u8fbe\u523072.6%\u300194.3%\u548c57.2%\u7684\u6210\u7ee9\uff0c\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u5f00\u6e90\u6a21\u578b\uff0c\u8fbe\u5230\u4e0eo1-mini\u76f8\u5f53\u7684\u6c34\u5e73\u3002<strong>\u7814\u7a76\u56e2\u961f\u5df2\u5411\u5b66\u672f\u754c\u5f00\u6e90\u57fa\u4e8eQwen2.5\u548cLlama3\u7cfb\u5217\u76841.5B\u30017B\u30018B\u300114B\u300132B\u548c70B\u84b8\u998f\u68c0\u67e5\u70b9<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h2 id=\"h_19744278380_2\">\u7814\u7a76\u65b9\u6cd5<\/h2>\n\n\n\n<h3 id=\"h_19744278380_3\">\u6982\u8ff0<\/h3>\n\n\n\n<p>\u4f20\u7edf\u7814\u7a76\u4e3b\u8981\u4f9d\u8d56\u5927\u89c4\u6a21\u76d1\u7763\u6570\u636e\u63d0\u5347\u6a21\u578b\u6027\u80fd<strong>\u3002\u672c\u7814\u7a76\u8bc1\u5b9e\uff0c\u5373\u4f7f\u5728\u65e0\u9700\u76d1\u7763\u5fae\u8c03(SFT)\u4f5c\u4e3a\u521d\u59cb\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60(RL)\u4e5f\u80fd\u663e\u8457\u63d0\u5347\u63a8\u7406\u80fd\u529b\u3002<\/strong>\u6b64\u5916\uff0c\u5f15\u5165\u9002\u91cf\u521d\u59cb\u8bad\u7ec3\u6570\u636e\u53ef\u8fdb\u4e00\u6b65\u4f18\u5316\u6027\u80fd\u3002\u540e\u7eed\u7ae0\u8282\u5c06\u4ecb\u7ecd\uff1a(1)<strong>DeepSeek-R1-Zero<\/strong>\uff1a\u76f4\u63a5\u5bf9\u57fa\u7840\u6a21\u578b\u5e94\u7528RL\uff0c\u65e0\u9700\u4efb\u4f55SFT\u6570\u636e\uff1b(2)<strong>DeepSeek-R1<\/strong>\uff1a<strong>\u57fa\u4e8e\u7ecf\u6570\u5343\u4e2a\u957fCoT\u6837\u4f8b\u5fae\u8c03\u7684\u68c0\u67e5\u70b9\u8fdb\u884cRL\u8bad\u7ec3<\/strong>\uff1b(3)\u5c06DeepSeek-R1\u7684\u63a8\u7406\u80fd\u529b<strong>\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u8fc1\u79fb\u81f3\u5c0f\u578b\u7a20\u5bc6\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<h3 id=\"h_19744278380_4\">DeepSeek-R1-Zero\uff1a\u57fa\u7840\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u5e94\u7528<\/h3>\n\n\n\n<p>\u524d\u671f\u76f8\u5173\u7814\u7a76\u8868\u660e\u5f3a\u5316\u5b66\u4e60\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u5177\u6709\u663e\u8457\u6548\u679c\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u7814\u7a76\u9ad8\u5ea6\u4f9d\u8d56\u8017\u65f6\u7684\u76d1\u7763\u6570\u636e\u91c7\u96c6\u3002<strong>\u672c\u8282\u63a2\u7d22LLM\u5728\u65e0\u76d1\u7763\u6570\u636e\u6761\u4ef6\u4e0b\u901a\u8fc7\u7eaf\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u63a8\u7406\u80fd\u529b\u81ea\u6211\u8fdb\u5316\u7684\u6f5c\u529b\u3002<\/strong>\u7814\u7a76\u9996\u5148\u6982\u8ff0\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u968f\u540e\u5c55\u793a\u5b9e\u9a8c\u7ed3\u679c\uff0c\u4ee5\u671f\u4e3a\u5b66\u672f\u754c\u63d0\u4f9b\u7814\u7a76\u53c2\u8003\u3002<\/p>\n\n\n\n<p><strong>\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5<\/strong><\/p>\n\n\n\n<p><strong>\u7fa4\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316(GRPO):&nbsp;<\/strong>\u4e3a\u4f18\u5316RL\u8bad\u7ec3\u6210\u672c\uff0c\u7814\u7a76\u91c7\u7528GRPO\u7b97\u6cd5\uff0c\u6452\u5f03\u4e86\u901a\u5e38\u4e0e\u7b56\u7565\u6a21\u578b\u89c4\u6a21\u76f8\u5f53\u7684\u8bc4\u8bba\u5bb6\u6a21\u578b\uff0c\u8f6c\u800c\u901a\u8fc7\u7fa4\u7ec4\u8bc4\u5206\u4f30\u8ba1\u57fa\u7ebf\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5bf9\u6bcf\u4e2a\u95ee\u9898&nbsp;q&nbsp;\uff0cGRPO\u4ece\u65e7\u7b56\u7565&nbsp;\u03c0\u03b8old&nbsp;\u91c7\u6837\u8f93\u51fa\u7ec4{&nbsp;o1,o2,&#8230;,oG&nbsp;}\uff0c\u901a\u8fc7\u6700\u5927\u5316\u4ee5\u4e0b\u76ee\u6807\u4f18\u5316\u7b56\u7565\u6a21\u578b&nbsp;\u03c0\u03b8&nbsp;\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"201\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-21-1024x201.png\" alt=\"\" class=\"wp-image-24583\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-21-1024x201.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-21-300x59.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-21-768x151.