{"id":1994,"date":"2025-10-29T17:22:56","date_gmt":"2025-10-29T09:22:56","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1994"},"modified":"2025-10-29T17:22:56","modified_gmt":"2025-10-29T09:22:56","slug":"%e5%91%8a%e5%88%ab%e6%98%82%e8%b4%b5%e4%ba%ba%e5%b7%a5%e6%a0%87%e6%b3%a8%ef%bc%81%e4%b8%ad%e7%a7%91%e9%99%a2%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%9allm-%e9%9d%a0-%e5%9b%ba%e5%ae%9a%e6%8e%a8","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/10\/29\/%e5%91%8a%e5%88%ab%e6%98%82%e8%b4%b5%e4%ba%ba%e5%b7%a5%e6%a0%87%e6%b3%a8%ef%bc%81%e4%b8%ad%e7%a7%91%e9%99%a2%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%9allm-%e9%9d%a0-%e5%9b%ba%e5%ae%9a%e6%8e%a8\/","title":{"rendered":"\u544a\u522b\u6602\u8d35\u4eba\u5de5\u6807\u6ce8\uff01\u4e2d\u79d1\u9662\u65b0\u8303\u5f0f\uff1aLLM \u9760 \u201c\u56fa\u5b9a\u63a8\u7406\u6a21\u5f0f\u201d\uff0c10% 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Fine-Tuning\uff09\u901a\u8fc7\u9ad8\u8d28\u91cf\u7684\u601d\u7ef4\u94fe\uff08rationales\uff09\u6709\u76d1\u7763\u5730\u5fae\u8c03\u6a21\u578b\uff0c\u800cRLVR\uff08Reinforcement Learning with Verifiable Rewards\uff09\u5219\u8fdb\u4e00\u6b65\u5229\u7528\u53ef\u9a8c\u8bc1\u5956\u52b1\u4fe1\u53f7\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6269\u5c55\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u65e0\u9700\u601d\u7ef4\u94fe\u76d1\u7763\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u4e3aSFT\u9636\u6bb5\u6807\u6ce8\u9ad8\u8d28\u91cf\u601d\u7ef4\u94fe\u7684\u8fc7\u7a0b\u65e2\u6602\u8d35\u53c8\u8017\u65f6\uff0c\u96be\u4ee5\u89c4\u6a21\u5316\u3002<\/p>\n\n\n\n<p>\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6240\u56e2\u961f\u901a\u8fc7\u7cfb\u7edf\u5b9e\u9a8c\u53d1\u73b0\uff0c\u5bf9\u4e8e\u300c\u6a21\u5f0f\u5316\u63a8\u7406\u300d\uff08Patterned Reasoning\uff09\u4efb\u52a1\uff0c\u5e76\u4e0d\u9700\u8981\u5927\u91cf\u4eba\u5de5\u601d\u7ef4\u94fe\uff0c\u53ea\u9700\u8ba9\u6a21\u578b\u638c\u63e1\u4efb\u52a1\u7684<strong>\u63a8\u7406\u6a21\u5f0f<\/strong>\u5373\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"224\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-8.jpg\" alt=\"\" class=\"wp-image-1996\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-8.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-8-300x81.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-8-768x207.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2510.12643<\/p>\n\n\n\n<p>\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u800c\u9ad8\u6548\u7684\u6846\u67b6\u2014\u2014PARO\uff08Pattern-Aware LLMs as Rationale AnnOtators\uff09\uff0c\u4ec5\u7528 1\/10 \u7684LLM\u81ea\u52a8\u6807\u6ce8\u6570\u636e\uff0c\u6027\u80fd\u51e0\u4e4e\u7b49\u540c\u4e8e\u5168\u91cf\u4eba\u5de5\u6807\u6ce8\uff0c\u4e3a\u89e3\u51b3\u300c\u601d\u7ef4\u94fe\u76d1\u7763\u6602\u8d35\u3001\u96be\u4ee5\u6269\u5c55\u300d\u7684\u6838\u5fc3\u95ee\u9898\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89c6\u89d2\u4e0e\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u4ec0\u4e48\u662f Patterned