{"id":6382,"date":"2025-05-01T10:29:02","date_gmt":"2025-05-01T10:29:02","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6382"},"modified":"2025-05-01T10:29:02","modified_gmt":"2025-05-01T10:29:02","slug":"deepseek%e5%8f%91%e5%b8%83prover-v2%e6%a8%a1%e5%9e%8b%ef%bc%9a671b%e5%8f%82%e6%95%b0%e5%8a%a9%e5%8a%9b%e6%95%b0%e5%ad%a6%e5%ae%9a%e7%90%86%e8%af%81%e6%98%8e","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/zh\/archives\/6382","title":{"rendered":"DeepSeek\u53d1\u5e03Prover-V2\u6a21\u578b\uff1a671B\u53c2\u6570\u52a9\u529b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e"},"content":{"rendered":"<p>\u4e94\u4e00\u52b3\u52a8\u8282\u671f\u95f4\uff0cDeepSeek\u518d\u5ea6\u7ed9AI\u9886\u57df\u5e26\u6765\u91cd\u78c5\u6d88\u606f\u2014\u2014\u5f00\u6e90\u4e86\u5168\u65b0\u7684DeepSeek-Prover-V2\u6a21\u578b\u3002\u5c3d\u7ba1\u8fd1\u671f\u7f51\u7edc\u4e0a\u6d41\u4f20\u7740DeepSeek-R2\u5373\u5c06\u53d1\u5e03\u7684\u4f20\u8a00\uff0c\u4f46DeepSeek\u5148\u884c\u63a8\u51fa\u4e86\u8fd9\u6b3e\u4e13\u6ce8\u4e8e\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\u7684\u5f3a\u5927\u6a21\u578b\uff0c\u5e76\u7ee7\u7eed\u79c9\u627f\u5176\u4e00\u8d2f\u7684\u5f00\u6e90\u7cbe\u795e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4e24\u6b3e\u5f3a\u5927\u6a21\u578b\u540c\u6b65\u5f00\u6e90\">\u4e24\u6b3e\u5f3a\u5927\u6a21\u578b\u540c\u6b65\u5f00\u6e90<\/h2>\n\n\n\n<p>\u6b64\u6b21DeepSeek\u5f00\u6e90\u4e86\u4e24\u4e2a\u7248\u672c\u7684DeepSeek-Prover-V2\u6a21\u578b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DeepSeek-Prover-V2-671B<\/strong>\uff1a\u57fa\u4e8eDeepSeek-V3-Base\u6784\u5efa\uff0c\u62e5\u67096710\u4ebf\u53c2\u6570\uff0c\u76ee\u524d\u662f\u5b9a\u7406\u8bc1\u660e\u9886\u57df\u7684\u6027\u80fd\u4e4b\u738b<\/li>\n\n\n\n<li><strong>DeepSeek-Prover-V2-7B<\/strong>\uff1a\u57fa\u4e8eDeepSeek-Prover-V1.5-Base\u6784\u5efa\uff0c\u53c2\u6570\u91cf\u4e3a70\u4ebf\uff0c\u652f\u6301\u957f\u8fbe32K tokens\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/image-1.png\" alt=\"\" class=\"wp-image-423\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e24\u6b3e\u6a21\u578b\u90fd\u5df2\u5728Hugging Face\u4e0a\u6b63\u5f0f\u53d1\u5e03\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DeepSeek-Prover-V2-7B: <\/strong><a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-Prover-V2-7B\">https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-Prover-V2-7B<\/a><\/li>\n\n\n\n<li><strong>DeepSeek-Prover-V2-671B: <\/strong><a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-Prover-V2-671B\">https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-Prover-V2-671B<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u4ec0\u4e48\u662fdeepseek-prover-v2\">\u4ec0\u4e48\u662fDeepSeek-Prover-V2\uff1f<\/h2>\n\n\n\n<p>DeepSeek-Prover-V2\u662f\u4e00\u6b3e\u4e13\u4e3a\u201d\u6570\u5b66AI\u7f16\u7a0b\u8bed\u8a00\u201dLean 