{"id":754564,"date":"2026-03-25T13:12:31","date_gmt":"2026-03-25T05:12:31","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=754564"},"modified":"2026-03-25T13:12:31","modified_gmt":"2026-03-25T05:12:31","slug":"%e7%be%8e%e5%9b%a2%e5%8f%88%e5%bc%80%e6%ba%90%ef%bc%81%e4%b8%93%e6%94%bb%e6%95%b0%e5%ad%a6%e5%ae%9a%e7%90%86%e8%af%81%e6%98%8e%ef%bc%8c%e8%83%bd%e6%a8%a1%e6%8b%9f%e4%ba%ba%e7%b1%bb%e8%a7%a3%e9%a2%98","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=754564","title":{"rendered":"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA"},"content":{"rendered":"

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u667a\u4e1c\u897f<\/strong><\/p>\n

\u7f16\u8bd1 | \u9648\u4f73<\/strong><\/p>\n

\u7f16\u8f91 | \u7a0b\u831c<\/strong><\/p>\n

\u667a\u4e1c\u897f3\u670825\u65e5\u6d88\u606f\uff0c\u6628\u65e5\uff0c\u7f8e\u56e2\u9f99\u732b\uff08LongCat\uff09\u56e2\u961f\u53d1\u5e03\u4e13\u95e8\u4e86\u7528\u4e8e\u6570\u5b66\u5f62\u5f0f\u5316\u4e0e\u5b9a\u7406\u8bc1\u660e\u6a21\u578bLongCat-Flash-Prover\u7684\u80cc\u540e\u6280\u672f\u6808\u3002\u8be5\u6a21\u578b\u5df2\u4e8e3\u670820\u65e5\u5168\u9762\u5f00\u6e90\u3002<\/p>\n

LongCat-Flash-Prover\u5c06\u590d\u6742\u7684\u5b9a\u7406\u8bc1\u660e\u8fc7\u7a0b\u62c6\u89e3\u4e3a\u4e09\u4e2a\u6b65\u9aa4\uff1a\u5148\u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u5f62\u5f0f\u5316\u8868\u8fbe\uff0c\u518d\u751f\u6210\u7ed3\u6784\u5316\u7684\u8bc1\u660e\u8349\u7a3f\uff0c\u6700\u540e\u5b8c\u6210\u4e25\u683c\u7684\u5f62\u5f0f\u5316\u8bc1\u660e\u3002\u901a\u8fc7\u8fd9\u79cd\u7c7b\u4f3c\u4eba\u7c7b\u89e3\u9898\u7684\u5206\u9636\u6bb5\u65b9\u5f0f\uff0c\u6a21\u578b\u80fd\u591f\u66f4\u7a33\u5b9a\u5730\u5904\u7406\u957f\u94fe\u6761\u3001\u5f3a\u903b\u8f91\u7ea6\u675f\u7684\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

LongCat-Flash-Prover\u9879\u76ee\u4e3b\u9875<\/p>\n

LongCat-Flash-Prover\u57fa\u4e8e\u7f8e\u56e2\u81ea\u7814\u7684LongCat\u4e2d\u671f\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u6784\u5efa\uff0c\u603b\u53c2\u6570\u91cf5600\u4ebf\uff0c\u6fc0\u6d3b\u53c2\u6570\u7ea6270\u4ebf\uff0c\u91c7\u7528\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u3002\u5728\u6027\u80fd\u4e0a\uff0c\u8be5\u6a21\u578b\u5728\u591a\u4e2a\u6743\u5a01\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5237\u65b0\u5f00\u6e90\u6a21\u578b\u6700\u4f18\u6210\u7ee9\uff1a\u5728MiniF2F-Test\u6570\u636e\u96c6\u4e0a\uff0c\u6bcf\u4e2a\u95ee\u9898\u4ec5\u970072\u6b21\u63a8\u7406\u5c1d\u8bd5\uff0c\u901a\u8fc7\u7387\u5373\u53ef\u8fbe\u523097.1%\uff1b\u5728\u96be\u5ea6\u66f4\u9ad8\u7684PutnamBench\u548cProverBench\u6570\u636e\u96c6\u4e0a\uff0c\u89e3\u9898\u7387\u5206\u522b\u8fbe\u523041.5%\u548c70.8%\uff0c\u6bcf\u4e2a\u95ee\u9898\u63a8\u7406\u5c1d\u8bd5\u4e0d\u8d85\u8fc7220\u6b21\uff0c\u4f18\u4e8e\u73b0\u6709\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u5b9a\u7406\u8bc1\u660e\u4efb\u52a1\u6027\u80fd\u5bf9\u6bd4<\/p>\n

\u4e3a\u4e86\u8ba9\u6a21\u578b\u771f\u6b63\u5177\u5907\u53ef\u9760\u7684\u8bc1\u660e\u80fd\u529b\uff0c\u7814\u7a76\u56e2\u961f\u5728\u8bad\u7ec3\u673a\u5236\u4e0a\u4e5f\u4f5c\u51fa\u4e86\u521b\u65b0<\/a>\u3002\u4ed6\u4eec\u63d0\u51fa\u5206\u5c42\u91cd\u8981\u6027\u91c7\u6837\u7b56\u7565<\/a>\u4f18\u5316\uff08HisPO\uff09\u7b97\u6cd5\uff0c\u901a\u8fc7\u5e8f\u5217\u548c\u8bcd\u5143\u4e24\u4e2a\u7ef4\u5ea6\u7684\u68af\u5ea6\u63a9\u7801\uff0c\u89e3\u51b3\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u5728\u957f\u5e8f\u5217\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e2d\u7684\u4e0d\u7a33\u5b9a\u95ee\u9898\u3002\u56e2\u961f\u8fd8\u53d1\u73b0\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4f1a\u4e869\u79cd\u201c\u4f5c\u5f0a\u201d\u624b\u6cd5\uff0c\u901a\u8fc7\u751f\u6210\u8bed\u6cd5\u5408\u89c4\u4f46\u903b\u8f91\u4e0d\u6210\u7acb\u7684\u865a\u5047\u8bc1\u660e\u6765\u9a97\u8fc7\u8bc4\u4f30\u7cfb\u7edf\u3002\u4e3a\u6b64\uff0c\u56e2\u961f\u4e13\u95e8\u5f00\u53d1\u4e86\u57fa\u4e8e\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09\u7684\u5408\u6cd5\u6027\u68c0\u6d4b\u673a\u5236\uff0c\u6709\u6548\u5c01\u5835\u4e86\u8fd9\u4e00\u5956\u52b1\u6b3a\u9a97\u95ee\u9898\u3002<\/p>\n