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-21.png 1090w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d&nbsp;\u03b5&nbsp;\u548c&nbsp;\u03b2&nbsp;\u662f\u8d85\u53c2\u6570\uff0c&nbsp;Ai&nbsp;\u662f\u4f18\u52bf\u51fd\u6570\uff0c\u4f7f\u7528\u7ec4\u5185\u6bcf\u4e2a\u8f93\u51fa\u5bf9\u5e94\u7684\u5956\u52b1\u7ec4{&nbsp;r1,r2,&#8230;,rG&nbsp;}\u8ba1\u7b97\u5f97\u5230\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-22.png\" alt=\"\" class=\"wp-image-24584\" width=\"216\" height=\"42\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-22.png 388w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-22-300x59.png 300w\" sizes=\"(max-width: 216px) 100vw, 216px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u5956\u52b1\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p>\u5956\u52b1\u673a\u5236\u4f5c\u4e3a\u8bad\u7ec3\u4fe1\u53f7\u6765\u6e90\uff0c\u51b3\u5b9aRL\u7684\u4f18\u5316\u65b9\u5411\u3002DeepSeek-R1-Zero\u91c7\u7528\u57fa\u4e8e\u89c4\u5219\u7684<strong>\u53cc\u91cd\u5956\u52b1\u7cfb\u7edf<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u51c6\u786e\u6027\u5956\u52b1<\/strong>\uff1a\u8bc4\u4f30\u54cd\u5e94\u6b63\u786e\u6027\u3002\u5982\u5bf9\u786e\u5b9a\u6027\u6570\u5b66\u95ee\u9898\uff0c\u8981\u6c42\u6a21\u578b\u4ee5\u7279\u5b9a\u683c\u5f0f\uff08\u5982\u65b9\u6846\u5185\uff09\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\uff0c\u5b9e\u73b0\u57fa\u4e8e\u89c4\u5219\u7684\u53ef\u9760\u9a8c\u8bc1\u3002\u5bf9LeetCode\u95ee\u9898\uff0c\u5219\u901a\u8fc7\u7f16\u8bd1\u5668\u57fa\u4e8e\u9884\u8bbe\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210\u53cd\u9988\u3002<\/li><li><strong>\u683c\u5f0f\u5956\u52b1<\/strong>\uff1a\u8981\u6c42\u6a21\u578b\u5c06\u63a8\u7406\u8fc7\u7a0b\u7f6e\u4e8e\u6307\u5b9a\u6807\u7b7e\u5bf9\u5185\u3002\u7814\u7a76\u672a\u91c7\u7528\u7ed3\u679c\u6216\u8fc7\u7a0b\u795e\u7ecf\u5956\u52b1\u6a21\u578b\uff0c\u539f\u56e0\u5728\u4e8e\u795e\u7ecf\u5956\u52b1\u6a21\u578b\u53ef\u80fd\u5728\u5927\u89c4\u6a21RL\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u5956\u52b1\u6b3a\u9a97\u95ee\u9898\uff0c\u4e14\u91cd\u8bad\u5956\u52b1\u6a21\u578b\u9700\u989d\u5916\u8d44\u6e90\uff0c\u589e\u52a0\u8bad\u7ec3\u6d41\u7a0b\u590d\u6742\u5ea6\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u8bad\u7ec3\u6a21\u677f<\/strong><\/p>\n\n\n\n<p>DeepSeek-R1-Zero\u7684\u8bad\u7ec3\u59cb\u4e8e\u7b80\u6d01\u6307\u4ee4\u6a21\u677f\u7684\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"242\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-23-1024x242.png\" alt=\"\" class=\"wp-image-24586\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-23-1024x242.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-23-300x71.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-23-768x181.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-23.png 1132w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u88681\u6240\u793a\uff0c\u6a21\u677f\u8981\u6c42\u6a21\u578b\u9996\u5148\u751f\u6210\u63a8\u7406\u8fc7\u7a0b\uff0c\u968f\u540e\u7ed9\u51fa\u6700\u7ec8\u7b54\u6848\u3002\u7814\u7a76\u523b\u610f\u5c06\u7ea6\u675f\u9650\u5b9a\u4e8e\u7ed3\u6784\u683c\u5f0f\uff0c\u907f\u514d\u5f15\u5165\u5185\u5bb9\u504f\u89c1\uff08\u5982\u5f3a\u5236\u53cd\u601d\u63a8\u7406\u6216\u7279\u5b9a\u95ee\u9898\u89e3\u51b3\u7b56\u7565\uff09\uff0c\u4ee5\u51c6\u786e\u89c2\u6d4b\u6a21\u578b\u5728RL\u8fc7\u7a0b\u4e2d\u7684\u81ea\u7136\u6f14\u5316\u3002<\/p>\n\n\n\n<p><strong>DeepSeek-R1-Zero\u7684\u6027\u80fd\u5206\u6790\u3001\u6f14\u5316\u8fc7\u7a0b\u53ca\u5173\u952e\u7a81\u7834<\/strong><\/p>\n\n\n\n<p><strong>\u6027\u80fd\u5206\u6790&nbsp;<\/strong>\u56fe2\u8bb0\u5f55\u4e86DeepSeek-R1-Zero\u5728RL\u8bad\u7ec3\u8fc7\u7a0b\u4e2dAIME 2024\u57fa\u51c6\u6d4b\u8bd5\u7684\u6027\u80fd\u53d8\u5316\u8f68\u8ff9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"849\" height=\"550\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-24.png\" alt=\"\" class=\"wp-image-24587\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-24.png 849w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-24-300x194.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-24-768x498.png 768w\" sizes=\"(max-width: 849px) 100vw, 849px\" \/><figcaption>\u56fe2 | DeepSeek-R1-Zero\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684AIME\u51c6\u786e\u7387\u53d8\u5316\u3002\u4e3a\u786e\u4fdd\u8bc4\u4f30\u7a33\u5b9a\u6027\uff0c\u5bf9\u6bcf\u4e2a\u95ee\u9898\u91c7\u683716\u4e2a\u54cd\u5e94\u5e76\u8ba1\u7b97\u603b\u4f53\u5e73\u5747\u51c6\u786e\u7387\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u6570\u636e\u663e\u793a\uff0c\u968f\u7740RL\u8bad\u7ec3\u7684\u6df1\u5165\uff0c\u6a21\u578b\u6027\u80fd\u5448\u73b0\u7a33\u5b9a\u4e0a\u5347\u8d8b\u52bf\u3002\u5728AIME 2024\u6d4b\u8bd5\u4e2d\uff0c\u5e73\u5747pass@1\u5f97\u5206\u4ece\u521d\u59cb\u768415.6%\u663e\u8457\u63d0\u5347\u81f371.0%\uff0c\u8fbe\u5230OpenAI-o1-0912\u7684\u6027\u80fd\u6c34\u5e73\uff0c\u5145\u5206\u8bc1\u5b9e\u4e86RL\u7b97\u6cd5\u5728\u6a21\u578b\u6027\u80fd\u4f18\u5316\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"330\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-25-1024x330.png\" alt=\"\" class=\"wp-image-24588\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-25-1024x330.