4\u6253\u9020\u7684\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u5f62\u5f0f\u5316\u5b9a\u7406\u8bc1\u660e\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u80fd\u591f\u5c06\u62bd\u8c61\u7684\u6570\u5b66\u5b9a\u7406\u8f6c\u5316\u4e3a\u8ba1\u7b97\u673a\u53ef\u9a8c\u8bc1\u7684\u4e25\u683c\u8bc1\u660e\u8fc7\u7a0b\uff0c\u4e3a\u6570\u5b66\u7814\u7a76\u5e26\u6765\u9769\u547d\u6027\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u6700\u5927\u7279\u70b9\u662f\u80fd\u591f\u5c06\u975e\u5f62\u5f0f\u5316\u7684\u6570\u5b66\u63a8\u7406(\u5373\u4eba\u7c7b\u5e38\u7528\u7684\u63a8\u7406\u65b9\u5f0f)\u548c\u4e25\u683c\u7684\u5f62\u5f0f\u5316\u8bc1\u660e\u65e0\u7f1d\u7ed3\u5408\uff0c\u8ba9\u6a21\u578b\u65e2\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u7075\u6d3b\u601d\u8003\uff0c\u53c8\u80fd\u50cf\u8ba1\u7b97\u673a\u4e00\u6837\u4e25\u8c28\u8bba\u8bc1\uff0c\u5b9e\u73b0\u4e86\u6570\u5b66\u63a8\u7406\u7684\u4e00\u4f53\u5316\u878d\u5408\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/image.png\" alt=\"\" class=\"wp-image-422\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u60ca\u4eba\u6027\u80fd-\u5237\u65b0\u591a\u9879\u8bb0\u5f55\">\u60ca\u4eba\u6027\u80fd\uff1a\u5237\u65b0\u591a\u9879\u8bb0\u5f55<\/h2>\n\n\n\n<p>\u5728\u5b9a\u7406\u8bc1\u660e\u7684\u5404\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cDeepSeek-Prover-V2-671B\u5c55\u73b0\u51fa\u524d\u6240\u672a\u6709\u7684\u5b9e\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728MiniF2F\u6d4b\u8bd5\u96c6\u4e0a\u8fbe\u5230\u4e8688.9%\u7684\u901a\u8fc7\u7387\uff0c\u521b\u4e0b\u5386\u53f2\u65b0\u9ad8<\/li>\n\n\n\n<li>\u6210\u529f\u89e3\u51b3PutnamBench\u6570\u636e\u96c6\u4e2d658\u9053\u9898\u76ee\u4e2d\u768449\u9053<\/li>\n\n\n\n<li>\u5728AIME 24\u548c25\u7b49\u9ad8\u96be\u5ea6\u6570\u5b66\u7ade\u8d5b\u95ee\u9898\u4e0a\u4e5f\u8868\u73b0\u51fa\u8272<\/li>\n<\/ul>\n\n\n\n<p>\u4e0d\u5c11\u7f51\u53cb\u6d4b\u8bd5\u540e\u8868\u793a\uff0c\u8fd9\u6b3e\u6a21\u578b\u5728\u89e3\u51b3\u590d\u6742\u6570\u5b66\u95ee\u9898\u4e0a\u7684\u80fd\u529b\u751a\u81f3\u8d85\u8fc7\u4e86OpenAI\u7684o4-mini\u548cXAI\u7684Grok-3\u7b49\u9876\u7ea7\u6a21\u578b\u3002\u6709\u94bb\u7814\u6570\u5b66\u5965\u6797\u5339\u514b\u7684\u5b66\u751f\u60ca\u547c\uff1a\u201d\u5965\u6570\u4ece\u6ca1\u8fd9\u4e48\u7b80\u5355\u8fc7\uff01\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/image-4.png\" alt=\"\" class=\"wp-image-427\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u6280\u672f\u521b\u65b0-\u9012\u5f52\u4e0e\u5f3a\u5316\u5b66\u4e60\u7ed3\u5408\">\u6280\u672f\u521b\u65b0\uff1a\u9012\u5f52\u4e0e\u5f3a\u5316\u5b66\u4e60\u