{"id":38140,"date":"2025-02-11T00:00:59","date_gmt":"2025-02-10T16:00:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=38140"},"modified":"2025-02-11T00:00:59","modified_gmt":"2025-02-10T16:00:59","slug":"817%e6%a0%b7%e6%9c%ac%e6%bf%80%e5%8f%917%e5%80%8d%e6%8e%a8%e7%90%86%e6%80%a7%e8%83%bd%ef%bc%9a%e4%b8%8a%e4%ba%a4%e5%a4%a7%e3%80%8c%e5%b0%91%e5%8d%b3%e6%98%af%e5%a4%9a%e3%80%8d%e5%ae%9a%e5%be%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38140","title":{"rendered":"817\u6837\u672c\u6fc0\u53d17\u500d\u63a8\u7406\u6027\u80fd\uff1a\u4e0a\u4ea4\u5927\u300c\u5c11\u5373\u662f\u591a\u300d\u5b9a\u5f8b\u6311\u6218RL Scaling\u8303\u5f0f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-07-2\" target=\"_blank\">817\u6837\u672c\u6fc0\u53d17\u500d\u63a8\u7406\u6027\u80fd\uff1a\u4e0a\u4ea4\u5927\u300c\u5c11\u5373\u662f\u591a\u300d\u5b9a\u5f8b\u6311\u6218RL Scaling\u8303\u5f0f<\/a><\/p>\n<section>\n<p>\u5728\u8ffd\u6c42\u4eba\u5de5\u667a\u80fd\u6781\u9650\u7684\u9053\u8def\u4e0a\uff0c&#8221;\u66f4\u5927\u5373\u66f4\u5f3a&#8221; \u4f3c\u4e4e\u5df2\u6210\u4e3a\u5171\u8bc6\u3002\u7279\u522b\u662f\u5728\u6570\u5b66\u63a8\u7406\u8fd9\u4e00\u88ab\u89c6\u4e3a AI \u7ec8\u6781\u6311\u6218\u7684\u9886\u57df\uff0c\u4e1a\u754c\u666e\u904d\u8ba4\u4e3a\u9700\u8981\u6d77\u91cf\u6570\u636e\u548c\u590d\u6742\u7684\u5f3a\u5316\u5b66\u4e60\u624d\u80fd\u83b7\u5f97\u7a81\u7834\u3002\u7136\u800c\uff0c\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u6700\u65b0\u7814\u7a76\u5374\u7ed9\u51fa\u4e86\u4e00\u4e2a\u4ee4\u4eba\u9707\u60ca\u7684\u7b54\u6848\uff1a<strong>\u4ec5\u9700 817 \u6761\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6837\u672c\uff0c\u5c31\u80fd\u8ba9\u6a21\u578b\u5728\u6570\u5b66\u7ade\u8d5b\u7ea7\u522b\u7684\u9898\u76ee\u4e0a\u8d85\u8d8a\u5f53\u524d\u8bb8\u591a\u6700\u5148\u8fdb\u6a21\u578b\u3002<\/strong>\u8fd9\u4e00\u53d1\u73b0\u4e0d\u4ec5\u6311\u6218\u4e86\u4f20\u7edf\u8ba4\u77e5\uff0c\u66f4\u63ed\u793a\u4e86\u4e00\u4e2a\u53ef\u80fd\u88ab\u6211\u4eec\u5ffd\u89c6\u7684\u4e8b\u5b9e\uff1a<strong>\u5927\u6a21\u578b\u7684\u6570\u5b66\u80fd\u529b\u6216\u8bb8\u4e00\u76f4\u90fd\u5728\uff0c\u5173\u952e\u5728\u4e8e\u5982\u4f55\u5524\u9192\u5b83\u3002<\/strong><\/p>\n<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fc60928eb730cba238ebbde0a77ec08f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fc60928eb730cba238ebbde0a77ec08f.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aLIMO: Less is More for Reasoning<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.03387<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/GAIR-NLP\/LIMO<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u96c6\u5730\u5740\uff1ahttps:\/\/huggingface.co\/datasets\/GAIR\/LIMO<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/GAIR\/LIMO<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u4e00\u3001\u4ece\u89c4\u6a21\u7ade\u8d5b\u5230\u8303\u5f0f\u521b\u65b0<\/strong><\/section>\n<p>\u7ee7 OpenAI \u63a8\u51fa o1 \u7cfb\u5217\u3001\u6253\u54cd\u63a8\u7406\u80fd\u529b\u7ade\u8d5b\u7684\u7b2c\u4e00\u67aa\u540e\uff0cDeepSeek-R1 \u4ee5\u60ca\u4eba\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\u9707\u64bc\u4e1a\u754c\uff0c\u5f15\u53d1\u5168\u7403\u590d\u73b0\u72c2\u6f6e\u3002\u5404\u5927\u516c\u53f8\u548c\u7814\u7a76\u673a\u6784\u7eb7\u7eb7\u9075\u5faa\u540c\u4e00\u8303\u5f0f\uff1a\u7528\u66f4\u5e9e\u5927\u7684\u6570\u636e\u96c6\uff0c\u7ed3\u5408\u66f4\u590d\u6742\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b97\u6cd5\uff0c\u8bd5\u56fe <strong>\u201c\u6559\u4f1a\u201d<\/strong> \u6a21\u578b\u5982\u4f55\u63a8\u7406\u3002<\/p>\n<p>\u5982\u679c\u628a\u7ecf\u8fc7\u5145\u5206\u9884\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6bd4\u4f5c\u4e00\u540d\u5929\u8d4b\u5f02\u7980\u7684\u5b66\u751f\uff0c\u90a3\u4e48\u4e3b\u6d41\u7684 RL Scaling \u65b9\u6cd5\u5c31\u50cf\u662f\u4e0d\u505c\u5730<strong>\u8bad\u7ec3\u3001\u5956\u60e9<\/strong>\u8fd9\u4f4d\u5b66\u751f\uff0c\u76f4\u5230\u4ed6\u80fd\u89e3\u51fa\u5404\u79cd\u590d\u6742\u6570\u5b66\u9898\u3002\u8fd9\u4e00\u7b56\u7565\u65e0\u7591\u5e26\u6765\u4e86\u663e\u8457\u6210\u6548 \u2014\u2014 \u4ece Claude \u5230 GPT-4\uff0c\u4ece o1-preview \u5230 DeepSeek-R1\uff0c\u6bcf\u4e00\u6b21\u6027\u80fd\u8dc3\u5347\u7684\u80cc\u540e\uff0c\u90fd\u662f\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u7684\u6307\u6570\u7ea7\u589e\u957f\u548c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u6301\u7eed\u4f18\u5316\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u8fd9\u573a\u770b\u4f3c\u65e0\u4f11\u6b62\u7684\u6570\u636e\u7ade\u8d5b\u4e2d\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5374\u63d0\u51fa\u4e86\u4e00\u4e2a\u53d1\u4eba\u6df1\u7701\u7684\u95ee\u9898\uff1a<strong>\u5982\u679c\u8fd9\u4f4d \u201c\u5b66\u751f\u201d \u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5df2\u638c\u63e1\u4e86\u6240\u6709\u5fc5\u8981\u7684\u77e5\u8bc6\uff0c\u6211\u4eec\u771f\u7684\u9700\u8981\u5e9e\u5927\u6570\u636e\u96c6\u6765\u91cd\u65b0\u8bad\u7ec3\u4ed6\u5417\uff1f\u8fd8\u662f\u53ea\u9700\u7cbe\u5999\u7684\u5f15\u5bfc\uff0c\u5c31\u80fd\u6fc0\u6d3b\u4ed6\u7684\u6f5c\u5728\u80fd\u529b\uff1f<\/strong><\/p>\n<p>\u4ed6\u4eec\u7684\u6700\u65b0\u7814\u7a76 LIMO\uff08Less Is More for Reasoning\uff09\u7ed9\u51fa\u4e86\u4ee4\u4eba\u9707\u64bc\u7684\u7b54\u6848\uff1a<strong>\u4ec5\u7528 817 \u6761\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u501f\u52a9\u7b80\u5355\u7684\u76d1\u7763\u5fae\u8c03\uff0cLIMO \u5c31\u5168\u9762\u8d85\u8d8a\u4e86\u4f7f\u7528\u5341\u4e07\u91cf\u7ea7\u6570\u636e\u8bad\u7ec3\u7684\u4e3b\u6d41\u6a21\u578b\uff0c\u5305\u62ec o1-preview \u548c QwQ \u7b49\u9876\u7ea7\u9009\u624b\u3002<\/strong>\u8fd9\u4e00 \u201c\u5c11\u5373\u662f\u591a\u201d \u7684\u73b0\u8c61\uff0c\u4e0d\u4ec5\u6311\u6218\u4e86 \u201c\u66f4\u5927\u6570\u636e = \u66f4\u5f3a\u63a8\u7406\u201d \u7684\u4f20\u7edf\u8ba4\u77e5\uff0c\u66f4\u63ed\u793a\u4e86\u4e00\u4e2a\u53ef\u80fd\u88ab\u5ffd\u89c6\u7684\u4e8b\u5b9e\uff1a\u5728 AI \u63a8\u7406\u80fd\u529b\u7684\u7a81\u7834\u4e2d\uff0c\u65b9\u5411\u53ef\u80fd\u6bd4\u529b\u91cf\u66f4\u91cd\u8981\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u65e0\u53ef\u8fa9\u9a73\u5730\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u5728\u7ade\u8d5b\u7ea7\u522b\u7684\u7f8e\u56fd\u6570\u5b66\u7ade\u8d5b\u9080\u8bf7\u8d5b\uff08AIME\uff09 \u6d4b\u8bd5\u4e2d\uff0c\u76f8\u6bd4\u4f20\u7edf\u65b9\u6cd5\uff08\u4ee5 Numina-Math \u4e3a\u4f8b\uff09\uff0c<strong>LIMO \u7684\u51c6\u786e\u7387\u4ece 6.5% \u98d9\u5347\u81f3 57.1%\u3002<\/strong>\u66f4\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f LIMO \u7684\u6cdb\u5316\u80fd\u529b\uff1a\u5728 10 \u4e2a\u4e0d\u540c\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0c\u5b83\u5b9e\u73b0\u4e86 <strong>40.5% \u7684\u7edd\u5bf9\u6027\u80fd\u63d0\u5347\uff0c\u8d85\u8d8a\u4e86\u4f7f\u7528 100 \u500d\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b<\/strong><strong>\u3002<\/strong>\u8fd9\u4e00\u7a81\u7834\u76f4\u63a5\u6311\u6218\u4e86 \u201c\u76d1\u7763\u5f0f\u5fae\u8c03\u4e3b\u8981\u5bfc\u81f4\u8bb0\u5fc6\u800c\u975e\u6cdb\u5316\u201d \u7684\u4f20\u7edf\u89c2\u70b9\uff0c<strong>\u8bc1\u660e\u4e86\u9ad8\u8d28\u91cf\u3001\u5c0f\u89c4\u6a21\u7684\u6570\u636e\uff0c\u8fdc\u6bd4\u4f4e\u6548\u7684\u6d77\u91cf\u8bad\u7ec3\u66f4\u80fd\u6fc0\u53d1 LLM \u7684\u771f\u6b63\u63a8\u7406\u80fd\u529b\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c9e18c8cfdcd645e52564b5d2fa08af4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c9e18c8cfdcd645e52564b5d2fa08af4.png\"><\/a><\/section>\n<section><em><sup>\u76f8\u6bd4\u4f7f\u7528 10 \u4e07\u6761\u6570\u636e\u7684 NuminaMath\uff0cLIMO \u5728\u4f7f\u7528\u4e0d\u5230 1% \u7684\u6570\u636e\u5c31\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u6b65\uff0c\u5e76\u5728\u5404\u79cd\u6570\u5b66\u548c\u591a\u5b66\u79d1\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001Less is More\uff1a\u4ece\u5bf9\u9f50\u5230\u63a8\u7406\u7684\u8de8\u8d8a<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ed666078181df7dbe596bceb3b9c9d2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ed666078181df7dbe596bceb3b9c9d2a.png\"><\/a><\/section>\n<section>\u81ea 2023 \u5e74 LIMA\uff08Less Is More for Alignment\uff09\u63d0\u51fa\u4ee5\u6765\uff0c\u4e1a\u754c\u9010\u6e10\u610f\u8bc6\u5230\uff0c\u5728\u5bf9\u9f50\uff08alignment\uff09\u4efb\u52a1\u4e0a\uff0c\u201c<strong>\u5c11\u5373\u662f\u591a<\/strong>\u201d \u5e76\u975e\u4e00\u53e5\u7a7a\u8bdd\u3002LIMA \u4ec5\u7528 1000 \u6761\u9ad8\u8d28\u91cf\u6570\u636e\uff0c\u5c31\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5b66\u4f1a\u4e86\u5982\u4f55\u751f\u6210\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u7684\u5bf9\u8bdd\u3002\u8fd9\u4e2a\u53d1\u73b0\u98a0\u8986\u4e86 &#8220;\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u6d77\u91cf\u6570\u636e&#8221; \u7684\u4f20\u7edf\u8ba4\u77e5\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5c06\u8fd9\u4e00\u7406\u5ff5\u6269\u5c55\u5230\u6570\u5b66\u63a8\u7406\u9886\u57df\u5374\u9762\u4e34\u7740\u72ec\u7279\u7684\u6311\u6218\u3002\u4e0e\u7b80\u5355\u7684\u5bf9\u8bdd\u683c\u5f0f\u4e0d\u540c\uff0c\u6570\u5b66\u63a8\u7406\u88ab\u8ba4\u4e3a\u662f\u4e00\u9879\u9700\u8981\u5927\u91cf\u7ec3\u4e60\u548c\u8bad\u7ec3\u624d\u80fd\u638c\u63e1\u7684\u590d\u6742\u8ba4\u77e5\u6280\u80fd\u3002\u8fd9\u5c31\u50cf\u662f\u6559\u4e00\u4e2a\u5b66\u751f\u89e3\u9898\uff1a\u6559\u4f1a\u4ed6\u7528\u793c\u8c8c\u7684\u8bed\u6c14\u8bf4\u8bdd\uff0c\u548c\u6559\u4f1a\u4ed6\u89e3\u51b3\u590d\u6742\u7684\u6570\u5b66\u95ee\u9898\uff0c\u96be\u5ea6\u663e\u7136\u4e0d\u53ef\u540c\u65e5\u800c\u8bed\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u662f\uff1a<strong>\u5c11\u5373\u662f\u591a\uff08Less