Reasoning\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u56fa\u5b9a\u6a21\u5f0f\u4e0b\u7684\u300c\u7a0b\u5e8f\u5316\u63a8\u7406\u300d<\/strong><\/p>\n\n\n\n<p>\u5e76\u975e\u6240\u6709\u63a8\u7406\u4efb\u52a1\u90fd\u8981\u6c42\u6a21\u578b\u300c\u4e34\u573a\u601d\u8003\u300d\u3002<\/p>\n\n\n\n<p>\u6709\u4e00\u7c7b\u4efb\u52a1\uff0c\u867d\u7136\u8bed\u4e49\u590d\u6742\uff0c\u4f46\u63a8\u7406\u8def\u5f84\u51e0\u4e4e\u56fa\u5b9a\u2014\u2014 \u8fd9\u5c31\u662f<strong>\u6a21\u5f0f\u5316\u63a8\u7406\u4efb\u52a1\uff08Patterned Reasoning Tasks\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u76f4\u89c2\u7406\u89e3\u5c31\u662f\uff1a<strong>\u4e0d\u540c\u6837\u672c\u5185\u5bb9\u4e0d\u540c\uff0c\u4f46\u300c\u89e3\u9898\u601d\u8def\u300d\u4e00\u6a21\u4e00\u6837\u3002<\/strong><\/p>\n\n\n\n<p>\u5e38\u89c1\u7684\u4f8b\u5b50\u5305\u62ec\u51c6\u5219\u9a71\u52a8\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u5982\u4e3b\u9898\u5206\u7c7b\uff08\u5224\u65ad\u5185\u5bb9\u7684\u4e3b\u9898\u7c7b\u522b\uff09\uff0c\u65e0\u8bba\u6587\u672c\u5185\u5bb9\u662f\u4ec0\u4e48\uff0c\u6b65\u9aa4\u90fd\u662f\u300c\u63d0\u53d6\u4e3b\u4f53\u7ebf\u7d22 \u2192 \u5bf9\u6bd4\u9884\u5b9a\u4e49\u7684\u7c7b\u522b\u51c6\u5219 \u2192 \u8f93\u51fa\u7ed3\u679c\u300d\u3002<\/li>\n\n\n\n<li>\u6838\u67e5\u7c7b\u4efb\u52a1\uff0c\u6a21\u578b\u59cb\u7ec8\u9075\u5faa\u300c\u5b9a\u4f4d\u4e8b\u5b9e \u2192 \u7406\u89e3\u4e8b\u5b9e \u2192 \u5206\u89e3\u4e8b\u5b9e \u2192 \u68c0\u67e5\u53ef\u4fe1\u6765\u6e90 \u2192 \u5224\u65ad\u771f\u4f2a\u300d\u7684\u56fa\u5b9a\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u62bd\u53d6\u7c7b\u4efb\u52a1\uff0c\u5982\u5173\u7cfb\u62bd\u53d6\u4e2d\uff0c\u65e0\u8bba\u5904\u7406\u54ea\u7c7b\u6587\u672c\uff0c\u6a21\u578b\u90fd\u6267\u884c\u300c\u8bc6\u522b\u5b9e\u4f53 \u2192 \u5b9e\u4f53\u6d88\u6b67 \u2192 \u8bc6\u522b\u5173\u7cfb(\u5bf9\u6bd4\u9884\u5b9a\u4e49\u7684\u5173\u7cfb\u7c7b\u522b) \u2192 \u6309\u6a21\u677f\u8f93\u51fa\u300d\u7684\u7edf\u4e00\u6846\u67b6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f62\u5f0f\u5316\u5730\uff0c\u8fd9\u7c7b\u4efb\u52a1\u7684\u6267\u884c\u8fc7\u7a0b\u53ef\u4ee5\u62bd\u8c61\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"204\" height=\"54\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-92.jpeg\" alt=\"\" class=\"wp-image-1995\"\/><\/figure>\n\n\n\n<p>\uff0c\u5176\u4e2d\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"34\" height=\"46\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-95.jpeg\" alt=\"\" class=\"wp-image-1999\"\/><\/figure>\n\n\n\n<p>\u662f\u7a33\u5b9a\u7684\u63a8\u7406\u6a21\u5f0f\uff08Reasoning Pattern\uff09\uff0c\u4ee3\u8868\u4efb\u52a1\u6240\u9700\u9075\u5faa\u7684\u56fa\u5b9a\u6b65\u9aa4\u6216\u903b\u8f91\u6846\u67b6\uff1b<\/p>\n\n\n\n<p>\u662f\u6837\u672c\u7279\u5b9a\u5185\u5bb9\uff08Instance-specific