7ed3\u5408<\/h2>\n\n\n\n<p>DeepSeek\u56e2\u961f\u5728\u6280\u672f\u62a5\u544a\u4e2d\u8be6\u7ec6\u63ed\u793a\u4e86Prover-V2\u7684\u6838\u5fc3\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4e3b\u8981\u57fa\u4e8e\u201d\u9012\u5f52+\u5f3a\u5316\u5b66\u4e60\u201d\u7684\u521b\u65b0\u7ec4\u5408\u3002\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-\u901a\u8fc7\u5b50\u76ee\u6807\u5206\u89e3\u5b9e\u73b0\u9012\u5f52\u5f0f\u8bc1\u660e\u641c\u7d22\">1. \u901a\u8fc7\u5b50\u76ee\u6807\u5206\u89e3\u5b9e\u73b0\u9012\u5f52\u5f0f\u8bc1\u660e\u641c\u7d22<\/h3>\n\n\n\n<p>DeepSeek-Prover-V2\u91c7\u7528\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u6570\u5b66\u5bb6\u7684\u601d\u8003\u65b9\u5f0f\u2014\u2014\u5c06\u590d\u6742\u5b9a\u7406\u62c6\u89e3\u4e3a\u4e00\u7cfb\u5217\u8f83\u5c0f\u7684\u5f15\u7406\u6765\u8bc1\u660e\u3002\u5177\u4f53\u5b9e\u73b0\u8fc7\u7a0b\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u63d0\u793aDeepSeek-V3\u751f\u6210\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u7684\u8bc1\u660e\u8349\u56fe\uff0c\u5e76\u5c06\u5176\u5f62\u5f0f\u5316\u4e3aLean\u8bed\u8a00\u7684\u5b9a\u7406\u9648\u8ff0<\/li>\n\n\n\n<li>\u7136\u540e\u4f7f\u75287B\u8bc1\u660e\u6a21\u578b\u9012\u5f52\u5730\u89e3\u51b3\u5206\u89e3\u51fa\u7684\u5b50\u76ee\u6807<\/li>\n\n\n\n<li>\u6700\u540e\u7ec4\u5408\u8fd9\u4e9b\u5b50\u76ee\u6807\u7684\u8bc1\u660e\uff0c\u6784\u5efa\u51fa\u539f\u59cb\u590d\u6742\u95ee\u9898\u7684\u5b8c\u6574\u5f62\u5f0f\u5316\u8bc1\u660e<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8bc1\u660e\u6548\u7387\uff0c\u8fd8\u6269\u5c55\u4e86\u6a21\u578b\u80fd\u591f\u5904\u7406\u7684\u5b9a\u7406\u8303\u56f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/image-2.png\" alt=\"\" class=\"wp-image-424\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-\u7edf\u4e00\u975e\u5f62\u5f0f\u5316\u63a8\u7406\u4e0e\u5f62\u5f0f\u5316\u8bc1\u660e\">2. \u7edf\u4e00\u975e\u5f62\u5f0f\u5316\u63a8\u7406\u4e0e\u5f62\u5f0f\u5316\u8bc1\u660e<\/h3>\n\n\n\n<p>DeepSeek\u56e2\u961f\u5de7\u5999\u5730\u878d\u5408\u4e86\u9ad8\u5c42\u6b21\u7684\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c\u4f4e\u5c42\u6b21\u7684\u7cbe\u786e\u8bc1\u660e\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6311\u9009\u51fa\u7279\u522b\u96be\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u5c06\u5b83\u4eec\u62c6\u89e3\u6210\u4e00\u4e2a\u4e2a\u5c0f\u76ee\u6807<\/li>\n\n\n\n<li>\u5f53\u5c0f\u76ee\u6807\u5404\u81ea\u5f97\u5230\u8bc1\u660e\u540e\uff0c\u7ec4\u5408\u6210\u5b8c\u6574\u7684\u4e25\u8c28\u8bc1\u660e<\/li>\n\n\n\n<li>\u5c06\u8fd9\u4e2a\u5b8c\u6574\u8bc1\u660e\u6dfb\u52a0\u5230DeepSeek-V3\u751f\u6210\u7684\u201d\u601d\u7ef4\u94fe\u201d\u4e2d\uff0c\u5f62\u6210\u96c6\u4eba\u7c7b\u601d\u7ef4\u548c\u673a