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-25-300x97.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-25-768x248.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-25.png 1129w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u88682 | DeepSeek-R1-Zero\u4e0eOpenAI o1\u6a21\u578b\u5728\u63a8\u7406\u76f8\u5173\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u88682\u8be6\u7ec6\u5bf9\u6bd4\u4e86DeepSeek-R1-Zero\u4e0eOpenAI o1-0912\u6a21\u578b\u5728\u5404\u7c7b\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u8868\u73b0\u3002\u7ed3\u679c\u8868\u660e\uff0c\u7eafRL\u8bad\u7ec3\u4f7fDeepSeek-R1-Zero\u83b7\u5f97\u4e86\u51fa\u8272\u7684\u63a8\u7406\u80fd\u529b\uff0c\u65e0\u9700\u501f\u52a9\u76d1\u7763\u5fae\u8c03\u6570\u636e\uff0c\u8fd9\u8bc1\u5b9e\u4e86<strong>\u6a21\u578b\u901a\u8fc7\u5355\u4e00RL\u673a\u5236\u5b9e\u73b0\u6709\u6548\u5b66\u4e60\u548c\u6cdb\u5316\u7684\u80fd\u529b<\/strong>\u3002\u901a\u8fc7\u5f15\u5165majority voting\u673a\u5236\uff0c\u6a21\u578b\u6027\u80fd\u5f97\u5230\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u4f8b\u5982\uff0c\u5728AIME\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u91c7\u7528majority voting\u540e\u6027\u80fd\u4ece71.0%\u63d0\u5347\u81f386.7%\uff0c\u8d85\u8d8aOpenAI-o1-0912\u3002\u8fd9\u79cd\u4f18\u5f02\u8868\u73b0\u51f8\u663e\u4e86\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u548c\u63a8\u7406\u6f5c\u529b\u3002<\/p>\n\n\n\n<p><strong>\u6f14\u5316\u8fc7\u7a0b\u5206\u6790&nbsp;<\/strong>DeepSeek-R1-Zero\u7684\u6f14\u5316\u8fc7\u7a0b\u5c55\u793a\u4e86RL\u5728\u63a8\u7406\u80fd\u529b\u81ea\u4e3b\u4f18\u5316\u65b9\u9762\u7684\u663e\u8457\u6548\u679c\u3002\u901a\u8fc7\u76f4\u63a5\u5bf9\u57fa\u7840\u6a21\u578b\u5b9e\u65bdRL\u8bad\u7ec3\uff0c\u7814\u7a76\u5f97\u4ee5\u5728\u65e0\u76d1\u7763\u5fae\u8c03\u5f71\u54cd\u4e0b\u89c2\u6d4b\u6a21\u578b\u8fdb\u5c55\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"859\" height=\"535\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-26.png\" alt=\"\" class=\"wp-image-24590\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-26.png 859w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-26-300x187.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-26-768x478.png 768w\" sizes=\"(max-width: 859px) 100vw, 859px\" \/><figcaption>\u56fe3 | \u5c55\u793aDeepSeek-R1-Zero\u5728RL\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8bad\u7ec3\u96c6\u7684\u5e73\u5747\u54cd\u5e94\u957f\u5ea6\u53d8\u5316\uff0c\u53cd\u6620\u6a21\u578b\u81ea\u4e3b\u4e60\u5f97\u5ef6\u957f\u63a8\u7406\u65f6\u95f4\u7684\u80fd\u529b\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5982\u56fe3\u6240\u793a\uff0c\u6a21\u578b\u7684\u63a8\u7406\u65f6\u957f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6301\u7eed\u4f18\u5316\uff0c\u8fd9\u79cd\u8fdb\u5c55\u6e90\u4e8e\u6a21\u578b\u7684\u5185\u751f\u53d1\u5c55\u800c\u975e\u5916\u90e8\u5e72\u9884\u3002DeepSeek-R1-Zero\u901a\u8fc7\u6269\u5c55\u6d4b\u8bd5\u8ba1\u7b97\u65f6\u95f4\uff0c\u81ea\u7136\u5f62\u6210\u4e86\u89e3\u51b3\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u80fd\u529b\u3002\u5176\u8ba1\u7b97\u89c4\u6a21\u4ece\u6570\u767e\u5230\u6570\u5343\u4e2a\u63a8\u7406token\u4e0d\u7b49\uff0c\u5b9e\u73b0\u4e86\u6df1\u5ea6\u7684\u601d\u7ef4\u63a2\u7d22\u548c\u4f18\u5316<strong>\u3002\u968f\u7740\u6d4b\u8bd5\u8ba1\u7b97\u65f6\u95f4\u7684\u5ef6\u957f\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u590d\u6742\u7684\u884c\u4e3a\u7279\u5f81\uff0c\u5305\u62ec\u53cd\u601d\u673a\u5236\uff08\u91cd\u65b0\u8bc4\u4f30\u5148\u524d\u63a8\u7406\u6b65\u9aa4\uff09\u548c\u591a\u5143\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u7684\u63a2\u7d22\u3002\u8fd9\u4e9b\u884c\u4e3a\u6a21\u5f0f\u5e76\u975e\u9884\u8bbe\uff0c\u800c\u662f\u6e90\u4e8e\u6a21\u578b\u4e0eRL\u73af\u5883\u7684\u4ea4\u4e92\u4f5c\u7528\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5176\u5904\u7406\u9ad8\u96be\u5ea6\u4efb\u52a1\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5173\u952e\u7a81\u7834\u4e0e\u5c40\u9650\u6027&nbsp;<\/strong>\u7814\u7a76\u8fc7\u7a0b\u4e2d\u89c2\u5bdf\u5230\u6a21\u578b\u51fa\u73b0\u91cd\u8981\u7a81\u7834\uff0c\u5982\u88683\u6240\u793a\uff0c\u4f53\u73b0\u5728\u4e2d\u671f\u7248\u672c\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"588\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-27-1024x588.png\" alt=\"\" class=\"wp-image-24592\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-27-1024x588.