\u6839\u636e\u7f8e\u56e2\u9f99\u732b\u5b98\u65b9\u6d88\u606f\uff0cLongCat-Flash-Prover\u6a21\u578b\u5728\u5f00\u6e90\u540e\u51e0\u65e5\u5185\uff0c\u4e0d\u4ec5\u53d7\u5230\u4e86AI\u548c\u5927\u6a21\u578b\u7814\u7a76\u8005\u4eec\u7684\u5173\u6ce8\uff0c\u66f4\u5f15\u8d77\u4e86\u6570\u5b66\u754c\u7684\u53cd\u54cd\u3002\u53d1\u5e03\u5f53\u65e5\uff0c\u4ed6\u4eec\u4fbf\u6536\u5230\u4e86\u56fd\u5185\u9876\u5c16\u9ad8\u6821\u7684\u5408\u4f5c\u9080\u8bf7\uff0c\u5171\u540c\u63a2\u8ba8\u57fa\u4e8e\u8be5\u6a21\u578b\u5f00\u53d1\u5f62\u5f0f\u5316\u8bc1\u660eAgent\u7684\u53ef\u80fd\u6027\u3002\u7f8e\u56e2\u9f99\u732b\u56e2\u961f\u671f\u671b\u501f\u6b64\u5c06\u73b0\u6709\u7684\u6570\u5b66\u6559\u6750\u548c\u524d\u6cbf\u8bba\u6587\u201c\u7ffb\u8bd1\u201d\u6210\u5f62\u5f0f\u5316\u8bed\u8a00\uff0c\u8fdb\u4e00\u6b65\u5145\u5b9e\u5f62\u5f0f\u5316\u6570\u5b66\u7684\u77e5\u8bc6\u5e95\u5ea7\uff0c\u4e3a\u6574\u4e2a\u6570\u5b66\u7814\u7a76\u9886\u57df\u7684\u8303\u5f0f\u521b\u65b0\u63d0\u4f9b\u52a9\u529b\u3002<\/p>\n

\u5728\u6d77\u5916\u793e\u533aReddit\uff0c\u6709\u7f51\u53cb\u5bf9LongCat-Flash-Prover\u6a21\u578b\u7684\u5de5\u7a0b\u843d\u5730\u8868\u793a\u5173\u5207\uff0c\u6307\u51fa\u8f7b\u91cf\u7248Flash\u6a21\u578b\u5bf9llama.cpp\u7684\u9002\u914d\u5de5\u4f5c\u81f3\u4eca\u4ecd\u672a\u5b8c\u6210\uff0c\u5b9e\u9645\u90e8\u7f72\u4ecd\u5b58\u5728\u969c\u788d\u3002\u4e5f\u6709\u58f0\u97f3\u76f4\u63a5\u8d28\u7591\u8fd9\u7c7b\u7814\u7a76\u7684\u5b9e\u9645\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5f62\u5f0f\u5316\u9a8c\u8bc1\u6a21\u578b\u672c\u8d28\u4e0a\u53ea\u662f\u64c5\u957f\u4e00\u95e8\u6781\u5c0f\u4f17\u8bed\u8a00\u7684\u4ee3\u7801\u6a21\u578b\uff0c\u201c\u770b\u4e0d\u51fa\u80cc\u540e\u6709\u4ec0\u4e48\u5927\u683c\u5c40\uff0c\u66f4\u60f3\u4e0d\u51fa\u51e0\u4e2a\u771f\u6b63\u53ef\u843d\u5730\u7684\u5e94\u7528\u573a\u666f\u201d\u3002<\/p>\n

GitHub\uff1ahttps:\/\/github.com\/meituan-longcat\/LongCat-Flash-Prover<\/p>\n

Hugging Face\uff1ahttps:\/\/huggingface.co\/meituan-longcat\/LongCat-Flash-Prover<\/p>\n

\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/github.com\/meituan-longcat\/LongCat-Flash-Prover\/blob\/main\/LongCat_Flash_Prover_Technical_Report.pdf<\/p>\n

\u4e00\u3001\u628a\u201c\u6570\u5b66\u9898\u201d\u53d8\u6210\u201c\u53ef\u9a8c\u8bc1\u4ee3\u7801\u201d\uff0c\u8ba9AI\u5148\u5b66\u4f1a\u8bfb\u61c2\u9898<\/strong><\/p>\n

\u5927\u6a21\u578b\u4f1a\u89e3\u9898\uff0c\u4f46\u5b83\u4f1a\u201c\u8bc1\u660e\u201d\u5417\uff1f\u8fd9\u662f\u4e24\u4ef6\u96be\u5ea6\u5b8c\u5168\u4e0d\u540c\u7684\u4e8b\u3002\u6570\u5b66\u89e3\u9898\u53ea\u9700\u8981\u6700\u7ec8\u7b54\u6848\u6b63\u786e\uff0c\u5b9a\u7406\u8bc1\u660e\u4f9d\u8d56\u5b8c\u6574\u4e14\u4e25\u5bc6\u7684\u903b\u8f91\u94fe\u6761\uff0c\u4efb\u4f55\u4e00\u6b65\u8868\u8ff0\u4e0d\u6e05\u6216\u63a8\u5bfc\u4e0d\u4e25\uff0c\u90fd\u53ef\u80fd\u4f7f\u7ed3\u8bba\u5931\u6548\u3002<\/p>\n