\u5668\u9a8c\u8bc1\u4e8e\u4e00\u4f53\u7684\u8bad\u7ec3\u6570\u636e<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u56e2\u961f\u6536\u96c6\u4e86\u51e0\u767e\u6761\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u5b66\u4e60\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/image-5.png\" alt=\"\" class=\"wp-image-428\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-\u5f3a\u5316\u5b66\u4e60\u63d0\u5347\u63a8\u7406\u80fd\u529b\">3. \u5f3a\u5316\u5b66\u4e60\u63d0\u5347\u63a8\u7406\u80fd\u529b<\/h3>\n\n\n\n<p>\u5728\u521d\u6b65\u5fae\u8c03\u540e\uff0c\u56e2\u961f\u5f15\u5165\u4e86Group Relative Policy Optimization (GRPO)\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u6bcf\u9053\u9898\u91c7\u6837\u591a\u4e2a\u5019\u9009\u8bc1\u660e\uff0c\u901a\u8fc7\u76f8\u5bf9\u5956\u52b1\u4f18\u5316\u7b56\u7565<\/li>\n\n\n\n<li>\u4f7f\u7528\u4e8c\u5143\u5956\u52b1\u673a\u5236\uff1aLean\u9a8c\u8bc1\u6210\u529f\u5f97\u52061\uff0c\u5931\u8d25\u5219\u4e3a0<\/li>\n\n\n\n<li>\u7279\u522b\u8bbe\u8ba1\u4e86\u7ed3\u6784\u4e00\u81f4\u6027\u5956\u52b1\uff0c\u786e\u4fdd\u6a21\u578b\u751f\u6210\u7684\u8bc1\u660e\u4e0e\u601d\u7ef4\u94fe\u5206\u89e3\u601d\u8def\u4fdd\u6301\u4e00\u81f4<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e00\u8bad\u7ec3\u65b9\u6cd5\u6781\u5927\u63d0\u9ad8\u4e86\u6a21\u578b\u5728\u590d\u6742\u5b9a\u7406\u8bc1\u660e\u4e2d\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/image-3.png\" alt=\"\" class=\"wp-image-425\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-proverbench-\u5168\u65b0\u7684\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\u96c6\">ProverBench\uff1a\u5168\u65b0\u7684\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\u96c6<\/h2>\n\n\n\n<p>\u9664\u4e86\u6a21\u578b\u672c\u8eab\uff0cDeepSeek\u8fd8\u53d1\u5e03\u4e86ProverBench\u2014\u2014\u4e00\u4e2a\u5305\u542b325\u9053\u9898\u76ee\u7684\u57fa\u51c6\u6570\u636e\u96c6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>15\u9053\u9898\u6765\u81eaAIME 24\u548c25\u7b49\u6700\u65b0\u6570\u5b66\u7ade\u8d5b\u7684\u6570\u8bba\u4e0e\u4ee3\u6570\u9898\u76ee<\/li>\n\n\n\n<li>310\u9053\u9898\u7cbe\u9009\u81ea\u6559\u6750\u793a\u4f8b\u548c\u6559\u5b66\u6559\u7a0b\uff0c\u8986\u76d6\u591a\u79cd\u96be\u5ea6\u548c\u9886\u57df<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u6570\u636e\u96c6\u65e8\u5728\u5bf9\u6a21\u578b\u5728\u9ad8\u4e2d\u7ade\u8d5b\u548c\u672c\u79d1\u6570\u5b66\u4e24\u4e2a\u5c42\u9762\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\uff0c\u4e3a\u6570\u5b66AI\u7814\u7a76\u63d0\u4f9b\u66f4\u7cfb\u7edf\u7684\u6d4b\u8bd5\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>ProverBench\u94fe\u63a5\uff1a<a