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-27-300x172.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-27-768x441.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-27.png 1029w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u88683\uff1a\u8bb0\u5f55DeepSeek-R1-Zero\u4e2d\u671f\u7248\u672c\u7684\u91cd\u8981\u7a81\u7834\uff0c\u5c55\u793a\u6a21\u578b\u83b7\u5f97\u81ea\u4e3b\u601d\u8003\u590d\u6838\u80fd\u529b\u7684\u8fc7\u7a0b\uff0c\u4f53\u73b0RL\u5728\u6a21\u578b\u80fd\u529b\u63d0\u5347\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u6b64\u9636\u6bb5\uff0cDeepSeek-R1-Zero\u4e60\u5f97\u4e86\u91cd\u65b0\u8bc4\u4f30\u521d\u59cb\u65b9\u6cd5\u5e76\u5ef6\u957f\u601d\u8003\u65f6\u95f4\u7684\u80fd\u529b\u3002\u8fd9\u4e00\u8fdb\u5c55\u4e0d\u4ec5\u4f53\u73b0\u4e86\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4e5f\u5c55\u793a\u4e86RL\u5728\u5b9e\u73b0\u590d\u6742\u5b66\u4e60\u6210\u679c\u65b9\u9762\u7684\u6f5c\u529b\u3002\u8fd9\u79cd\u73b0\u8c61\u9a8c\u8bc1\u4e86RL\u7684\u6838\u5fc3\u4f18\u52bf\uff1a<strong>\u901a\u8fc7\u9002\u5f53\u7684\u6fc0\u52b1\u673a\u5236\uff0c\u4fc3\u4f7f\u6a21\u578b\u81ea\u4e3b\u53d1\u5c55\u9ad8\u7ea7\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u3002<\/strong><\/p>\n\n\n\n<p>\u7136\u800c\uff0cDeepSeek-R1-Zero\u4ecd\u5b58\u5728\u82e5\u5e72\u5c40\u9650\u6027\u3002\u5c3d\u7ba1\u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u548c\u521b\u65b0\u7684\u63a8\u7406\u884c\u4e3a\uff0c\u4f46\u5728\u53ef\u8bfb\u6027\u548c\u8bed\u8a00\u4e00\u81f4\u6027\u65b9\u9762\u4ecd\u9762\u4e34\u6311\u6218\u3002\u4e3a\u63d0\u9ad8\u63a8\u7406\u8fc7\u7a0b\u7684\u53ef\u8bfb\u6027\u5e76\u4fc3\u8fdb\u5f00\u653e\u793e\u533a\u4ea4\u6d41\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86DeepSeek-R1\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u7ed3\u5408\u4e86RL\u548c\u7528\u6237\u53cb\u597d\u7684\u521d\u59cb\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<h3 id=\"h_19744278380_5\">DeepSeek-R1\uff1a\u57fa\u4e8e\u51b7\u542f\u52a8\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u57fa\u4e8eDeepSeek-R1-Zero\u7684\u6210\u529f\u5b9e\u8df5\uff0c\u7814\u7a76\u805a\u7126\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol><li><strong>\u901a\u8fc7\u5f15\u5165\u5c11\u91cf\u9ad8\u8d28\u91cf\u6570\u636e\u4f5c\u4e3a\u51b7\u542f\u52a8\uff0c\u662f\u5426\u80fd\u591f\u8fdb\u4e00\u6b65\u63d0\u5347\u63a8\u7406\u6027\u80fd\u6216\u52a0\u901f\u6536\u655b\uff1f<\/strong><\/li><li><strong>\u5982\u4f55\u5f00\u53d1\u65e2\u80fd\u751f\u6210\u6e05\u6670\u8fde\u8d2f\u7684CoT\uff0c\u53c8\u5177\u5907\u5f3a\u5927\u901a\u7528\u80fd\u529b\u7684\u7528\u6237\u53cb\u597d\u578b\u6a21\u578b\uff1f<\/strong><\/li><\/ol>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86<strong>\u56db\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u51b7\u542f\u52a8\u673a\u5236<\/strong><\/p>\n\n\n\n<p>\u533a\u522b\u4e8eDeepSeek-R1-Zero\uff0cDeepSeek-R1\u91c7\u7528<strong>\u5c11\u91cf\u957fCoT\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u9884\u5fae\u8c03<\/strong>\uff0c<strong>\u4f5c\u4e3a\u521d\u59cbRL\u7b56\u7565\u7f51\u7edc<\/strong>\uff0c\u4ee5\u907f\u514d\u57fa\u7840\u6a21\u578bRL\u8bad\u7ec3\u65e9\u671f\u7684\u4e0d\u7a33\u5b9a\u6027\u3002\u6570\u636e\u6536\u96c6\u91c7\u7528\u591a\u79cd\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul><li><strong>\u57fa\u4e8e\u957fCoT\u793a\u4f8b\u7684\u5c11\u6837\u672c\u63d0\u793a<\/strong><\/li><li><strong>\u76f4\u63a5\u63d0\u793a\u751f\u6210\u5305\u542b\u53cd\u601d\u9a8c\u8bc1\u7684\u8be6\u7ec6\u7b54\u6848<\/strong><\/li><li><strong>\u6574\u7406DeepSeek-R1-Zero\u7684\u89c4\u8303\u5316\u8f93\u51fa<\/strong><\/li><li><strong>\u4eba\u5de5\u6807\u6ce8\u540e\u5904\u7406\u4f18\u5316<\/strong><\/li><\/ul>\n\n\n\n<p>\u7814\u7a76\u6536\u96c6\u6570\u5343\u6761\u51b7\u542f\u52a8\u6570\u636e\u7528\u4e8eDeepSeek-V3-Base\u7684\u9884\u8bad\u7ec3\u3002\u76f8\u8f83\u4e8eDeepSeek-R1-Zero\uff0c\u51b7\u542f\u52a8\u6570\u636e\u5177\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul><li><strong>\u53ef\u8bfb\u6027\u589e\u5f3a<\/strong>\uff1a\u514b\u670d\u4e86DeepSeek-R1-Zero\u8f93\u