is More\uff09\u539f\u5219\u80fd\u5426\u9002\u7528\u4e8e\u63a8\u7406\uff1f<\/strong><\/section>\n<section><\/section>\n<section>LIMO \u7684\u7814\u7a76\u7ed9\u51fa\u4e86\u80af\u5b9a\u7684\u7b54\u6848\uff0c\u5e76\u63ed\u793a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u7a81\u7834\u7684\u4e24\u4e2a\u6838\u5fc3\u524d\u63d0\uff1a<\/section>\n<ul>\n<li>\n<p><strong>\u7b2c\u4e00\uff0c\u77e5\u8bc6\u57fa\u7840\u9769\u547d\uff08Knowledge Foundation Revolution\uff09<\/strong>\u3002\u8fd1\u5e74\u6765\uff0c\u5927\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5df2\u7eb3\u5165\u6d77\u91cf\u6570\u5b66\u77e5\u8bc6\u3002\u4f8b\u5982\uff0c\u6bd4\u8d77\u5168\u9886\u57df\u8bad\u7ec3\u6570\u636e\u53ea\u6709 1.8T \u7684 Llama2\uff0cLlama 3 \u4ec5\u5728\u6570\u5b66\u63a8\u7406\u4e0a\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u9ad8\u8fbe 3.7 \u4e07\u4ebf token\uff0c\u8fd9\u610f\u5473\u7740<strong>\u73b0\u4ee3 LLM \u65e9\u5df2 \u201c\u77e5\u9053\u201d \u5927\u91cf\u6570\u5b66\u77e5\u8bc6\uff0c\u5173\u952e\u662f\u5982\u4f55 \u201c\u5524\u9192\u201d \u5b83\u4eec\u3002<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>\u7b2c\u4e8c\uff0c\u63a8\u7406\u8ba1\u7b97\u9769\u547d\uff08Inference-time Computation Scaling Revolution\uff09\u3002<\/strong>\u6700\u65b0\u7814\u7a76\u8868\u660e\uff0c\u63a8\u7406\u94fe\uff08chain-of-thought, CoT\uff09\u7684\u957f\u5ea6\uff0c\u4e0e\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5bc6\u5207\u76f8\u5173\u3002\u4e0e\u5176\u5728\u8bad\u7ec3\u9636\u6bb5\u786c\u704c\u5927\u89c4\u6a21\u76d1\u7763\u6570\u636e\uff0c<strong>\u4e0d\u5982\u5728\u63a8\u7406\u9636\u6bb5\u63d0\u4f9b\u66f4\u4f18\u8d28\u7684\u95ee\u9898\u548c\u793a\u8303\uff0c\u8ba9\u6a21\u578b\u81ea\u4e3b\u5c55\u5f00\u6df1\u5165\u601d\u8003\u3002<\/strong><\/p>\n<\/li>\n<\/ul>\n<section><strong>\u57fa\u4e8e\u8fd9\u4e24\u70b9\uff0cLIMO \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u7406\u8bba\u89c6\u89d2\uff1a\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u672c\u8d28\u4e0a\u662f &#8220;\u6f5c\u4f0f&#8221; \u7684\u800c\u975e &#8220;\u7f3a\u5931&#8221; \u7684\u3002<\/strong>\u4f20\u7edf\u7684 RL Scaling \u65b9\u6cd5\u5728\u5c1d\u8bd5 &#8220;\u8bad\u7ec3&#8221; \u6a21\u578b\u83b7\u5f97\u65b0\u80fd\u529b\uff0c\u800c LIMO \u5219\u4e13\u6ce8\u4e8e\u5982\u4f55\u6709\u6548\u5730 &#8220;\u6fc0\u6d3b&#8221; \u6a21\u578b\u672c\u5c31\u5177\u5907\u7684\u80fd\u529b\u3002\u6b63\u662f\u5efa\u7acb\u5728\u8fd9\u4e24\u5927\u57fa\u7840\u4e4b\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86 LIMO \u5047\u8bf4\uff1a<\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"52\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5728\u77e5\u8bc6\u57fa\u7840\u5df2\u8db3\u591f\u5b8c\u5584\u7684\u60c5\u51b5\u4e0b\uff0c\u4ec5\u9700\u5c11\u91cf\u9ad8\u8d28\u91cf\u793a\u4f8b\uff0c\u5c31\u80fd\u901a\u8fc7\u63a8\u7406\u94fe\u6fc0\u6d3b\u6a21\u578b\u7684\u6f5c\u5728\u63a8\u7406\u80fd\u529b\uff0c\u800c\u65e0\u9700\u6d77\u91cf\u6570\u636e\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5982\u679c\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5df2\u7ecf\u83b7\u5f97\u4e86\u4e30\u5bcc\u7684\u6570\u5b66\u77e5\u8bc6\uff0c\u90a3\u4e48\u6211\u4eec\u6216\u8bb8\u53ea\u9700\u8981\u7528\u5c11\u91cf\u4f46\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4f8b\u5b50\uff0c\u6765 &#8220;\u5524\u9192&#8221; \u8fd9\u4e9b\u6c89\u7761\u7684\u80fd\u529b\u3002\u8fd9\u5c31\u50cf\u662f\u5728\u6559\u5bfc\u4e00\u4e2a\u5df2\u7ecf\u638c\u63e1\u4e86\u6240\u6709\u5fc5\u8981\u77e5\u8bc6\uff0c\u5374\u4e0d\u77e5\u5982\u4f55\u6709\u6548\u8fd0\u7528\u8fd9\u4e9b\u77e5\u8bc6\u7684\u5b66\u751f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f1023645b52599d3c254ebc037cf207d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f1023645b52599d3c254ebc037cf207d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0LIMA vs LIMO: \u201c\u5c11\u5373\u662f\u591a\u201d \u73b0\u8c61\u7684\u6bd4\u8f83\u5206\u6790<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>LIMO vs. RL Scaling\uff1a\u4e24\u79cd\u63a8\u7406\u8303\u5f0f\u7684\u78b0\u649e<\/strong><\/section>\n<p>\u5f3a\u5316\u5b66\u4e60\u6269\u5c55\uff08RL Scaling\uff09<\/p>\n<p>\u4ee5 OpenAI \u7684 o1 \u7cfb\u5217\u548c DeepSeek-R1 \u4e3a\u4f8b\uff0cRL Scaling \u65b9\u6cd5\u901a\u5e38\u8bd5\u56fe\u901a\u8fc7\u5927\u89c4\u6a21\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6765\u589e\u5f3a\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4e8e\u6d77\u91cf\u6570\u636e\u53ca\u590d\u6742\u7684\u7b97\u6cd5\uff0c\u867d\u7136\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u6210\u6548\uff0c\u4f46\u4ea6\u6709\u5c40\u9650\uff1a\u5b83\u5c06\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u89c6\u4e3a\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u7684\u201c\u641c\u7d22\u201d\u8fc7\u7a0b\u3002<\/p>\n<p>LIMO \u7684\u65b0\u89c6\u89d2<\/p>\n<p>\u4e0e\u4e4b\u76f8\u5bf9\uff0cLIMO\uff08Less Is More for Reasoning\uff09\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e0d\u540c\u7684\u7406\u8bba\u6846\u67b6\uff0c\u8ba4\u4e3a\u63a8\u7406\u80fd\u529b\u6f5c\u85cf\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\uff0c\u5173\u952e\u5728\u4e8e\u5982\u4f55\u901a\u8fc7\u7cbe\u786e\u7684\u8ba4\u77e5\u6a21\u677f\u6765\u6fc0\u53d1\u8fd9\u4e9b\u5185\u5728\u80fd\u529b\u3002\u8fd9\u4e00\u8f6c\u53d8\u5c06\u7814\u7a76\u91cd\u70b9\u4ece\u201c\u8bad\u7ec3\u65b0\u80fd\u529b\u201d\u8f6c\u5411\u201c\u6fc0\u6d3b\u6f5c\u5728\u80fd\u529b\u201d\uff0c\u5f3a\u8c03\u4e86\u65b9\u5411\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p>LIMO \u7684\u6838\u5fc3\u5047\u8bbe\u662f\uff0c\u5728\u77e5\u8bc6\u57fa\u7840\u5df2\u7ecf\u8db3\u591f\u5b8c\u5584\u7684\u60c5\u51b5\u4e0b\uff0c\u5229\u7528\u5c11\u91cf\u9ad8\u8d28\u91cf\u7684\u793a\u4f8b\u5c31\u80fd\u591f\u6fc0\u6d3b\u6a21\u578b\u7684\u6f5c\u5728\u63a8\u7406\u80fd\u529b\u3002<strong>\u8fd9\u4e00\u7406\u8bba\u4e0d\u4ec5\u91cd\u65b0\u5b9a\u4e49\u4e86 RL Scaling \u7684\u4f4d\u7f6e\uff0c\u5c06\u5176\u89c6\u4e3a\u5bfb\u627e\u6700\u4f18\u63a8\u7406\u8f68\u8ff9\u7684\u4e00\u79cd\u624b\u6bb5\uff0c\u66f4\u4e3a\u6574\u4e2a\u9886\u57df\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8003\u6846\u67b6\u3002<\/strong><\/p>\n<p><strong>\u7814\u7a76\u610f\u4e49<\/strong><\/p>\n<p>\u5728\u5f53\u4e0b\uff0c\u4ee5 DeepSeek-R1 \u4e3a\u4ee3\u8868\u7684 RL Scaling \u65b9\u6cd5\u9010\u6e10\u6210\u4e3a\u4e3b\u6d41\uff0cLIMO \u7814\u7a76\u7684\u610f\u4e49\u5219\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u52a0\u672c\u8d28\u7684\u89c6\u89d2\uff1a<strong>\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u672c\u8eab\u662f\u5185\u5728\u5b58\u5728\u7684\uff0c\u5173\u952e\u6311\u6218\u5728\u4e8e\u5982\u4f55\u627e\u5230\u6700\u4f18\u7684\u6fc0\u6d3b\u8def\u5f84\u3002<\/strong><\/p>\n<p>\u8fd9\u4e00\u6d1e\u5bdf\u4e0d\u4ec5\u91cd\u65b0\u5b9a\u4e49\u4e86 RL Scaling\uff0c\u5c06\u5176\u89c6\u4e3a\u5bfb\u627e\u6700\u4f18\u63a8\u7406\u8f68\u8ff9\u7684\u4e00\u79cd\u5b9e\u73b0\u65b9\u5f0f\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u5f15\u9886\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u7814\u7a76\u8303\u5f0f\u2014\u2014<strong>\u4ece\u201c\u8bad\u7ec3\u65b0\u80fd\u529b\u201d\u8f6c\u5411\u201c\u6fc0\u6d3b\u6f5c\u5728\u80fd\u529b\u201d\u3002<\/strong>\u8fd9\u4e00\u8f6c\u53d8\u4e0d\u4ec5\u52a0\u6df1\u4e86\u6211\u4eec\u5bf9\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u7406\u89e3\uff0c\u4e5f\u4e3a\u66f4\u9ad8\u6548\u7684\u80fd\u529b\u6fc0\u6d3b\u65b9\u6cd5\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u65b9\u5411\u3002<\/p>\n<p>LIMO \u548c RL Scaling \u7684\u5bf9\u6bd4\uff0c\u63ed\u793a\u4e86\u63a8\u7406\u80fd\u529b\u63d0\u5347\u7684\u4e0d\u540c\u8def\u5f84\u4e0e\u601d\u8def\u3002LIMO \u63d0\u4f9b\u4e86\u66f4\u4e3a\u6839\u672c\u7684\u7406\u89e3\uff0c\u6307\u660e\u4e86\u672a\u6765\u7814\u7a76\u7684\u65b9\u5411\uff1a\u4e0d\u518d\u662f\u65e0\u6b62\u5883\u7684\u6570\u636e\u5806\u780c\uff0c\u800c\u662f\u66f4\u52a0\u5173\u6ce8\u5982\u4f55\u6709\u6548\u6fc0\u6d3b\u6a21\u578b\u672c\u5c31\u5177\u5907\u7684\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6b1e9fa98415512d98c0a843f4b1e80b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6b1e9fa98415512d98c0a843f4b1e80b.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 LIMO \u548c RL Scaling \u65b9\u5f0f\u7684\u6bd4\u8f83\u5206\u6790<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u98a0\u8986\u6027\u7684\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>LIMO \u7684\u7406\u8bba\u5f97\u5230\u4e86\u5b9e\u9a8c\u7ed3\u679c\u7684\u5f3a\u529b\u652f\u6301\u3002\u4ec5\u51ed 817 \u6761\u6570\u636e\uff0cLIMO \u5c31\u8d85\u8d8a\u4e86\u4e3b\u6d41\u7684 OpenAI-o1-preview \u548c QwQ \u7b49\u6a21\u578b\u3002\u5b83\u7684\u6027\u80fd\u76f8\u8f83\u4e8e\u81ea\u8eab\u7684\u57fa\u5ea7\u6a21\u578b (Qwen2.5-32B-Instruct) \u6709\u663e\u8457\u7684\u63d0\u5347\uff0c\u66f4\u662f\u51fb\u8d25\u4e86\u91c7\u7528\u6570\u5341\u4e07\u6570\u636e\u7684 OpenThoughts \u548c Numina Math\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4f20\u7edf\u8bc4\u6d4b\u4efb\u52a1\u4e0a\uff0cLIMO \u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8868\u73b0\u3002\u5728\u6570\u5b66\u7ade\u8d5b\u7ea7\u522b\u7684 AIME24 \u6d4b\u8bd5\u4e2d\uff0cLIMO \u8d62\u5f97\u4e86 57.1% \u7684\u51c6\u786e\u7387\uff0c\u8fdc\u8d85 QwQ \u7684 50.0% \u548c o1-preview \u7684 44.6%\u3002\u5728 MATH500 \u6d4b\u8bd5\u4e2d\uff0cLIMO \u66f4\u662f\u8fbe\u5230\u4e86 94.8% \u7684\u60ca\u4eba\u6210\u7ee9\uff0c\u663e\u8457\u8d85\u8d8a\u4e86 QwQ\uff0889.8%\uff09\u548c o1-preview\uff0885.5%\uff09\u3002\u8fd9\u4e9b\u6570\u636e\u6e05\u6670\u5730\u8868\u660e\uff0c<strong>\u5c11\u91cf\u4f46\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u786e\u5b9e\u80fd\u5e26\u6765\u8d85\u8d8a\u4f20\u7edf\u65b9\u6cd5\u7684\u6027\u80fd\u63d0\u5347\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5404\u7c7b\u8de8\u57df\u6d4b\u8bd5\u4e2d\uff0cLIMO \u7684\u6cdb\u5316\u80fd\u529b\u540c\u6837\u8868\u73b0\u51fa\u8272\u3002\u5728\u5965\u6797\u5339\u514b\u6570\u5b66\u6d4b\u8bd5\uff08OlympiadBench\uff09\u4e0a\uff0cLIMO \u8fbe\u5230\u4e86 66.8% \u7684\u51c6\u786e\u7387\uff0c\u8fdc\u8d85 QwQ \u7684 58.5%\uff1b\u5c3d\u7ba1 LIMO \u6570\u636e\u96c6\u4e2d\u4e0d\u5305\u542b\u4efb\u4f55\u4e2d\u6587\u6570\u636e\uff0c\u5728\u4e2d\u56fd\u9ad8\u8003\u6570\u5b66\uff08Gaokao\uff09\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u4e5f\u53d6\u5f97\u4e86 81.0% \u7684\u6210\u7ee9\uff0c\u9886\u5148\u4e8e QwQ \u7684 80.1%\u3002\u8fd9\u79cd\u5e7f\u6cdb\u7684\u9002\u7528\u6027\u8ba9\u6211\u4eec\u53d1\u73b0\uff0c<strong>LIMO \u4e0d\u662f\u7b80\u5355\u5730\u8bb0\u5fc6\u4e86\u8bad\u7ec3\u6570\u636e\uff0c\u800c\u662f\u771f\u6b63\u638c\u63e1\u4e86\u6570\u5b66\u63a8\u7406\u7684\u672c\u8d28\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u603b\u4f53\u800c\u8a00\uff0cLIMO \u5728\u6240\u6709\u6d4b\u8bd5\u4e2d\u7684\u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230\u4e86 72.8%\uff0c\u5927\u5e45\u9886\u5148\u4e8e o1-preview\uff0861.1%\uff09\u548c QwQ\uff0866.9%\uff09\u3002\u8fd9\u4e2a\u7ed3\u679c\u4e0d\u4ec5\u8bc1\u5b9e\u4e86 &#8220;Less is More&#8221; \u5047\u8bf4\u7684\u6b63\u786e\u6027\uff0c\u66f4\u4e3a\u6574\u4e2a\u884c\u4e1a\u6307\u660e\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u53d1\u5c55\u65b9\u5411\uff1a<strong>\u4e5f\u8bb8\u6211\u4eec\u4e0d\u9700\u8981\u65e0\u6b62\u5883\u5730\u5806\u780c\u6570\u636e\u548c\u7b97\u529b\uff0c\u800c\u662f\u5e94\u8be5\u66f4\u591a\u5730\u601d\u8003\u5982\u4f55\u6fc0\u6d3b\u6a21\u578b\u672c\u5c31\u5177\u5907\u7684\u80fd\u529b\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f7b3918ba8172607c2e04e0baf1825af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f7b3918ba8172607c2e04e0baf1825af.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0LIMO \u548c\u5176\u4ed6\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u6570\u636e\u7684\u4e09\u91cd\u5bc6\u7801<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e LIMO \u5047\u8bbe\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\uff0c\u5e76\u901a\u8fc7\u5b9e\u9a8c\u63ed\u793a\u4e86\u5c11\u91cf\u6570\u636e\u63d0\u5347\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u4e09\u5927\u5173\u952e\u56e0\u7d20\uff0c\u5373<strong>\u63a8\u7406\u94fe\u8d28\u91cf\u3001\u95ee\u9898\u96be\u5ea6\u548c\u9884\u8bad\u7ec3\u77e5\u8bc6<\/strong>\uff1a<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u94fe\u8d28\u91cf\uff1a\u7ec6\u8282\u51b3\u5b9a\u6210\u8d25<\/strong><\/section>\n<section><\/section>\n<section>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u5728\u6559\u4e00\u4e2a\u5b66\u751f\u89e3\u9898\u3002\u5982\u679c\u53ea\u662f\u7b80\u5355\u544a\u8bc9\u4ed6\u7b54\u6848\uff0c\u4ed6\u53ef\u80fd\u6c38\u8fdc\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u80cc\u540e\u7684\u903b\u8f91\u3002\u4f46\u5982\u679c\u4f60\u8be6\u7ec6\u89e3\u91ca\u6bcf\u4e00\u6b65\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u751a\u81f3\u8ba9\u4ed6\u81ea\u5df1\u9a8c\u8bc1\u6bcf\u4e00\u6b65\u7684\u6b63\u786e\u6027\uff0c\u4ed6\u5c31\u80fd\u9010\u6e10\u638c\u63e1\u89e3\u9898\u7684\u7cbe\u9ad3\u3002LIMO \u7684\u7814\u7a76\u53d1\u73b0\uff0c<strong>\u63a8\u7406\u94fe\u7684\u8d28\u91cf<\/strong>\u5bf9\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u6709\u7740\u51b3\u5b9a\u6027\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u8868\u660e\uff0c<strong>\u9ad8\u8d28\u91cf\u63a8\u7406\u94fe\uff08L5\uff09\u4e0e\u4f4e\u8d28\u91cf\u63a8\u7406\u94fe\uff08L1\uff09<\/strong>\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u9ad8\u8fbe 15 \u4e2a\u767e\u5206\u70b9\u3002\u9ad8\u8d28\u91cf\u63a8\u7406\u94fe\u4e0d\u4ec5\u903b\u8f91\u6e05\u6670\u3001\u6b65\u9aa4\u5b8c\u6574\uff0c\u8fd8\u5305\u542b\u81ea\u6211\u9a8c\u8bc1\u73af\u8282\uff0c\u786e\u4fdd\u63a8\u7406\u7684\u6b63\u786e\u6027\u3002\u800c\u4f4e\u8d28\u91cf\u63a8\u7406\u94fe\u5f80\u5f80\u53ea\u662f\u7b80\u5355\u5217\u4e3e\u6b65\u9aa4\uff0c\u7f3a\u4e4f\u8be6\u7ec6\u7684\u903b\u8f91\u63a8\u5bfc\u3002\u8fd9\u8868\u660e\uff0c<strong>\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63a8\u7406\u94fe\u4e0d\u4ec5\u80fd\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u95ee\u9898\uff0c\u8fd8\u80fd\u63d0\u9ad8\u5176\u63a8\u7406\u7684\u51c6\u786e\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0e017876b40695b02167604a948990bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0e017876b40695b02167604a948990bc.