\u8fd9\u9879\u7814\u7a76\u9996\u5148\u805a\u7126\u4e8e\u4e00\u4e2a\u770b\u4f3c\u57fa\u7840\u4f46\u5b9e\u9645\u975e\u5e38\u56f0\u96be\u7684\u95ee\u9898\uff1a\u8ba9AI\u771f\u6b63\u201c\u8bfb\u61c2\u201d\u6570\u5b66\u9898\u3002\u4e0e\u65e5\u5e38\u5bf9\u8bdd\u4e0d\u540c\uff0c\u6570\u5b66\u95ee\u9898\u5f80\u5f80\u5305\u542b\u9690\u542b\u6761\u4ef6\u3001\u4e25\u683c\u5b9a\u4e49\u4ee5\u53ca\u7cbe\u786e\u7684\u903b\u8f91\u5173\u7cfb\uff0c\u5982\u679c\u53ea\u662f\u505c\u7559\u5728\u81ea\u7136\u8bed\u8a00\u5c42\u9762\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u51fa\u73b0\u7406\u89e3\u504f\u5dee\u3002<\/p>\n

\u56e0\u6b64\uff0c\u7f8e\u56e2\u9f99\u732b\u56e2\u961f\u7814\u7a76\u7684\u6838\u5fc3\u601d\u8def\uff0c\u662f\u628a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u95ee\u9898\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u53ef\u4ee5\u88ab\u8ba1\u7b97\u673a\u4e25\u683c\u6821\u9a8c\u7684\u5f62\u5f0f\u5316\u8868\u8fbe\uff0c\u4e5f\u5c31\u662f\u57fa\u4e8eLean4\u5b9a\u7406\u8bc1\u660e\u8bed\u8a00\u7684\u6570\u5b66\u8bed\u53e5\u3002Lean4\u662f\u4e00\u79cd\u517c\u5177\u6570\u5b66\u8868\u8fbe\u548c\u7a0b\u5e8f\u9a8c\u8bc1\u53cc\u91cd\u7279\u6027\u7684\u5f62\u5f0f\u5316\u8bed\u8a00\uff0c\u65e2\u80fd\u7cbe\u786e\u63cf\u8ff0\u6570\u5b66\u547d\u9898\uff0c\u53c8\u80fd\u88ab\u7f16\u8bd1\u5668\u4e25\u683c\u68c0\u67e5\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u81ea\u52a8\u5f62\u5f0f\u5316\u63d0\u793a\u8bcd<\/p>\n

\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6240\u6709\u8f93\u5165\u7684\u95ee\u9898\u90fd\u4f1a\u88ab\u7edf\u4e00\u770b\u4f5c\u81ea\u7136\u8bed\u8a00\u8bed\u53e5\uff08\u5305\u62ec\u5b8c\u6574\u95ee\u9898\u3001\u672a\u5b8c\u6210\u7684\u8bc1\u660e\u6216\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff09\uff0c\u7136\u540e\u7531\u4e13\u95e8\u7684\u81ea\u52a8\u5f62\u5f0f\u5316\u4e13\u5bb6\u6a21\u578b\uff08\u8bb0\u4e3a\u03c0\u03b8af\uff09\u8fdb\u884c\u8f6c\u6362\uff0c\u8f93\u51fa\u5bf9\u5e94\u7684\u5f62\u5f0f\u5316\u8bed\u53e5\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5e76\u4e0d\u7b80\u5355\uff0c\u56e0\u4e3a\u6a21\u578b\u65e2\u53ef\u80fd\u5199\u51fa\u8bed\u6cd5\u9519\u8bef\u7684\u4ee3\u7801\uff0c\u4e5f\u53ef\u80fd\u5728\u8bed\u4e49\u4e0a\u504f\u79bb\u539f\u9898\uff0c\u6bd4\u5982\u8bef\u89e3\u6761\u4ef6\u6216\u6539\u53d8\u95ee\u9898\u542b\u4e49\u2014\u2014\u8bba\u6587\u4e2d\u79f0\u4e4b\u4e3a\u201c\u7be1\u6539\u539f\u59cb\u95ee\u9898\u8bed\u4e49\u201d\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u7cfb\u7edf\u5f15\u5165\u4e86\u4e24\u5c42\u81ea\u52a8\u6821\u9a8c\u673a\u5236\uff1a<\/p>\n

\u7b2c\u4e00\u5c42\u662f\u8bed\u53e5\u8bed\u6cd5\u68c0\u6d4b\uff08Vsyn\uff09\uff1a\u901a\u8fc7Lean4 Server\u7f16\u8bd1\u5668\u68c0\u67e5\u751f\u6210\u7684\u5f62\u5f0f\u5316\u8bed\u53e5\u662f\u5426\u7b26\u5408\u8bed\u8a00\u89c4\u5219\uff0c\u5c06\u8bed\u53e5\u4e0e\u5360\u4f4d\u7b26\u62fc\u63a5\u540e\u7f16\u8bd1\uff0c\u8f93\u51fa\u4e8c\u5143\u7ed3\u679c\uff08SORRY\u8868\u793a\u8bed\u6cd5\u6b63\u786e\u4f46\u5f85\u8bc1\u660e\uff0cFAIL\u8868\u793a\u5b58\u5728\u8bed\u6cd5\u9519\u8bef\uff09\uff1b<\/p>\n

\u7b2c\u4e8c\u5c42\u662f\u8bed\u4e49\u4e00\u81f4\u6027\u68c0\u6d4b\uff08Vcon\uff09\uff1a\u901a\u8fc7\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u4e49\u8fc7\u6ee4\u5668\uff08\u91c7\u7528QWQ-32B\u548cQwen3-32B\u4f5c\u4e3a\u8bc4\u5224\u6a21\u578b\uff0c\u805a\u5408\u6295\u7968\u5224\u65ad\uff09\uff0c\u8bc6\u522b\u5e76\u5254\u9664\u4e0e\u539f\u59cb\u81ea\u7136\u8bed\u8a00\u8bed\u53e5\u8bed\u4e49\u4e0d\u4e00\u81f4\u7684\u5f62\u5f0f\u5316\u8bed\u53e5\u3002<\/p>\n

\u53ea\u6709\u540c\u65f6\u901a\u8fc7\u8fd9\u4e24\u79cd\u68c0\u6d4b\u7684\u7ed3\u679c\uff0c\u624d\u4f1a\u88ab\u8ba4\u4e3a\u662f\u6709\u6548\u7684\u5f62\u5f0f\u5316\u8f6c\u6362\uff0c\u8fdb\u5165\u540e\u7eed\u4efb\u52a1\u6d41\u7a0b\u3002<\/p>\n