51fa\u5185\u5bb9\u53ef\u8bfb\u6027\u5dee\u7684\u5c40\u9650\u3002\u901a\u8fc7\u8bbe\u8ba1\u6807\u51c6\u5316\u8f93\u51fa\u6a21\u5f0f\uff0c\u5305\u62ec\u54cd\u5e94\u672b\u5c3e\u7684\u603b\u7ed3\u6027\u5185\u5bb9\uff0c\u5e76\u7b5b\u9664\u4e0d\u7b26\u5408\u9605\u8bfb\u53cb\u597d\u6027\u8981\u6c42\u7684\u8f93\u51fa\u3002\u8f93\u51fa\u91c7\u7528|special_token|&lt;reasoning_process&gt;|special_token|&lt;summary&gt;\u683c\u5f0f\uff0c\u5305\u542b\u67e5\u8be2\u7684\u63a8\u7406\u8fc7\u7a0b\u548c\u7ed3\u679c\u6458\u8981\u3002<\/li><li><strong>\u6027\u80fd\u63d0\u5347<\/strong>\uff1a\u57fa\u4e8e\u4eba\u7c7b\u8ba4\u77e5\u6a21\u5f0f\u4f18\u5316\u7684\u51b7\u542f\u52a8\u6570\u636e\u8bbe\u8ba1\uff0c\u5c55\u73b0\u51fa\u4f18\u4e8eDeepSeek-R1-Zero\u7684\u6027\u80fd\u8868\u73b0\uff0c\u9a8c\u8bc1\u4e86\u8fed\u4ee3\u8bad\u7ec3\u5bf9\u63a8\u7406\u6a21\u578b\u7684\u4f18\u8d8a\u6027\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u63a8\u7406\u5f3a\u5316\u5b66\u4e60\u4f18\u5316<\/strong><\/p>\n\n\n\n<p>\u5b8c\u6210<strong>\u51b7\u542f\u52a8\u6570\u636e\u9884\u8bad\u7ec3<\/strong>\u540e\uff0c<strong>\u91c7\u7528\u4e0eDeepSeek-R1-Zero\u7c7b\u4f3c\u7684\u5927\u89c4\u6a21RL\u8bad\u7ec3\u6d41\u7a0b<\/strong>\uff0c\u91cd\u70b9\u63d0\u5347\u6a21\u578b\u5728\u7f16\u7801\u3001\u6570\u5b66\u3001\u79d1\u5b66\u548c\u903b\u8f91\u7b49\u660e\u786e\u5b9a\u4e49\u95ee\u9898\u57df\u7684\u63a8\u7406\u80fd\u529b\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53d1\u73b0Chain-of-Thought\u5b58\u5728\u8bed\u8a00\u6df7\u6742\u73b0\u8c61\uff0c\u5c24\u5176\u662f\u591a\u8bed\u8a00\u63d0\u793a\u573a\u666f\u4e0b\u3002\u4e3a\u6b64<strong>\u5f15\u5165\u8bed\u8a00\u4e00\u81f4\u6027\u5956\u52b1\u673a\u5236<\/strong>\uff0c\u57fa\u4e8e\u76ee\u6807\u8bed\u8a00\u8bcd\u5360\u6bd4\u8ba1\u7b97\u3002\u5c3d\u7ba1\u6d88\u878d\u5b9e\u9a8c\u663e\u793a\u8be5\u673a\u5236\u7565\u5fae\u5f71\u54cd\u6a21\u578b\u6027\u80fd\uff0c\u4f46\u63d0\u5347\u4e86\u4eba\u7c7b\u4f7f\u7528\u4f53\u9a8c\u3002\u6700\u7ec8<strong>\u5c06\u4efb\u52a1\u51c6\u786e\u7387\u548c\u8bed\u8a00\u4e00\u81f4\u6027\u5956\u52b1\u5408\u5e76\u8ba1\u7b97\u603b\u4f53\u5956\u52b1<\/strong>\uff0c\u6301\u7eedRL\u8bad\u7ec3\u76f4\u81f3\u6a21\u578b\u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u6536\u655b\u3002<\/p>\n\n\n\n<p><strong>\u62d2\u7edd\u91c7\u6837\u4e0e\u76d1\u7763\u5fae\u8c03<\/strong><\/p>\n\n\n\n<p><strong>\u63a8\u7406RL\u6536\u655b\u540e<\/strong>\uff0c\u5229\u7528<strong>\u68c0\u67e5\u70b9\u751f\u6210\u540e\u7eedSFT\u6570\u636e<\/strong>\u3002\u4e0d\u540c\u4e8e\u4e13\u6ce8\u63a8\u7406\u7684\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u6b64\u9636\u6bb5\u6574\u5408\u591a\u9886\u57df\u6570\u636e\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u5199\u4f5c\u3001\u89d2\u8272\u626e\u6f14\u7b49\u901a\u7528\u80fd\u529b\u3002\u5177\u4f53\u5b9e\u65bd\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u6570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id=\"h_19744278380_6\">\u77e5\u8bc6\u84b8\u998f\uff1a\u589e\u5f3a\u5c0f\u578b\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/h3>\n\n\n\n<p>\u672c\u7814\u7a76<strong>\u91c7\u7528DeepSeek-R1\u751f\u6210\u768480\u4e07\u8bad\u7ec3\u6837\u672c\uff0c\u5bf9Qwen\u548cLlama\u7b49\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u76f4\u63a5SFT\u5fae\u8c03\uff0c\u65e8\u5728\u5c06DeekSeek-R1\u7684\u63a8\u7406\u80fd\u529b\u8fc1\u79fb\u81f3\u8ba1\u7b97\u6548\u7387\u66f4\u9ad8\u7684\u5c0f\u578b\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd<strong>\u76f4\u63a5\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5<\/strong>\u80fd<strong>\u663e\u8457\u63d0\u5347\u5c0f\u578b\u6a21\u578b\u7684\u63a8\u7406\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u9009\u7528\u7684\u57fa\u7840\u6a21\u578b\u5305\u62ec\uff1a<strong>Qwen2.5-Math-1.5B\u3001Qwen2.5-Math-7B\u3001Qwen2.5-14B\u3001Qwen2.5-32B\u3001Llama-3.1-8B<\/strong>\u548c<strong>Llama-3.3-70B-Instruct<\/strong><\/p>\n\n\n\n<p>\u9009\u62e9Llama-3.3\u7684\u539f\u56e0\u5728\u4e8e\u5176<strong>\u63a8\u7406\u80fd\u529b\u8f83Llama-3.1\u7565\u6709\u4f18\u52bf<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u84b8\u998f\u8fc7\u7a0b\u4e2d\u4ec5\u91c7\u7528SFT\uff0c\u672a\u7eb3\u5165RL\u9636\u6bb5\uff0c\u5c3d\u7ba1\u5f15\u5165RL\u53ef\u80fd\u5e26\u6765\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u7814\u7a76\u91cd\u70b9\u5728\u4e8e\u9a8c\u8bc1\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u7684\u6709\u6548\u6027\uff0c\u4e3a\u540e\u7eed\u5b66\u672f\u754c\u5bf9RL\u4f18\u5316\u7684\u6df1\u5165\u7814\u7a76\u5960\u5b9a\u57fa\u7840\u3002<\/strong><\/p>\n\n\n\n<h2 