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0d\u540c\u8d28\u91cf\u7b49\u7ea7\uff081\uff5e5\uff09\u63a8\u7406\u94fe\u8bad\u7ec3\u5f97\u5230\u7684\u6a21\u578b\u5728 AIME24 \u548c MATH500 \u4e0a\u7684\u8868\u73b0<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u95ee\u9898\u96be\u5ea6\uff1a\u6311\u6218\u6fc0\u53d1\u6f5c\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u679c\u8bf4\u63a8\u7406\u94fe\u662f\u89e3\u9898\u7684 \u201c\u8def\u7ebf\u56fe\u201d\uff0c\u90a3\u4e48\u95ee\u9898\u672c\u8eab\u5219\u662f\u6fc0\u53d1\u6a21\u578b\u6f5c\u529b\u7684 \u201c\u50ac\u5316\u5242\u201d\u3002LIMO \u7684\u7814\u7a76\u53d1\u73b0\uff0c<strong>\u66f4\u9ad8\u96be\u5ea6\u7684\u95ee\u9898<\/strong>\u80fd\u591f\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u7814\u7a76\u4eba\u5458\u521b\u5efa\u4e86\u4e09\u4e2a\u4e0d\u540c\u96be\u5ea6\u7684\u95ee\u9898\u96c6\uff1aSimple-500, Complex-500 \u548c Advanced-500\uff0c\u5206\u522b\u4e3a\u4ed6\u4eec\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u94fe\u5e76\u8bad\u7ec3\u6a21\u578b\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u4f7f\u7528<strong>\u00a0Advanced-500<\/strong>\uff08\u7ade\u8d5b\u7ea7\u522b\u95ee\u9898\uff09\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u51c6\u786e\u7387\u6bd4\u4f7f\u7528 <strong>Simple-500<\/strong>\uff08\u7b80\u5355\u6570\u5b66\u9898\uff09\u8bad\u7ec3\u7684\u6a21\u578b\u9ad8\u51fa 16%\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u80cc\u540e\u7684\u903b\u8f91\u5728\u4e8e\uff0c<strong>\u66f4\u590d\u6742\u7684\u95ee\u9898\u9700\u8981\u66f4\u957f\u7684\u63a8\u7406\u94fe\u548c\u66f4\u6df1\u5165\u7684\u77e5\u8bc6\u6574\u5408\uff0c<\/strong>\u4ece\u800c\u8feb\u4f7f\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u66f4\u5145\u5206\u5730\u5229\u7528\u5176\u9884\u8bad\u7ec3\u77e5\u8bc6\u3002\u8fd9\u5c31\u50cf\u8ba9\u4e00\u4e2a\u5b66\u751f\u4e0d\u65ad\u6311\u6218\u66f4\u9ad8\u96be\u5ea6\u7684\u9898\u76ee\uff0c\u4ed6\u7684\u89e3\u9898\u80fd\u529b\u4e5f\u4f1a\u968f\u4e4b\u63d0\u5347\u3002\u56e0\u6b64\uff0c<strong>\u9009\u62e9\u66f4\u5177\u6311\u6218\u6027\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u53ef\u80fd\u662f\u63d0\u5347\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u6709\u6548\u7b56\u7565\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6fc05427fa4f8316c3bfe2bde75789df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6fc05427fa4f8316c3bfe2bde75789df.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0d\u540c\u96be\u5ea6\u95ee\u9898\u96c6\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u5728 AIME24 \u548c MATH500 \u4e0a\u7684\u8868\u73b0<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u9884\u8bad\u7ec3\u77e5\u8bc6\uff1a\u57fa\u7840\u51b3\u5b9a\u9ad8\u5ea6<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0cLIMO \u7684\u7814\u7a76\u5f3a\u8c03\u4e86<strong>\u9884\u8bad\u7ec3\u77e5\u8bc6<\/strong>\u7684\u91cd\u8981\u6027\u3002\u5b9e\u9a8c\u5bf9\u6bd4\u4e86\u4e24\u79cd\u67b6\u6784\u76f8\u540c\u4f46\u9884\u8bad\u7ec3\u6570\u636e\u8d28\u91cf\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u7ed3\u679c\u663e\u793a\uff0c<strong>Qwen2.5-32B-Instruct<\/strong>\uff08\u9884\u8bad\u7ec3\u6570\u636e\u8d28\u91cf\u66f4\u9ad8\uff09\u5728\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e<strong>\u00a0Qwen1.5-32B-Chat<\/strong>\uff0cAIME24 \u51c6\u786e\u7387\u63d0\u5347\u4e86 47 \u4e2a\u767e\u5206\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u8bf4\u660e\uff0c<strong>\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5176\u9884\u8bad\u7ec3\u9636\u6bb5\u6240\u638c\u63e1\u7684\u77e5\u8bc6<\/strong>\u3002\u5982\u679c\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5df2\u7ecf\u63a5\u89e6\u5e76\u7406\u89e3\u4e86\u5927\u91cf\u6570\u5b66\u77e5\u8bc6\uff0c\u90a3\u4e48\u53ea\u9700\u8981\u5c11\u91cf\u9ad8\u8d28\u91cf\u793a\u4f8b\uff0c\u5c31\u80fd\u6fc0\u6d3b\u5176\u63a8\u7406\u80fd\u529b\u3002\u53cd\u4e4b\uff0c\u5982\u679c\u9884\u8bad\u7ec3\u77e5\u8bc6\u4e0d\u8db3\uff0c\u5373\u4f7f\u4f7f\u7528\u5927\u91cf\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u6548\u679c\u4e5f\u53ef\u80fd\u6709\u9650\u3002\u56e0\u6b64\uff0c<strong>\u63d0\u5347\u9884\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\uff0c\u53ef\u80fd\u662f\u672a\u6765\u63d0\u5347\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u5173\u952e\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-74b6311bb36876cd33aa89d35ef7d594.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-74b6311bb36876cd33aa89d35ef7d594.