\u901a\u8fc7\u8fd9\u4e00\u7cfb\u5217\u8bbe\u8ba1\uff0c\u6a21\u578b\u5b8c\u6210\u4e86\u4ece\u201c\u8bed\u8a00\u7406\u89e3\u201d\u5230\u201c\u53ef\u9a8c\u8bc1\u8868\u8fbe\u201d\u7684\u5173\u952e\u8de8\u8d8a\uff0c\u76f8\u5f53\u4e8e\u4e3a\u540e\u7eed\u7684\u8bc1\u660e\u8fc7\u7a0b\u5efa\u7acb\u4e86\u4e00\u4e2a\u53ef\u9760\u7684\u8d77\u70b9\u3002\u53ea\u6709\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\uff0c\u540e\u7eed\u7684\u8349\u7a3f\u751f\u6210\u548c\u5b9a\u7406\u8bc1\u660e\u624d\u6709\u53ef\u80fd\u771f\u6b63\u505a\u5230\u4e25\u8c28\u548c\u53ef\u9a8c\u8bc1\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u4e0d\u540c\u63a8\u7406\u6a21\u578b\u548c\u4e13\u7528\u81ea\u52a8\u5f62\u5f0f\u5316\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u81ea\u52a8\u5f62\u5f0f\u5316\u6027\u80fd<\/p>\n

\u4e8c\u3001\u50cf\u4eba\u7c7b\u4e00\u6837\u201c\u5148\u6253\u8349\u7a3f\u201d\uff0c\u590d\u6742\u8bc1\u660e\u62c6\u6210\u5c0f\u6b65\u9aa4\u8ba9\u51c6\u786e\u7387\u518d\u6da810%<\/strong><\/p>\n

\u5728\u5b8c\u6210\u201c\u8bfb\u61c2\u9898\u76ee\u201d\u7684\u5f62\u5f0f\u5316\u8f6c\u6362\u4e4b\u540e\uff0c\u7814\u7a76\u8fdb\u4e00\u6b65\u89e3\u51b3\u7684\u662f\u5982\u4f55\u8ba9AI\u66f4\u7a33\u5b9a\u5730\u5b8c\u6210\u590d\u6742\u5b9a\u7406\u8bc1\u660e\u3002\u76f4\u63a5\u751f\u6210\u5b8c\u6574\u8bc1\u660e\u5f80\u5f80\u96be\u5ea6\u5f88\u9ad8\uff0c\u5c24\u5176\u662f\u5728\u957f\u94fe\u6761\u63a8\u7406\u4e2d\uff0c\u4e00\u6b65\u51fa\u9519\u5c31\u4f1a\u5bfc\u81f4\u6574\u4f53\u5931\u8d25\u3002\u4e3a\u6b64\uff0c\u6a21\u578b\u5f15\u5165\u4e86\u4e00\u79cd\u7c7b\u4f3c\u4eba\u7c7b\u89e3\u9898\u4e60\u60ef\u7684\u7b56\u7565\uff1a\u5148\u751f\u6210\u5f15\u7406\u5f0f\u8bc1\u660e\u8349\u7a3f\uff0c\u518d\u9010\u6b65\u5b8c\u5584\u7ec6\u8282\u3002<\/p>\n

\u8fd9\u4e00\u8fc7\u7a0b\u7531\u4e13\u95e8\u7684\u8349\u7a3f\u751f\u6210\u4e13\u5bb6\u6a21\u578b\uff08\u8bb0\u4e3a\u03c0\u03b8sk\uff09\u5b8c\u6210\u3002\u7ed9\u5b9a\u5df2\u7ecf\u9a8c\u8bc1\u6b63\u786e\u7684\u5f62\u5f0f\u5316\u8bed\u53e5sx\uff0c\u6a21\u578b\u4e0d\u4f1a\u7acb\u523b\u8f93\u51fa\u5b8c\u6574\u8bc1\u660e\uff0c\u800c\u662f\u5148\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u8f85\u52a9\u5f15\u7406\uff08lemma\uff09\u7684\u8bc1\u660e\u6846\u67b6\u3002\u8fd9\u4e2a\u8349\u7a3f\u901a\u5e38\u7531\u82e5\u5e72\u5c1a\u672a\u5b8c\u6210\u7684\u5c0f\u7ed3\u8bba\u548c\u4e00\u4e2a\u6574\u4f53\u8bc1\u660e\u7ed3\u6784\u7ec4\u6210\uff0c\u5176\u4e2d\u672a\u5b8c\u6210\u7684\u90e8\u5206\u4f1a\u4ee5\u5360\u4f4d\u5f62\u5f0f\u6807\u8bb0\u51fa\u6765\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u672c\u8d28\u4e0a\u501f\u9274\u4e86\u201c\u5206\u800c\u6cbb\u4e4b\u201d\u548c\u52a8\u6001\u89c4\u5212\u7684\u601d\u60f3\uff1a\u628a\u4e00\u4e2a\u56f0\u96be\u95ee\u9898\u62c6\u5206\u6210\u591a\u4e2a\u66f4\u5bb9\u6613\u89e3\u51b3\u7684\u5c0f\u95ee\u9898\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u666e\u7279\u53571969B1\u9898\u7684\u5f15\u7406\u5f0f\u8349\u7a3f<\/p>\n

\u8fd9\u79cd\u62c6\u89e3\u5e26\u6765\u4e24\u4e2a\u5173\u952e\u597d\u5904\u3002\u7b2c\u4e00\uff0c\u6bcf\u4e2a\u5b50\u95ee\u9898\u7684\u96be\u5ea6\u663e\u8457\u964d\u4f4e\uff0c\u4f7f\u6a21\u578b\u66f4\u5bb9\u6613\u751f\u6210\u6b63\u786e\u7684\u63a8\u7406\u6b65\u9aa4\uff1b\u7b2c\u4e8c\uff0c\u5df2\u7ecf\u5b8c\u6210\u7684\u90e8\u5206\u53ef\u4ee5\u88ab\u91cd\u590d\u5229\u7528\uff0c\u51cf\u5c11\u91cd\u590d\u63a8\u7406\u7684\u6210\u672c\uff0c\u63d0\u9ad8\u6574\u4f53\u6548\u7387\u3002\u4f8b\u5982\uff0c\u5728\u8bc1\u660e\u4e00\u4e2a\u590d\u6742\u5b9a\u7406\u65f6\uff0c\u67d0\u4e9b\u4e2d\u95f4\u7ed3\u8bba\u53ef\u4ee5\u5728\u540e\u7eed\u591a\u4e2a\u6b65\u9aa4\u4e2d\u53cd\u590d\u8c03\u7528\uff0c\u4ece\u800c\u5f62\u6210\u66f4\u7a33\u5b9a\u7684\u63a8\u7406\u7ed3\u6784\u3002<\/p>\n