href=\"https:\/\/huggingface.co\/datasets\/deepseek-ai\/DeepSeek-ProverBench\">https:\/\/huggingface.co\/datasets\/deepseek-ai\/DeepSeek-ProverBench<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u4eae\u70b9\u53d1\u73b0\">\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u4eae\u70b9\u53d1\u73b0<\/h2>\n\n\n\n<p>\u7814\u7a76\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u53d1\u73b0\u4e86\u51e0\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cot-vs-non-cot\u6a21\u5f0f\">CoT vs. non-CoT\u6a21\u5f0f<\/h3>\n\n\n\n<p>DeepSeek-Prover-V2\u652f\u6301\u4e24\u79cd\u4e92\u8865\u7684\u8bc1\u660e\u751f\u6210\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u6548\u7387\u975e\u601d\u7ef4\u94fe(non-CoT)\u6a21\u5f0f<\/strong>\uff1a\u5feb\u901f\u751f\u6210\u7cbe\u7b80\u7684Lean\u4ee3\u7801\uff0c\u4e0d\u5305\u542b\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4<\/li>\n\n\n\n<li><strong>\u9ad8\u7cbe\u5ea6\u601d\u7ef4\u94fe(CoT)\u6a21\u5f0f<\/strong>\uff1a\u7cfb\u7edf\u5316\u8868\u8fbe\u63a8\u7406\u8fc7\u7a0b\uff0c\u9010\u6b65\u6784\u5efa\u903b\u8f91\u6e05\u6670\u7684\u8bc1\u660e<\/li>\n<\/ul>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u5728\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u4e2d\uff0cCoT\u6a21\u5f0f\u76f8\u6bd4non-CoT\u6a21\u5f0f\u5177\u6709\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf\uff0c\u8bc1\u5b9e\u4e86\u601d\u7ef4\u94fe\u63d0\u793a\u5728\u5b9a\u7406\u8bc1\u660e\u9886\u57df\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5c0f\u6a21\u578b\u7684\u610f\u5916\u80fd\u529b\">\u5c0f\u6a21\u578b\u7684\u610f\u5916\u80fd\u529b<\/h3>\n\n\n\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0cDeepSeek-Prover-V2-7B\u5728PutnamBench\u6570\u636e\u96c6\u4e0a\u91c7\u7528non-CoT\u6a21\u5f0f\u65f6\uff0c\u8868\u73b0\u51fa\u4e86\u8d85\u8d8a\u9884\u671f\u7684\u80fd\u529b\u3002\u5b83\u751a\u81f3\u89e3\u51b3\u4e8613\u9053671B\u6a21\u578b\u672a\u80fd\u89e3\u51b3\u7684\u9898\u76ee\uff01<\/p>\n\n\n\n<p>\u5206\u6790\u53d1\u73b0\uff0c7B\u6a21\u578b\u4e60\u5f97\u4e86\u4e00\u79cd\u72ec\u7279\u7684\u6280\u672f\u2014\u2014\u9891\u7e41\u4f7f\u7528Cardinal.toNat\u548cCardinal.natCast_inj\u6765\u5904\u7406\u6d89\u53ca\u6709\u9650\u57fa\u6570\u7684\u95ee\u9898\uff0c\u8fd9\u79cd\u6280\u672f\u5728671B\u6a21\u578b\u4e2d\u7f55\u89c1\u3002\u8fd9\u4e00\u53d1\u73b0\u8868\u660e\uff0c\u5f3a\u5316\u5b66\u4e60\u4e0d\u4ec5\u80fd\u63d0\u5347\u6574\u4f53\u8868\u73b0\uff0c\u8fd8\u80fd\u4f7f\u6a21\u578b\u53d1\u5c55\u51fa\u4e13\u95e8\u7684\u89e3\u9898\u6280\u5de7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5feb\u901f\u4e0a\u624b\u6307\u5357\">\u5feb\u901f\u4e0a\u624b\u6307\u5357<\/h2>\n\n\n\n<p>\u60f3\u8bd5\u7528DeepSeek-Prover-V2\u5417\uff1f\u8fd9\u91cc\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u4f7f\u7528Hugging