id=\"h_19744278380_7\">\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u8bc4\u4f30<\/h2>\n\n\n\n<p>\u7814\u7a76\u91c7\u7528\u591a\u7ef4\u5ea6\u57fa\u51c6\u6d4b\u8bd5\u4f53\u7cfb\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\uff1a<\/p>\n\n\n\n<p><strong>\u6807\u51c6\u8bc4\u4f30\u57fa\u51c6&nbsp;<\/strong>8\u7c7b16\u4e2a\u8bc4\u4f30\u6807\u51c6\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<ul><li>\u77e5\u8bc6\u7406\u89e3\u7c7b\uff1a<strong>MMLU\u3001MMLU-Redux\u3001MMLU-Pro<\/strong><\/li><li>\u8de8\u8bed\u8a00\u8bc4\u4f30\uff1a<strong>C-Eval\u3001CMMLU<\/strong><\/li><li>\u683c\u5f0f\u7406\u89e3\uff1a<strong>IFEval<\/strong><\/li><li>\u957f\u6587\u672c\u5904\u7406\uff1a<strong>FRAMES<\/strong><\/li><li>\u4e13\u4e1a\u77e5\u8bc6\uff1a<strong>GPQA Diamond<\/strong><\/li><li>\u4e8b\u5b9e\u95ee\u7b54\uff1a<strong>SimpleQA\u3001C-SimpleQA<\/strong><\/li><li>\u7f16\u7a0b\u80fd\u529b\u8bc4\u4f30\uff1a&nbsp;<strong>SWE-Bench Verified\u3001Aider\u3001LiveCodeBench\u3001Codeforces<\/strong><\/li><li>\u6570\u5b66\u80fd\u529b\u6d4b\u8bd5\uff1a&nbsp;<strong>CNMO 2024\u3001AIME 2024<\/strong><\/li><\/ul>\n\n\n\n<p>\u9664\u6807\u51c6\u57fa\u51c6\u6d4b\u8bd5\u5916\uff0c\u7814\u7a76\u8fd8\u4f7f\u7528LLM\u4f5c\u4e3a\u8bc4\u4f30\u5668\u8bc4\u4f30\u6a21\u578b\u5728\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u5177\u4f53\u800c\u8a00\uff0c\u9075\u5faa<strong>AlpacaEval 2.0<\/strong>\u548c<strong>Arena-Hard<\/strong>\u7684\u539f\u59cb\u914d\u7f6e\uff0c\u4f7f\u7528GPT-4-Turbo-1106\u4f5c\u4e3a\u6210\u5bf9\u6bd4\u8f83\u7684\u8bc4\u4f30\u5668\u3002\u8bc4\u4f30\u65f6\u4ec5\u8f93\u5165\u6700\u7ec8\u6458\u8981\u4ee5\u907f\u514d\u957f\u5ea6\u504f\u5dee\u3002\u5bf9\u4e8e\u84b8\u998f\u6a21\u578b\uff0c\u62a5\u544a\u5176\u5728AIME 2024\u3001MATH-500\u3001GPQA Diamond\u3001Codeforces\u548cLiveCodeBench\u4e0a\u7684\u4ee3\u8868\u6027\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><strong>\u8bc4\u4f30\u7528prompt<\/strong>&nbsp;\u4e0d\u540c\u7684\u8bc4\u4f30\u6807\u51c6\u91c7\u7528\u4e0d\u540c\u7684prompt\uff0c\u5177\u4f53\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<ul><li><strong>\u57fa\u7840\u8bc4\u4f30<\/strong>\uff1a\u91c7\u7528simple evals\u6846\u67b6\u6807\u51c6prompt\u8bc4\u4f30MMLU\u3001DROP\u3001GPQA Diamond\u548cSimpleQA<\/li><li><strong>\u7279\u6b8a\u5904\u7406<\/strong>\uff1a MMLU-Redux\u91c7\u7528Zero-Eval prompt\u683c\u5f0f\u5b9e\u73b0\u96f6\u6837\u672c\u8bc4\u4f30\uff0cMMLU-Pro\u3001C-Eval\u3001CLUE-WSC\u5c06\u539f\u5c11\u6837\u672cprompt\u6539\u9020\u4e3a\u96f6\u6837\u672c\u5f62\u5f0f<\/li><li><strong>\u7f16\u7a0b\u8bc4\u4f30<\/strong>\uff1a HumanEval-Mul\u8986\u76d68\u79cd\u4e3b\u6d41\u7f16\u7a0b\u8bed\u8a00\uff0cLiveCodeBench\u91c7\u7528CoT\u683c\u5f0f\uff0cCodeforces\u57fa\u4e8e10\u4e2aDiv.2\u7ade\u8d5b\u9898\u76ee\u4e0e\u4e13\u5bb6\u6d4b\u8bd5\u7528\u4f8b\uff0cSWE-Bench\u901a\u8fc7\u65e0\u4ee3\u7406\u6846\u67b6\u9a8c\u8bc1<\/li><\/ul>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cDeepSeek-R1\u7684\u8f93\u51fa\u5728\u6bcf\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u9650\u5236\u4e3a\u6700\u591a32,768\u4e2atoken\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u51c6\u6a21\u578b<\/strong>&nbsp;\u7814\u7a76\u4e0e\u591a\u4e2a\u5f3a\u57fa\u51c6\u6a21\u578b\u8fdb\u884c\u5168\u9762\u5bf9\u6bd4\uff0c\u5305\u62ec<strong>DeepSeek-V3\u3001Claude-Sonnet-3.5-1022\u3001GPT-4o-0513\u3001OpenAI-o1-mini<\/strong>\u548c<strong>OpenAI-o1-1217<\/strong>\u3002\u9274\u4e8e\u5728\u4e2d\u56fd\u5927\u9646\u8bbf\u95eeOpenAI-o1-1217 API\u7684\u9650\u5236\uff0c\u5176\u6027\u80fd\u6570\u636e\u6765\u6e90\u4e8e\u5b98\u65b9\u62a5\u544a\u3002\u5bf9\u4e8e\u84b8\u998f\u6a21\u578b\uff0c\u989d\u5916\u4e0e\u5f00\u6e90\u6a21\u578b<strong>QwQ-32B-Preview<\/strong>\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n\n\n\n<p><strong>\u751f\u6210\u914d\u7f6e<\/strong>&nbsp;\u6240\u6709\u6a21\u578b\u7684\u6700\u5927\u751f\u6210\u957f\u5ea6\u8bbe\u7f6e\u4e3a32K token\u3002\u5bf9\u9700\u8981\u91c7\u6837\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u91c7\u75280.6\u7684temperature\u53c2\u6570\u30010.95\u7684top-p\u503c\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u751f\u621064\u4e2a\u54cd\u5e94\u4ee5\u4f30\u7b97pass@1\u3002<\/p>\n\n\n\n<h3>DeepSeek-R1\u8bc4\u4f30\u7ed3\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"888\" height=\"717\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-28.png\" alt=\"\" class=\"wp-image-24608\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-28.png 888w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-28-300x242.