\u5728\u5b9e\u9645\u6267\u884c\u4e2d\uff0c\u5982\u679c\u6a21\u578b\u76f4\u63a5\u751f\u6210\u5b8c\u6574\u8bc1\u660e\u5931\u8d25\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5207\u6362\u5230\u201c\u8349\u7a3f\u6a21\u5f0f\u201d\uff0c\u4f18\u5148\u751f\u6210\u7ed3\u6784\u5408\u7406\u7684\u8bc1\u660e\u6846\u67b6\uff0c\u518d\u9010\u6b65\u8865\u5168\u6bcf\u4e00\u4e2a\u5f15\u7406\u3002\u8fd9\u4e00\u8fc7\u7a0b\u540c\u6837\u7ed3\u5408\u5de5\u5177\u9a8c\u8bc1\uff1a\u8349\u7a3f\u9700\u8981\u901a\u8fc7\u8bed\u6cd5\u68c0\u67e5\uff0c\u5e76\u786e\u4fdd\u6574\u4f53\u7ed3\u6784\u4e0e\u539f\u5b9a\u7406\u4fdd\u6301\u4e00\u81f4\u3002\u968f\u540e\uff0c\u5b9a\u7406\u8bc1\u660e\u6a21\u5757\u4f1a\u9010\u4e2a\u8865\u5168\u8fd9\u4e9b\u672a\u5b8c\u6210\u7684\u90e8\u5206\uff0c\u6700\u7ec8\u5408\u6210\u4e3a\u5b8c\u6574\u8bc1\u660e\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u201c\u8349\u7a3f\u8bc1\u660e\u6a21\u5f0f\u201d\u663e\u8457\u63d0\u5347\u4e86\u6210\u529f\u7387\u3002\u572832\u6b21\u5c1d\u8bd5\u9884\u7b97\u9650\u5236\u4e0b\uff0c\u5e26\u5de5\u5177\u96c6\u6210\u63a8\u7406\u7684\u8349\u7a3f\u8bc1\u660e\u6a21\u5f0f\u5728MiniF2F-Test\u6570\u636e\u96c6\u4e0a\u8fbe\u523093.9%\u7684\u901a\u8fc7\u7387\uff0c\u5728PutnamBench\u6570\u636e\u96c6\u4e0a\u8fbe\u523028.9%\u7684\u51c6\u786e\u7387\uff0c\u5747\u4f18\u4e8e\u76f4\u63a5\u751f\u6210\u5b8c\u6574\u8bc1\u660e\u7684\u6a21\u5f0f\u3002\u5728\u66f4\u9ad8\u9884\u7b97\u4e0b\uff0c\u7ed3\u5408\u6811\u641c\u7d22\u7b56\u7565\u7684\u8349\u7a3f\u8bc1\u660e\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u51c6\u786e\u7387\u7ea63.1%\u3002\u8fd9\u8bf4\u660e\uff0c\u5bf9\u4e8e\u957f\u94fe\u6761\u63a8\u7406\u4efb\u52a1\uff0c\u7ed3\u6784\u5316\u62c6\u89e3\u662f\u63d0\u5347AI\u53ef\u9760\u6027\u7684\u5173\u952e\u8def\u5f84\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u4e0d\u540c\u63a8\u7406\u6a21\u578b\u548c\u4e13\u7528\u5b9a\u7406\u8bc1\u660e\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u5b9a\u7406\u8bc1\u660e\u6027\u80fd<\/p>\n

\u4e09\u3001\u5f15\u5165\u5de5\u5177\u53cd\u9988\u548c\u5f3a\u5316\u5b66\u4e60\uff0c\u8ba9\u6a21\u578b\u5728\u8bd5\u9519\u4e2d\u5b66\u4f1a\u201c\u4e25\u8c28\u201d<\/strong><\/p>\n

\u5728\u8ba9\u6a21\u578b\u5177\u5907\u201c\u8bfb\u61c2\u9898\u76ee\u201d\u548c\u201c\u62c6\u89e3\u95ee\u9898\u201d\u7684\u80fd\u529b\u4e4b\u540e\uff0c\u7814\u7a76\u8fdb\u4e00\u6b65\u5173\u6ce8\u5982\u4f55\u8ba9\u6a21\u578b\u5728\u590d\u6742\u63a8\u7406\u8fc7\u7a0b\u4e2d\u53d8\u5f97\u66f4\u52a0\u7a33\u5b9a\u548c\u53ef\u9760\u3002\u4e3a\u6b64\uff0c\u6574\u4f53\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u518d\u4f9d\u8d56\u4e00\u6b21\u6027\u751f\u6210\u7b54\u6848\uff0c\u800c\u662f\u5f15\u5165\u5de5\u5177\u96c6\u6210\u63a8\u7406\uff08Tool-Integrated Reasoning, TIR\uff09\u4e0e\u5e26\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff08RLVR\uff09\u673a\u5236\uff0c\u8ba9\u6a21\u578b\u5728\u53cd\u590d\u8bd5\u9519\u4e2d\u9010\u6b65\u63d0\u5347\u63a8\u7406\u8d28\u91cf\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u6df7\u5408\u4e13\u5bb6\u5de5\u5177\u96c6\u6210\u5408\u6210\u6d41\u7a0b\u603b\u89c8\uff0c\u4ece\u5de6\u81f3\u53f3\u5206\u522b\u662f\u81ea\u52a8\u5f62\u5f0f\u5316\u3001\u8349\u7a3f\u751f\u6210\u3001\u5b8c\u6574\u8bc1\u660e\u751f\u6210\u548c\u8349\u7a3f\u5f0f\u8bc1\u660e\u751f\u6210\u56db\u4e2a\u6a21\u5757\uff0c\u6bcf\u4e2a\u6a21\u5757\u90fd\u901a\u8fc7Lean4\u7f16\u8bd1\u5668\u8fdb\u884c\u8bed\u6cd5\u548c\u5408\u6cd5\u6027\u6821\u9a8c\uff0c\u53ea\u6709\u901a\u8fc7\u9a8c\u8bc1\u7684\u7ed3\u679c\u624d\u8fdb\u5165\u4e0b\u4e00\u6b65\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u6bcf\u5f53\u6a21\u578b\u751f\u6210\u5f62\u5f0f\u5316\u8bed\u53e5\u3001\u8bc1\u660e\u8349\u7a3f\u6216\u5b8c\u6574\u8bc1\u660e\u65f6\uff0c\u7cfb\u7edf\u90fd\u4f1a\u8c03\u7528\u4e00\u7cfb\u5217\u9a8c\u8bc1\u5de5\u5177\u8fdb\u884c\u68c0\u67e5\uff1a<\/p>\n