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u91c7\u7528 LIMO \u6570\u636e\u5fae\u8c03\u76f8\u540c\u67b6\u6784\u3001\u4e0d\u540c\u9884\u8bad\u7ec3\u6570\u636e\u7684\u6a21\u578b\uff0c\u4e8c\u8005\u6027\u80fd\u533a\u522b\u663e\u8457<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u6848\u4f8b\u4e0e\u5b9a\u91cf\u5206\u6790\uff1aLIMO \u7684\u5353\u8d8a\u8868\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5177\u4f53\u7684\u6848\u4f8b\u5206\u6790\u4e2d\uff0cLIMO \u5c55\u73b0\u51fa\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u63a8\u7406\u80fd\u529b\u3002\u56fe 5 \u5bf9\u6bd4\u4e86 Qwen2.5-32B-Instruct\u3001DeepSeek-R1 \u548c LIMO \u751f\u6210\u7684\u54cd\u5e94\u3002\u5c3d\u7ba1 LIMO \u4ec5\u4f7f\u7528\u4e86 817 \u4e2a\u8bad\u7ec3\u6837\u672c\uff0c\u4f46\u5176\u8868\u73b0\u4e0e DeepSeek-R1 \u4e0d\u76f8\u4e0a\u4e0b\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u65b9\u9762\u66f4\u4e3a\u51fa\u8272\u3002LIMO \u4e0d\u4ec5\u80fd\u591f\u8fdb\u884c\u81ea\u6211\u53cd\u601d\uff0c\u8fd8\u80fd\u5728\u957f\u94fe\u63a8\u7406\u4e2d\u4fdd\u6301\u9ad8\u5ea6\u51c6\u786e\u6027\u3002\u4f8b\u5982\uff0cLIMO \u5728\u9a8c\u8bc1\u81ea\u5df1\u7684\u9648\u8ff0\u65f6\u8868\u73b0\u51fa\u8272\uff1a\u201c\u7b49\u4e00\u4e0b\uff0c24 \u5206\u949f\u662f 0.4 \u5c0f\u65f6\uff1f\u4e0d\u5bf9\u300260 \u5206\u949f\u662f 1 \u5c0f\u65f6\uff0c\u6240\u4ee5 24 \u5206\u949f\u662f 24\/60\uff0c\u4e5f\u5c31\u662f 0.4 \u5c0f\u65f6\u3002\u201d \u8fd9\u79cd\u81ea\u6211\u9a8c\u8bc1\u548c\u4fee\u6b63\u7684\u80fd\u529b\uff0c\u4f7f\u5f97 LIMO \u5728\u590d\u6742\u7684\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-601230cc5dd4bf3a2f3658483196b9e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-601230cc5dd4bf3a2f3658483196b9e6.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u76f8\u540c\u95ee\u9898\u4e0b\uff0c\u4e0d\u540c\u6a21\u578b\u7684\u63a8\u7406\u94fe\u548c LIMO \u7684\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0cQwen2.5-32B-Instruct \u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8868\u73b0\u51fa\u660e\u663e\u7684\u5c40\u9650\u6027\uff0c\u65e0\u6cd5\u7ea0\u6b63\u4e0d\u51c6\u786e\u7684\u9648\u8ff0\uff0c\u5e76\u4e14\u5728\u6c42\u89e3\u65b9\u7a0b\u65f6\u672a\u80fd\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u3002\u8fd9\u4e9b\u7ed3\u679c\u4e0d\u4ec5\u652f\u6301\u4e86 LIMO \u5047\u8bbe\uff0c\u66f4\u8868\u660e\u901a\u8fc7\u5c11\u91cf\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u6a21\u578b\u53ef\u4ee5\u88ab\u8d4b\u4e88\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5b9a\u91cf\u5206\u6790\u4e2d\u6211\u4eec\u53d1\u73b0\uff1a\u968f\u7740\u8bad\u7ec3\u6837\u672c\u8d28\u91cf\u7684\u63d0\u9ad8\uff0c\u6a21\u578b\u751f\u6210\u7684\u54cd\u5e94\u66f4\u957f\uff0c\u884c\u6570\u66f4\u591a\uff0c\u5e76\u4e14\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86\u66f4\u591a\u7684\u81ea\u6211\u53cd\u601d\u8fc7\u6e21\u8bcd\uff08\u4f8b\u5982\uff0c\u201c\u7b49\u4e00\u4e0b\u201d\u3001\u201c\u4e5f\u8bb8\u201d\u3001\u201c\u56e0\u6b64\u201d\uff09\u3002\u8fd9\u4e9b\u9ad8\u8d28\u91cf\u6a21\u578b\u80fd\u591f\u5206\u914d\u989d\u5916\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u601d\u8003\uff0c\u4ece\u800c\u5728\u590d\u6742\u7684\u6570\u5b66\u95ee\u9898\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3642603d895802009947aea45c452c65.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3642603d895802009947aea45c452c65.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0d\u540c\u8d28\u91cf\u63a8\u7406\u94fe\u7684\u5b9a\u91cf\u5206\u6790<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u4e94\u3001\u672a\u6765\u5c55\u671b\uff1a\u5c11\u5373\u662f\u591a\u7684\u65e0\u9650\u53ef\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1 LIMO \u5728\u6781\u5c0f\u6570\u636e\u91cf\u7684\u60c5\u51b5\u4e0b\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u6210\u529f\uff0c\u4f46\u672a\u6765\u7684\u7814\u7a76\u4ecd\u7136\u5145\u6ee1\u6311\u6218\u548c\u673a\u9047\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u9886\u57df\u6cdb\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u5c06 LIMO \u5047\u8bbe\u6269\u5c55\u5230\u66f4\u5e7f\u6cdb\u7684\u63a8\u7406\u9886\u57df\u662f\u4e00\u4e2a\u5173\u952e\u65b9\u5411\u3002\u867d\u7136\u5f53\u524d\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u6570\u5b66\u63a8\u7406\u4e0a\uff0c\u4f46\u9ad8\u8d28\u91cf\u63a8\u7406\u94fe\u7684\u539f\u5219\u53ef\u80fd\u9002\u7528\u4e8e\u79d1\u5b66\u63a8\u7406\u3001\u903b\u8f91\u63a8\u7406\u548c\u56e0\u679c\u63a8\u7406\u3002\u7406\u89e3\u8fd9\u4e9b\u539f\u5219\u5982\u4f55\u8de8\u9886\u57df\u8f6c\u79fb\uff0c\u53ef\u80fd\u63ed\u793a\u6709\u6548\u63a8\u7406\u7684\u901a\u7528\u6a21\u5f0f\u3002\u8fd9\u4e00\u63a2\u7d22\u9700\u8981\u8c03\u6574\u8d28\u91cf\u8bc4\u4f30\u6807\u51c6\uff0c\u5e76\u5f00\u53d1\u7279\u5b9a\u9886\u57df\u7684\u8bc4\u4f30\u6846\u67b6\uff0c\u4ece\u800c\u4e3a\u673a\u5668\u63a8\u7406\u7684\u7406\u8bba\u4f53\u7cfb\u505a\u51fa\u8d21\u732e\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u7406\u8bba\u57fa\u7840<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9 LIMO \u6210\u529f\u7684\u66f4\u6df1\u5c42\u6b21\u7406\u8bba\u7406\u89e3\u4e5f\u81f3\u5173\u91cd\u8981\u3002\u672a\u6765\u7684\u7814\u7a76\u5e94\u81f4\u529b\u4e8e\u5f62\u5f0f\u5316\u9884\u8bad\u7ec3\u77e5\u8bc6\u3001\u63a8\u7406\u65f6\u8ba1\u7b97\u548c\u63a8\u7406\u80fd\u529b\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u5305\u62ec\u7814\u7a76\u6709\u6548\u63a8\u7406\u6240\u9700\u7684\u6700\u5c0f\u9884\u8bad\u7ec3\u77e5\u8bc6\u9608\u503c\uff0c\u5e76\u5f00\u53d1\u6570\u5b66\u6a21\u578b\u4ee5\u9884\u6d4b\u63a8\u7406\u94fe\u8d28\u91cf\u4e0e\u6570\u91cf\u4e4b\u95f4\u7684\u6700\u4f73\u5e73\u8861\u3002\u8fd9\u4e9b\u7406\u8bba\u57fa\u7840\u53ef\u4ee5\u6307\u5bfc\u66f4\u9ad8\u6548\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u5e76\u4e3a\u673a\u5668\u63a8\u7406\u7684\u672c\u8d28\u63d0\u4f9b\u6d1e\u89c1\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u81ea\u52a8\u5316\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section>\u5f00\u53d1\u81ea\u52a8\u5316\u8d28\u91cf\u8bc4\u4f30\u5de5\u5177\u662f\u53e6\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002\u76ee\u524d\u5bf9\u63a8\u7406\u94fe\u8d28\u91cf\u7684\u624b\u52a8\u8bc4\u4f30\u867d\u7136\u6709\u6548\uff0c\u4f46\u8017\u65f6\u4e14\u96be\u4ee5\u6269\u5c55\u3002\u672a\u6765\u7684\u5de5\u4f5c\u5e94\u81f4\u529b\u4e8e\u521b\u5efa\u80fd\u591f\u6839\u636e\u6211\u4eec\u63d0\u51fa\u7684\u6307\u6807\u81ea\u52a8\u8bc4\u4f30\u548c\u6539\u8fdb\u63a8\u7406\u94fe\u8d28\u91cf\u7684\u7cfb\u7edf\u3002\u8fd9\u53ef\u80fd\u5305\u62ec\u5f00\u53d1\u7b97\u6cd5\u6765\u81ea\u52a8\u589e\u5f3a\u73b0\u6709\u63a8\u7406\u94fe\uff0c\u5e76\u4ee5\u6700\u5c11\u7684\u4eba\u5de5\u5e72\u9884\u751f\u6210\u9ad8\u8d28\u91cf\u63a8\u7406\u94fe\uff0c\u4ece\u800c\u4f7f LIMO \u65b9\u6cd5\u66f4\u5177\u53ef\u6269\u5c55\u6027\u548c\u53ef\u8bbf\u95ee\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u591a\u6a21\u6001\u96c6\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u8de8\u6a21\u6001\u63a8\u7406\u4e3a\u6269\u5c55 LIMO \u539f\u5219\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u524d\u6cbf\u9886\u57df\u3002\u7531\u4e8e\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u63a8\u7406\u901a\u5e38\u6d89\u53ca\u591a\u79cd\u6a21\u6001\uff0c\u7814\u7a76\u89c6\u89c9\u4fe1\u606f\u548c\u7ed3\u6784\u5316\u6570\u636e\u5982\u4f55\u589e\u5f3a\u6570\u5b66\u63a8\u7406\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u9700\u8981\u5f00\u53d1\u65b0\u7684\u591a\u6a21\u6001\u63a8\u7406\u94fe\u8d28\u91cf\u8bc4\u4f30\u6807\u51c6\uff0c\u5e76\u7406\u89e3\u4e0d\u540c\u7c7b\u578b\u7684\u4fe1\u606f\u5982\u4f55\u6709\u6548\u96c6\u6210\u5230\u63a8\u7406\u8fc7\u7a0b\u4e2d\u3002<\/section>\n<section><\/section>\n<section><strong>5. \u5b9e\u9645\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\u5c06 LIMO \u539f\u5219\u5e94\u7528\u4e8e\u73b0\u5b9e\u573a\u666f\u503c\u5f97\u7279\u522b\u5173\u6ce8\u3002\u672a\u6765\u7684\u5de5\u4f5c\u5e94\u81f4\u529b\u4e8e\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u5e94\u7528\u4e8e\u6559\u80b2\u3001\u79d1\u5b66\u7814\u7a76\u548c\u5de5\u4e1a\u5e94\u7528\u4e2d\u7684\u5b9e\u9645\u95ee\u9898\u3002\u8fd9\u5305\u62ec\u4e3a\u7279\u5b9a\u9886\u57df\u5f00\u53d1\u4e13\u95e8\u7248\u672c\u7684 LIMO\uff0c\u5e76\u521b\u5efa\u5e2e\u52a9\u4eba\u7c7b\u4e13\u5bb6\u751f\u6210\u9ad8\u8d28\u91cf\u63a8\u7406\u94fe\u7684\u5de5\u5177\u3002\u8fd9\u4e9b\u5e94\u7528\u53ef\u80fd\u663e\u8457\u5f71\u54cd\u6211\u4eec\u5728\u5404\u4e2a\u9886\u57df\u4e2d\u7684\u95ee\u9898\u89e3\u51b3\u65b9\u5f0f\u3002<\/section>\n<section><\/section>\n<section><strong>6. \u8ba4\u77e5\u79d1\u5b66\u6865\u6881<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u6574\u5408\u8ba4\u77e5\u79d1\u5b66\u7684\u89c1\u89e3\u53ef\u4ee5\u4e3a\u6539\u8fdb\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u65b9\u5411\u3002\u7406\u89e3 LIMO \u7684\u63a8\u7406\u6a21\u5f0f\u4e0e\u4eba\u7c7b\u8ba4\u77e5\u8fc7\u7a0b\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\uff0c\u53ef\u80fd\u6709\u52a9\u4e8e\u5f00\u53d1\u66f4\u6709\u6548\u7684\u63a8\u7406\u7b56\u7565\u3002\u8fd9\u5305\u62ec\u7814\u7a76\u4e0d\u540c\u63a8\u7406\u65b9\u6cd5\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u5c06\u8ba4\u77e5\u79d1\u5b66\u539f\u5219\u878d\u5165\u63a8\u7406\u94fe\u7684\u8bbe\u8ba1\u4e2d\u3002\u8fd9\u6837\u7684\u7814\u7a76\u4e0d\u4ec5\u53ef\u4ee5\u6539\u8fdb\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u8fd8\u53ef\u4ee5\u4e3a\u4eba\u7c7b\u63a8\u7406\u8fc7\u7a0b\u63d0\u4f9b\u6d1e\u89c1\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u672a\u6765\u65b9\u5411\u5171\u540c\u81f4\u529b\u4e8e\u52a0\u6df1\u6211\u4eec\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u9ad8\u6548\u63a8\u7406\u7684\u7406\u89e3\uff0c\u540c\u65f6\u6269\u5c55\u5176\u5b9e\u9645\u5e94\u7528\u3002\u901a\u8fc7\u63a2\u7d22\u8fd9\u4e9b\u8def\u5f84\uff0c\u6211\u4eec\u53ef\u4ee5\u671d\u7740\u5f00\u53d1\u66f4\u590d\u6742\u3001\u9ad8\u6548\u4e14\u5e7f\u6cdb\u9002\u7528\u7684\u63a8\u7406\u7cfb\u7edf\u8fc8\u8fdb\uff0c\u4ee5\u66f4\u597d\u5730\u670d\u52a1\u4e8e\u5404\u4e2a\u9886\u57df\u7684\u4eba\u7c7b\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>LIMO 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