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-28-768x620.png 768w\" sizes=\"(max-width: 888px) 100vw, 888px\" \/><figcaption>\u88684 | DeepSeek-R1\u4e0e\u5176\u4ed6\u4ee3\u8868\u6027\u6a21\u578b\u7684\u6bd4\u8f83\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u9762\u5411\u6559\u80b2\u7684\u77e5\u8bc6\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982MMLU\u3001MMLU-Pro\u548cGPQA Diamond\uff09\u4e2d\uff0cDeepSeek-R1\u76f8\u8f83\u4e8eDeepSeek-V3\u5c55\u73b0\u51fa\u4f18\u8d8a\u6027\u80fd\u3002\u8fd9\u4e00\u8fdb\u6b65\u4e3b\u8981\u5f52\u56e0\u4e8eSTEM\u76f8\u5173\u95ee\u9898\u51c6\u786e\u7387\u7684\u63d0\u5347\uff0c\u8fd9\u5f97\u76ca\u4e8e\u5927\u89c4\u6a21RL\u5e26\u6765\u7684\u663e\u8457\u8fdb\u6b65\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cDeepSeek-R1\u5728\u4f9d\u8d56\u957f\u6587\u672c\u7406\u89e3\u7684\u95ee\u7b54\u4efb\u52a1FRAMES\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u5c55\u793a\u4e86\u5176\u5f3a\u5927\u7684\u6587\u6863\u5206\u6790\u80fd\u529b\u3002\u8fd9\u51f8\u663e\u4e86<strong>\u63a8\u7406\u6a21\u578b\u5728AI\u9a71\u52a8\u7684\u641c\u7d22\u548c\u6570\u636e\u5206\u6790\u4efb\u52a1\u4e2d\u7684\u6f5c\u529b<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u4e8b\u5b9e\u6027\u57fa\u51c6\u6d4b\u8bd5SimpleQA\u4e0a\uff0cDeepSeek-R1\u7684\u8868\u73b0\u4f18\u4e8eDeepSeek-V3\uff0c\u8bc1\u660e\u4e86\u5176\u5904\u7406<strong>\u57fa\u4e8e\u4e8b\u5b9e\u67e5\u8be2<\/strong>\u7684\u80fd\u529b\u3002\u7c7b\u4f3c\u5730\uff0c\u5728\u8be5\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u89c2\u5bdf\u5230OpenAI-o1\u8d85\u8d8aGPT-4o\u7684\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0cDeepSeek-R1\u5728<strong>\u4e2d\u6587SimpleQA\u57fa\u51c6\u6d4b\u8bd5<\/strong>\u4e2d\u7684\u8868\u73b0\u4e0d\u5982DeepSeek-V3\uff0c\u4e3b\u8981\u662f\u7531\u4e8e<strong>\u5b89\u5168\u6027RL\u540e\u503e\u5411\u4e8e\u62d2\u7edd\u56de\u7b54\u67d0\u4e9b\u67e5\u8be2<\/strong>\u3002\u82e5\u4e0d\u8003\u8651\u5b89\u5168\u6027RL\uff0cDeepSeek-R1\u53ef\u4ee5\u8fbe\u5230\u8d85\u8fc770%\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>DeepSeek-R1\u5728<strong>IF-Eval\uff08<\/strong>\u4e00\u4e2a\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u9075\u5faa\u683c\u5f0f\u6307\u4ee4\u80fd\u529b\u7684\u57fa\u51c6\u6d4b\u8bd5\uff09\u4e0a\u4e5f\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u6210\u679c\u3002\u8fd9\u4e9b\u6539\u8fdb\u53ef\u5f52\u56e0\u4e8e\u5728\u6700\u7ec8\u9636\u6bb5\u7684SFT\u548cRL\u8bad\u7ec3\u4e2d\u5f15\u5165\u4e86\u6307\u4ee4\u9075\u5faa\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728AlpacaEval 2.0\u548cArenaHard\u4e0a\u7684\u51fa\u8272\u8868\u73b0\u8868\u660eDeepSeek-R1<strong>\u5728\u5199\u4f5c\u4efb\u52a1\u548c\u5f00\u653e\u57df\u95ee\u7b54\u65b9\u9762\u5177\u6709\u4f18\u52bf<\/strong>\u3002\u5176\u663e\u8457\u4f18\u4e8eDeepSeek-V3\u7684\u8868\u73b0\u51f8\u663e\u4e86\u5927\u89c4\u6a21RL\u7684\u6cdb\u5316\u6548\u76ca\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u6539\u5584\u4e86\u5404\u4e2a\u9886\u57df\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u800c\u4e14DeepSeek-R1<strong>\u751f\u6210\u7684\u6458\u8981\u957f\u5ea6\u7b80\u6d01<\/strong>\uff0c\u5728ArenaHard\u4e0a\u5e73\u5747\u4e3a689\u4e2atoken\uff0c\u5728AlpacaEval 2.0\u4e0a\u5e73\u5747\u4e3a2,218\u4e2a\u5b57\u7b26\u3002\u8fd9\u8868\u660eDeepSeek-R1\u5728\u57fa\u4e8eGPT\u7684\u8bc4\u4f30\u4e2d\u907f\u514d\u4e86\u5f15\u5165\u957f\u5ea6\u504f\u5dee\uff0c\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86\u5176\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u7a33\u5065\u6027\u3002<\/p>\n\n\n\n<p>\u5728<strong>\u6570\u5b66\u4efb\u52a1<\/strong>\u4e0a\uff0cDeepSeek-R1\u5c55\u73b0\u51fa\u4e0eOpenAI-o1-1217\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u5927\u5e45\u8d85\u8d8a\u5176\u4ed6\u6a21\u578b\u3002\u5728LiveCodeBench\u548cCodeforces\u7b49<strong>\u7f16\u7801\u7b97\u6cd5\u4efb\u52a1<\/strong>\u4e0a\u4e5f\u89c2\u5bdf\u5230\u7c7b\u4f3c\u8d8b\u52bf\uff0c\u5176\u4e2d\u6ce8\u91cd\u63a8\u7406\u7684\u6a21\u578b\u5728\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002<\/p>\n\n\n\n<p>\u5728\u9762\u5411\u5de5\u7a0b\u7684\u7f16\u7801\u4efb\u52a1\u4e0a\uff0cOpenAI-o1-1217\u5728Aider\u4e0a\u4f18\u4e8eDeepSeek-R1\uff0c\u4f46\u5728SWE