1\u3001\u8bed\u6cd5\u9a8c\u8bc1\uff08Vsyn\uff09\uff1a\u5224\u65ad\u8bed\u6cd5\u662f\u5426\u6b63\u786e\uff0c\u8f93\u51faSORRY\uff08\u8bed\u6cd5\u6b63\u786e\u4f46\u542b\u672a\u8bc1\u660e\u8bed\u53e5\uff09\u3001PASS\uff08\u5b8c\u5168\u901a\u8fc7\uff09\u6216FAIL\uff08\u5b58\u5728\u8bed\u6cd5\u9519\u8bef\uff09\uff1b<\/p>\n

2\u3001\u5408\u6cd5\u6027\u68c0\u6d4b\uff08Vleg\uff09\uff1a\u68c0\u6d4b\u8bc1\u660e\u662f\u5426\u4e0e\u539f\u59cb\u5f62\u5f0f\u5316\u8bed\u53e5\u8bed\u4e49\u4e00\u81f4\uff0c\u9632\u6b62\u7be1\u6539\u5b9a\u7406\u5b9a\u4e49\u3001\u8bbe\u7f6e\u7279\u6b8a\u7f16\u8bd1\u4e0a\u4e0b\u6587\u7b49\u201c\u5956\u52b1\u6b3a\u9a97\u201d\u884c\u4e3a\uff1b<\/p>\n

3\u3001\u5b9a\u7406\u4e00\u81f4\u6027\u68c0\u6d4b\uff08Vtheo\uff09\uff1a\u9a8c\u8bc1\u8349\u7a3f\u7ed3\u6784\u4e0e\u539f\u59cb\u5b9a\u7406\u7684\u4e00\u81f4\u6027\u3002<\/p>\n

\u6bcf\u4e00\u6b21\u68c0\u67e5\u90fd\u4f1a\u8fd4\u56de\u660e\u786e\u7684\u53cd\u9988\u4fe1\u606f\uff08\u5982\u9519\u8bef\u4fe1\u606f\u3001\u9519\u8bef\u4f4d\u7f6e\uff09\uff0c\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u8fd9\u4e9b\u53cd\u9988\u91cd\u65b0\u751f\u6210\u7ed3\u679c\uff0c\u4ece\u800c\u5f62\u6210\u201d\u751f\u6210\u2014\u9a8c\u8bc1\u2014\u4fee\u6b63\u201d\u7684\u5faa\u73af\u8fc7\u7a0b\u3002\u5bf9\u4e8e\u7b80\u5355\u95ee\u9898\uff0c\u6a21\u578b\u53ef\u80fd\u4e00\u6b21\u5c31\u80fd\u901a\u8fc7\u9a8c\u8bc1\uff1b\u800c\u5bf9\u4e8e\u590d\u6742\u95ee\u9898\uff0c\u5219\u9700\u8981\u591a\u8f6e\u4e0e\u5de5\u5177\u4ea4\u4e92\uff0c\u9010\u6b65\u903c\u8fd1\u6b63\u786e\u7b54\u6848\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

\u8bc4\u5224\u5668-\u8349\u7a3f\u751f\u6210\u5668-\u5b9a\u7406\u8bc1\u660e\u5668<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5f15\u5165\u4e86\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\uff0c\u8bad\u7ec3\u4efb\u52a1\u88ab\u8bbe\u8ba1\u4e3a\u591a\u4e2a\u53ef\u9a8c\u8bc1\u76ee\u6807\uff1a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u751f\u6210\u5f62\u5f0f\u5316\u8bed\u53e5\u3001\u7531\u5f62\u5f0f\u5316\u8bed\u53e5\u76f4\u63a5\u751f\u6210\u8bc1\u660e\u3001\u751f\u6210\u5f15\u7406\u5f0f\u8bc1\u660e\u8349\u7a3f\u7b49\u3002\u6bcf\u4e2a\u4efb\u52a1\u7684\u7ed3\u679c\u90fd\u53ef\u4ee5\u901a\u8fc7\u5de5\u5177\u81ea\u52a8\u6253\u5206\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u63d0\u4f9b\u660e\u786e\u7684\u5956\u52b1\u4fe1\u53f7\u3002\u6a21\u578b\u4f1a\u503e\u5411\u4e8e\u5f3a\u5316\u90a3\u4e9b\u80fd\u591f\u901a\u8fc7\u9a8c\u8bc1\u7684\u884c\u4e3a\u3002<\/p>\n

\u4e3a\u4e86\u5e94\u5bf9\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u6a21\u578b\u5728\u957f\u5e8f\u5217\u4efb\u52a1\u8bad\u7ec3\u4e2d\u7684\u4e0d\u7a33\u5b9a\u95ee\u9898\uff0c\u7814\u7a76\u63d0\u51fa\u4e86\u5206\u5c42\u91cd\u8981\u6027\u91c7\u6837\u7b56\u7565\u4f18\u5316\uff08Hierarchical Importance Sampling Policy Optimization, HisPO\uff09\u7b97\u6cd5\u3002\u8be5\u65b9\u6cd5\u4ece\u5e8f\u5217\u548c\u8bcd\u5143\u4e24\u4e2a\u7ef4\u5ea6\u4f30\u7b97\u8bad\u7ec3-\u63a8\u7406\u4e00\u81f4\u6027\uff1a<\/p>\n