Face\u7684Transformers\u5e93\u8fdb\u884c\u6a21\u578b\u63a8\u7406\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">from transformers import AutoModelForCausalLM, AutoTokenizer\nimport torch\n\ntorch.manual_seed(30)\nmodel_id = \"deepseek-ai\/DeepSeek-Prover-V2-7B\" # \u6216 deepseek-ai\/DeepSeek-Prover-V2-671B\ntokenizer = AutoTokenizer.from_pretrained(model_id)\n\nformal_statement = \"\"\"\nimport Mathlib\nimport Aesop\nset_option maxHeartbeats 0\nopen BigOperators Real Nat Topology Rat\n\/-- What is the positive difference between $120\\%$ of 30 and $130\\%$ of 20? Show that it is 10.-\/\ntheorem mathd_algebra_10 : abs ((120 : \u211d) \/ 100 * 30 - 130 \/ 100 * 20) = 10 := by\n    sorry\n\"\"\".strip()\n\nprompt = \"\"\"\nComplete the following Lean 4 code:\n ```lean4\n{}<\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u672a\u6765\u5c55\u671b\">\u672a\u6765\u5c55\u671b<\/h2>\n\n\n\n<p>DeepSeek\u56e2\u961f\u8868\u793a\uff0c\u672a\u6765\u7684\u5de5\u4f5c\u5c06\u7740\u91cd\u4e8e\u5c06\u8fd9\u4e00\u6846\u67b6\u6269\u5c55\u5230\u7c7b\u4f3cAlphaProof\u7684\u7cfb\u7edf\u3002\u5176\u6700\u7ec8\u76ee\u6807\u662f\u89e3\u51b3\u4ee3\u8868\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\u9886\u57df\u524d\u6cbf\u7684IMO\u7ea7\u6570\u5b66\u96be\u9898\u3002\u968f\u7740DeepSeek-Prover-V2\u7684\u53d1\u5e03\uff0c\u6211\u4eec\u53ef\u80fd\u6b63\u5728\u89c1\u8bc1\u6570\u5b66\u7814\u7a76\u65b9\u5f0f\u7684\u91cd\u5927\u53d8\u9769\u3002\u8fd9\u6b3e\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u6280\u672f\u8fdb\u6b65\uff0c\u66f4\u4ee3\u8868\u4e86\u4eba\u7c7b\u4e0eAI\u534f\u4f5c\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u65b0\u8303\u5f0f\u3002<br><br>\u4e0e\u6b64\u540c\u65f6\uff0c\u5927\u5bb6\u5bf9DeepSeek-R2\u7684\u671f\u5f85\u4e5f\u6108\u53d1\u5f3a\u70c8\u3002\u6b63\u5982\u4e00\u4f4d\u7f51\u53cb\u6240\u8bf4\uff1a\u201d\u6572\u6572\u8fd9\u5934\u5c0f\u84dd\u9cb8\uff0cR2\u5230\u5e95\u4ec0\u4e48\u65f6\u5019\u53d1\u51fa\u554a\uff01\u201d<\/p>\n\n\n\n<p><strong>\u5982\u679c\u60f3\u8981\u4f7f\u7528GPT Plus\u3001Claude Pro\u3001Grok Super\u5b98\u65b9\u4ed8\u8d39\u72ec\u4eab\u8d26\u6237\u7684\uff0c\u81ea\u5df1\u4e0d\u4f1a\u5145\u503c\u53ef\u4ee5\u8054\u7cfb\u6211\u4eec\u4e13\u4e1a\u56e2\u961f\uff08wx\uff1aabch891\uff09<\/strong><\/p>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\n<thead>\n<tr style=\"height: 48px;background-color: #f5f5f5\">\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">\u66f4\u591a\u4ea7\u54c1\u8bf7\u67e5\u770b<\/h4>\n<\/th>\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">\u66f4\u591a\u5185\u5bb9\u8bf7\u67e5\u770b<\/h4>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"height: 63px\">\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/zh\/\" data-linktype=\"2\">ShirtAI \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/zh\/archives\/4425\/\" data-linktype=\"2\">AIGC\u5927\u6a21\u578b\uff1a\u5f00\u521b\u5de5\u7a0b\u4e0e\u79d1\u5b66\u53cc\u91cd\u9769\u547d\u65f6\u4ee3 \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\n<\/tr>\n<tr style=\"height: 61px\">\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/zh\/\" data-linktype=\"2\">1:1\u8fd8\u539fClaude\u548cGPT\u5b98\u7f51 \u2013 AI\u4e91\u539f\u751f<\/a><\/td>\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">\u6bd4\u8d5b\u76f4\u64adAPP \u5168\u7403\u9ad8\u6e05\u4f53\u80b2\u89c2\u5f71\u64ad\u653e\u5668\uff08\u63a8\u8350\uff09 \u2013 \u84dd\u886b\u79d1\u6280<\/a><\/td>\n<\/tr>\n<tr style=\"height: 54px\">\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">\u57fa\u4e8e\u5b98\u65b9API\u7684\u4e2d\u8f6c\u670d\u52a1 \u2013 GPTMeta API<\/a><\/td>\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">\u6c42\u52a9\uff0c\u5404\u4f4d\u5927\u795e\u8c01\u80fd\u63d0\u4f9b\u4e00\u4e9bGPT\u7684\u63d0\u95ee\u6280\u5de7\uff1f\u2013 \u77e5\u4e4e<\/a><\/td>\n<\/tr>\n<tr style=\"height: 70px\">\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">\u5168\u7403\u5316\u865a\u62df\u5546\u54c1\u6570\u5b57\u5546\u5e97 \u2013 \u73af\u7403\u667a\u8d2d\uff08\u51e4\u7075\u9601\uff09<\/a><\/td>\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">Claude airtfacts\u529f\u80fd\u6709\u591a\u5f3a\u5927\uff0cGPT\u77ac\u95f4\u4e0d\u9999\u4e86\uff1f-\u54d4\u54e9\u54d4\u54e9<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>","protected":false},"excerpt":{"rendered":"<p>DeepSeek\u5728\u4e94\u4e00\u671f\u95f4\u5f00\u6e90\u4e86\u4e13\u4e3a\u6570\u5b66\u8bc1\u660e\u8bbe\u8ba1\u7684DeepSeek-Prover2\u6a21\u578b\uff0c\u5305\u542b6710\u4ebf\u53c2\u6570\u548c70\u4ebf\u53c2\u6570\u7248\u672c\u3002\u8be5\u6a21\u578b\u91c7\u7528\u9012\u5f52\u4e0e\u5f3a\u5316\u5b66\u4e60\u7ed3\u5408\u7684\u6280\u672f\u5728\u591a\u9879\u6570\u5b66\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u5982MiniFF\u6d4b\u8bd5\u901a\u8fc7\u7387\u8fbe88.9%\u3002\u540c\u65f6\u53d1\u5e03\u7684ProBench\u6570\u636e\u96c6\u5305\u542b325\u9053\u9898\u76ee\uff0c\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\u3002\u5b9e\u9a8c\u53d1\u73b0\u601d\u7ef4\u94fe\u6a21\u5f0f\u80fd\u663e\u8457\u8bc1\u660e\u51c6\u786e\u7387\uff0c\u5c0f\u6a21\u578b\u5728\u7279\u5b9a\u95ee\u9898\u4e0a\u751a\u81f3\u8d85\u8d8a\u6a21\u578b\u3002\u6a21\u578b\u5df2\u5728Hugging Face\uff0c\u652f\u6301\u6570\u5b66\u7814\u7a76\u65b0\u8303\u5f0f\u3002<\/p>","protected":false},"author":1,"featured_media":6381,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","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 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