Verified\u4e0a\u8868\u73b0\u76f8\u5f53\u3002\u8003\u8651\u5230\u76ee\u524d\u76f8\u5173RL\u8bad\u7ec3\u6570\u636e\u91cf\u4ecd\u7136\u975e\u5e38\u6709\u9650\uff0c\u7814\u7a76\u56e2\u961f\u8ba4\u4e3aDeepSeek-R1\u7684\u5de5\u7a0b\u6027\u80fd\u5c06\u5728\u4e0b\u4e00\u7248\u672c\u4e2d\u5f97\u5230\u6539\u5584\u3002<\/p>\n\n\n\n<h3>\u84b8\u998f\u6a21\u578b\u8bc4\u4f30<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1006\" height=\"397\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-29.png\" alt=\"\" class=\"wp-image-24610\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-29.png 1006w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-29-300x118.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-29-768x303.png 768w\" sizes=\"(max-width: 1006px) 100vw, 1006px\" \/><figcaption>\u88685 | DeepSeek-R1\u84b8\u998f\u6a21\u578b\u4e0e\u5176\u4ed6\u53ef\u6bd4\u6a21\u578b\u5728\u63a8\u7406\u76f8\u5173\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u6bd4\u8f83\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5982\u88685\u6240\u793a\uff0c\u4ec5\u901a\u8fc7\u84b8\u998fDeepSeek-R1\u7684\u8f93\u51fa\uff0c\u9ad8\u6548\u7684<strong>DeepSeek-R1-7B<\/strong>\uff08\u5373DeepSeek-R1-Distill-Qwen-7B\uff0c\u4ee5\u4e0b\u7c7b\u4f3c\u7f29\u5199\uff09\u5c31\u80fd\u5728\u5404\u65b9\u9762\u8d85\u8d8aGPT-4o-0513\u7b49\u975e\u63a8\u7406\u6a21\u578b\u3002<\/p>\n\n\n\n<p>DeepSeek-R1-14B\u5728\u6240\u6709\u8bc4\u4f30\u6307\u6807\u4e0a\u8d85\u8d8aQwQ-32B-Preview\uff0c\u800cDeepSeek-R1-32B\u548cDeepSeek-R1-70B\u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u663e\u8457\u8d85\u8d8ao1-mini\u3002\u8fd9\u4e9b\u7ed3\u679c\u5c55\u793a\u4e86<strong>\u77e5\u8bc6\u84b8\u998f\u7684\u5de8\u5927\u6f5c\u529b<\/strong>\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u53d1\u73b0\u5bf9\u8fd9\u4e9b\u84b8\u998f\u6a21\u578b\u5e94\u7528RL\u80fd\u5e26\u6765\u663e\u8457\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u8003\u8651\u5230\u8fd9\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\uff0c\u6b64\u5904\u4ec5\u5448\u73b0\u7b80\u5355SFT\u84b8\u998f\u6a21\u578b\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h2 id=\"h_19744278380_10\">\u8ba8\u8bba<\/h2>\n\n\n\n<h3 id=\"h_19744278380_11\">\u84b8\u998f\u4e0e\u5f3a\u5316\u5b66\u4e60\u5bf9\u6bd4<\/h3>\n\n\n\n<p>\u901a\u8fc7\u84b8\u998fDeepSeek-R1\uff0c\u5c0f\u578b\u6a21\u578b\u80fd\u591f\u53d6\u5f97\u51fa\u8272\u7684\u7ed3\u679c\u3002\u7136\u800c\uff0c\u4ecd\u6709\u4e00\u4e2a\u95ee\u9898\u5f85\u89e3\u7b54\uff1a<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u662f\u5426\u53ef\u4ee5\u901a\u8fc7\u672c\u6587\u8ba8\u8bba\u7684\u5927\u89c4\u6a21RL\u8bad\u7ec3\u800c\u4e0d\u4f9d\u8d56\u84b8\u998f\u6765\u8fbe\u5230\u76f8\u5f53\u7684\u6027\u80fd\uff1f<\/strong><\/p>\n\n\n\n<p>\u4e3a\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5bf9Qwen-32B-Base\u4f7f\u7528\u6570\u5b66\u3001\u4ee3\u7801\u548cSTEM\u6570\u636e\u8fdb\u884c\u4e86\u8d85\u8fc710K\u6b65\u7684\u5927\u89c4\u6a21RL\u8bad\u7ec3\uff0c\u5f97\u5230DeepSeek-R1-Zero-Qwen-32B\u3002<\/p>\n\n\n\n<p>\u5982\u88686\u6240\u793a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c32B\u57fa\u7840\u6a21\u578b\u7ecf\u8fc7\u5927\u89c4\u6a21RL\u8bad\u7ec3\u540e\uff0c\u8fbe\u5230\u4e86\u4e0eQwQ-32B-Preview\u76f8\u5f53\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c<strong>\u4eceDeepSeek-R1\u84b8\u998f\u5f97\u5230\u7684DeepSeek-R1-Distill-Qwen-32B\u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u90fd\u663e\u8457\u4f18\u4e8eDeepSeek-R1-Zero-Qwen-32B<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1006\" height=\"222\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-30.png\" alt=\"\" class=\"wp-image-24613\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-30.png 1006w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-30-300x66.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-30-768x169.png 768w\" sizes=\"(max-width: 1006px) 100vw, 1006px\" 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Github: htt &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/02\/06\/deepseek-r1\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">DeepSeek-R1 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