1\u3001\u5e8f\u5217\u7ea7\u5dee\u5f02\u63a9\u7801\uff1a\u8ba1\u7b97\u5e8f\u5217\u5185\u6240\u6709\u8bcd\u5143\u5dee\u5f02\u6bd4\u7387\u7684\u51e0\u4f55\u5e73\u5747\u503c\uff0c\u82e5\u8d85\u8fc7\u9608\u503c\u03b4seq\u5219\u5254\u9664\u6574\u4e2a\u5e8f\u5217\u7684\u68af\u5ea6\u8d21\u732e\uff1b<\/p>\n

2\u3001\u8bcd\u5143\u7ea7\u5dee\u5f02\u63a9\u7801\uff1a\u5bf9\u5269\u4f59\u5e8f\u5217\uff0c\u5254\u9664\u5dee\u5f02\u6bd4\u7387\u8d85\u8fc7\u9608\u503c\u03b4tok\u7684\u4e2a\u522b\u8bcd\u5143\uff1b<\/p>\n

3\u3001\u8bcd\u5143\u7ea7\u6ede\u540e\u6027\u63a7\u5236\uff1a\u5bf9\u4fdd\u7559\u8bcd\u5143\u901a\u8fc7\u88c1\u526a\u9650\u5236\u66f4\u65b0\u5e45\u5ea6\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

LongCat-Flash-Prover\u8bad\u7ec3\u6d41\u7a0b\u603b\u89c8<\/p>\n

\u56db\u3001\u6a21\u578b\u5b66\u4f1a\u4e869\u79cd\u4f5c\u5f0a\u624b\u6cd5\uff0c\u56e2\u961f\u4e13\u95e8\u9020\u4e86\u4e2a\u201c\u53cd\u4f5c\u5f0a\u7cfb\u7edf\u201d<\/strong><\/p>\n

\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u95ee\u9898\u3002\u968f\u7740\u63a8\u7406\u80fd\u529b\u63d0\u5347\uff0c\u6a21\u578b\u4e0d\u4ec5\u5b66\u4f1a\u4e86\u89e3\u9898\uff0c\u8fd8\u9010\u6e10\u5b66\u4f1a\u4e86\u201c\u94bb\u89c4\u5219\u6f0f\u6d1e\u201d\u3002\u5177\u4f53\u8868\u73b0\u4e3a\uff0c\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u4e00\u4e9b\u5728\u8868\u9762\u4e0a\u901a\u8fc7\u9a8c\u8bc1\u3001\u4f46\u5b9e\u9645\u4e0a\u5e76\u4e0d\u7b26\u5408\u6570\u5b66\u903b\u8f91\u7684\u201c\u865a\u5047\u8bc1\u660e\u201d\u3002\u8fd9\u4e9b\u7ed3\u679c\u5728\u539f\u6709\u8bc4\u4f30\u4f53\u7cfb\u4e0b\u53ef\u80fd\u88ab\u5224\u5b9a\u4e3a\u6b63\u786e\uff0c\u4ece\u800c\u5bfc\u81f4\u8bad\u7ec3\u6307\u6807\u51fa\u73b0\u5f02\u5e38\u63d0\u5347\uff0c\u4f46\u771f\u5b9e\u80fd\u529b\u5e76\u6ca1\u6709\u540c\u6b65\u63d0\u9ad8\u3002<\/p>\n

\u8fdb\u4e00\u6b65\u5206\u6790\u53d1\u73b0\uff0c\u8fd9\u7c7b\u95ee\u9898\u6e90\u4e8e\u73b0\u6709\u5f00\u6e90\u8bc4\u4f30\u6d41\u6c34\u7ebf\u7684\u5173\u952e\u6f0f\u6d1e\u3002\u4f20\u7edf\u8bc4\u4f30\u4e3b\u8981\u4f9d\u8d56Lean4\u8bed\u6cd5\u9a8c\u8bc1\u548c\u76ee\u6807\u5b9a\u7406\u5b9a\u4e49\u4e00\u81f4\u6027\u68c0\u67e5\uff0c\u800c\u76ee\u6807\u5b9a\u7406\u7684\u5f62\u5f0f\u5316\u4e0a\u4e0b\u6587\uff08\u5982import\u3001open\u547d\u4ee4\u3001\u8f85\u52a9lemma\u5b9a\u4e49\u7b49\uff09\u662f\u5b8c\u5168\u53ef\u7f16\u8f91\u7684\u3002\u8fd9\u7ed9\u6a21\u578b\u7559\u4e0b\u4e86\u201c\u64cd\u4f5c\u7a7a\u95f4\u201d\uff0c\u4f7f\u5176\u80fd\u591f\u901a\u8fc7\u591a\u79cd\u624b\u6bb5\u89c4\u907f\u9a8c\u8bc1\u89c4\u5219\u3002\u7814\u7a76\u56e2\u961f\u8bc6\u522b\u5e76\u5206\u7c7b\u51fa9\u79cd\u5177\u4f53\u7684\u6b3a\u9a97\u6a21\u5f0f\u3002<\/p>\n

\"\u7f8e\u56e2\u53c8\u5f00\u6e90\uff01\u4e13\u653b\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u80fd\u6a21\u62df\u4eba\u7c7b\u89e3\u9898\uff0c\u5237\u65b0\u591a\u9879\u5f00\u6e90SOTA\"<\/p>\n

9\u79cd\u6b3a\u9a97\u6a21\u5f0f\u4e0e\u5177\u4f53\u64cd\u4f5c<\/p>\n

\u8fd9\u4e00\u95ee\u9898\u5728\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5c24\u4e3a\u660e\u663e\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u7684\u6eda\u52a8\u901a\u8fc7\u7387\u66fe\u5728\u7b2c80\u6b65\u5de6\u53f3\u51fa\u73b0\u7206\u70b8\u6027\u6fc0\u589e\u3002\u6392\u67e5\u540e\u53d1\u73b0\uff0c\u8fd9\u5e76\u4e0d\u662f\u6a21\u578b\u771f\u6b63\u53d8\u5f3a\uff0c\u800c\u662f\u56e0\u4e3a\u5b66\u4f1a\u4e86\u66f4\u9ad8\u6548\u7684\u201c\u4f5c\u5f0a\u65b9\u5f0f\u201d\uff0c\u4ece\u800c\u9a97\u8fc7\u8bc4\u4f30\u7cfb\u7edf\u3002\u8fd9\u662f\u5178\u578b\u7684\u5956\u52b1\u6b3a\u9a97\uff08reward hacking\uff09\u95ee\u9898\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86\u5408\u6cd5\u6027\u68c0\u6d4b\u673a\u5236\uff08Vleg\uff09\u3002\u6838\u5fc3\u601d\u8def\u662f\u4e0d\u518d\u53ea\u770b\u7ed3\u679c\u662f\u5426\u901a\u8fc7\u9a8c\u8bc1\uff0c\u800c\u662f\u6df1\u5165\u5206\u6790\u8bc1\u660e\u672c\u8eab\u7684\u7ed3\u6784\u3002\u5177\u4f53\u505a\u6cd5\u662f\u5f00\u53d1\u8f7b\u91cf\u7ea7Lean4\u8bcd\u6cd5\u5206\u6790\u5668\u548c\u8bed\u6cd5\u5206\u6790\u5668\uff0c\u5c06\u751f\u6210\u7684\u8bc1\u660e\u4ee3\u7801\u8f6c\u5316\u4e3a\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09\uff0c\u5e76\u4e25\u683c\u6821\u9a8c\u5f62\u5f0f\u5316\u8bed\u53e5\u4e0e\u8bc1\u660e\/\u8349\u7a3f\u4e4b\u95f4\u7684\u62bd\u8c61\u8bed\u6cd5\u6811\u4e00\u81f4\u6027\u3002<\/p>\n

\u5728\u5f15\u5165\u8fd9\u5957\u673a\u5236\u540e\uff0c\u8bad\u7ec3\u96c6\u4e0a\u7684\u6eda\u52a8\u901a\u8fc7\u7387\u66f2\u7ebf\u6062\u590d\u6b63\u5e38\u589e\u957f\uff0c\u201c\u865a\u5047\u901a\u8fc7\u7387\u201d\u88ab\u6709\u6548\u6291\u5236\u3002\u8fdb\u4e00\u6b65\u5b9e\u9a8c\u8868\u660e\uff0c\u57281024\u4e2a\u8bad\u7ec3\u6837\u672c\u4e0a\uff0c\u4fee\u590d\u540e\u7684\u6a21\u578b\u80fd\u591f\u66f4\u6709\u6548\u5730\u907f\u514d\u865a\u5047\u8bc1\u660e\uff0c\u53d6\u5f97\u66f4\u9ad8\u7684\u6709\u6548\u8bc1\u660e\u7387\u3002\u57fa\u4e8eAST\u7684\u68c0\u67e5\u6e90\u7801\u5df2\u5728\u9879\u76ee\u4e3b\u9875\u5f00\u6e90\u3002<\/p>\n

\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u4e00\u201c\u53cd\u4f5c\u5f0a\u7cfb\u7edf\u201d\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u9760\u6027\uff0c\u4e5f\u4e3a\u540e\u7eed\u5f62\u5f0f\u5316\u63a8\u7406\u6a21\u578b\u7684\u8bc4\u4f30\u63d0\u4f9b\u4e86\u66f4\u4e25\u8c28\u7684\u6807\u51c6\uff0c\u7f29\u5c0f\u4e86\u5956\u52b1\/\u6307\u6807\u5206\u6570\u4e0e\u771f\u5b9e\u8bc1\u660e\u80fd\u529b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n<\/p>\n

\u5f3a\u5316\u5b66\u4e60\u6eda\u52a8\u901a\u8fc7\u7387\uff08\u5b58\u5728\u6b3a\u9a97\u884c\u4e3a vs \u65e0\u6b3a\u9a97\u884c\u4e3a\uff09\/\u4e0d\u540c\u9a8c\u8bc1\u5c42\u7ea7\u7684\u8bc4\u4f30\u7ed3\u679c<\/p>\n

\u7ed3\u8bed\uff1a\u4ece\u201c\u4f1a\u89e3\u9898\u201d\u5230\u201c\u4f1a\u8bc1\u660e\u201d\uff0cAI\u89e3\u6570\u5b66\u96be\u9898\u8fc8\u5411\u65b0\u9636\u6bb5<\/strong><\/p>\n

\u4ece\u81ea\u52a8\u5f62\u5f0f\u5316\u3001\u8349\u7a3f\u751f\u6210\u5230\u6700\u7ec8\u7684\u5f62\u5f0f\u5316\u8bc1\u660e\uff0cLongCat-Flash-Prover\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u63a5\u8fd1\u4eba\u7c7b\u89e3\u9898\u8fc7\u7a0b\u7684\u6280\u672f\u601d\u8def\uff1a\u5148\u7406\u89e3\u95ee\u9898\uff0c\u518d\u62c6\u89e3\u7ed3\u6784\uff0c\u6700\u540e\u5b8c\u6210\u4e25\u683c\u63a8\u5bfc\u3002\u8fd9\u4e00\u8def\u5f84\u5e76\u4e0d\u8ffd\u6c42\u4e00\u6b21\u6027\u751f\u6210\u5b8c\u6574\u7b54\u6848\uff0c\u800c\u662f\u901a\u8fc7\u5206\u9636\u6bb5\u5904\u7406\u548c\u591a\u8f6e\u9a8c\u8bc1\uff0c\u9010\u6b65\u63d0\u9ad8\u63a8\u7406\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u3002\u7ed3\u5408\u5de5\u5177\u53cd\u9988\u4e0e\u5f3a\u5316\u5b66\u4e60\u673a\u5236\uff0c\u6a21\u578b\u5728\u590d\u6742\u6570\u5b66\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u786e\u5b9e\u6709\u6240\u63d0\u5347\uff0c\u76f8\u5173\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u4e5f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f53\u73b0\u4e86\u8fd9\u4e00\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/p>\n

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