Content\uff09\uff0c\u5373\u6bcf\u4e2a\u5b9e\u4f8b\u4e0d\u540c\u7684\u6587\u672c\u3001\u6570\u503c\u6216\u4e8b\u5b9e\uff1b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"60\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-93.jpeg\" alt=\"\" class=\"wp-image-1997\"\/><\/figure>\n\n\n\n<p>\u8868\u793a\u5c06\u6a21\u5f0f\u5e94\u7528\u5230\u5185\u5bb9\u7684\u8fc7\u7a0b\uff0c\u751f\u6210\u6700\u7ec8\u8f93\u51fa<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"30\" height=\"44\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-94.jpeg\" alt=\"\" class=\"wp-image-1998\"\/><\/figure>\n\n\n\n<p><strong>\u81ea\u9002\u5e94\u63a8\u7406\u4efb\u52a1\uff08Adaptive Reasoning Tasks\uff09<\/strong><\/p>\n\n\n\n<p>\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u65e0\u6cd5\u4f9d\u8d56\u7edf\u4e00\u6a21\u5f0f\uff0c\u56e0\u4e3a\u4e0d\u540c\u6837\u672c\u53ef\u80fd\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7684\u89e3\u9898\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u5b66\u9898\uff1a\u4e0d\u540c\u9898\u578b\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7684\u63a8\u7406\u8def\u7ebf\uff1b<\/li>\n\n\n\n<li>\u7f16\u7a0b\u9898\uff1a\u6bcf\u4e2a\u4efb\u52a1\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7684\u6570\u636e\u7ed3\u6784\u6216\u7b97\u6cd5\uff1b<\/li>\n\n\n\n<li>\u89c4\u5212\u4e0e\u51b3\u7b56\u95ee\u9898\uff1a\u521d\u59cb\u72b6\u6001\u3001\u76ee\u6807\u4e0d\u540c\uff0c\u7b56\u7565\u8def\u5f84\u5b8c\u5168\u4e0d\u540c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f62\u5f0f\u4e0a\uff0c\u8fd9\u7c7b\u4efb\u52a1\u53ef\u8868\u793a\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"58\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-96.jpeg\" alt=\"\" class=\"wp-image-2000\"\/><\/figure>\n\n\n\n<p>\uff0c\u6b64\u65f6<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"36\" height=\"46\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-97.jpeg\" alt=\"\" class=\"wp-image-2001\"\/><\/figure>\n\n\n\n<p>\u662f\u968f\u6837\u672c\u53d8\u5316\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u6a21\u578b\u9700\u8981\u6839\u636e\u8f93\u5165\u7075\u6d3b\u9009\u62e9\u6700\u5408\u9002\u7684\u601d\u7ef4\u8def\u5f84\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48Patterned Reasoning\u503c\u5f97\u5173\u6ce8\uff1f<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u6307\u51fa\uff0c\u5f88\u591a<strong>\u91d1\u878d\u3001\u5ba1\u8ba1\u3001\u6cd5\u5f8b\u3001\u98ce\u63a7<\/strong>\u7b49\u5de5\u4e1a\u754c\u7684\u4efb\u52a1\uff08\u5982\u81ea\u5b9a\u4e49\u7c7b\u522b\u7684\u5206\u7c7b\u4efb\u52a1\u3001\u62bd\u53d6\u7c7b\u4efb\u52a1\u3001\u5ba1\u6838\u7c7b\u4efb\u52a1\uff09\u672c\u8d28\u4e0a\u90fd\u662f patterned reasoning\u2014\u2014\u540c\u4e00\u5957\u300c\u6267\u884c\u6b65\u9aa4\/\u5224\u65ad\u6d41\u7a0b\u300d\u9002\u7528\u4e8e\u4e0d\u540c\u5b9e\u4f8b\uff0c\u5b9e\u4f8b\u95f4\u4e3b\u8981\u5dee\u522b\u662f\u8f93\u5165\u5185\u5bb9\u800c\u975e\u63a8\u7406\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\u8be5\u8bba\u6587\u4e3b\u8981\u7814\u7a76\u4e86\u4e24\u7c7b\u91d1\u878d\u9886\u57df\u7684\u6a21\u5f0f\u5316\u63a8\u7406\u4efb\u52a1\uff1a<\/p>\n\n\n\n<p><strong>\u6570\u503c\u8bed\u4e49\u5339\u914d\uff08NSM\uff09\uff1a\u5224\u65ad\u4e24\u5904\u6570\u503c\u662f\u5426\u6307\u4ee3\u540c\u4e00\u4e2a\u6570\u503c\u4e8b\u5b9e\u3002 \u63a8\u7406\u6d41\u7a0b\uff1a\u5b9a\u4f4d\u6570\u503c \u2192 \u7ed3\u5408\u4e0a\u4e0b\u6587\u7406\u89e3\u6570\u503c\u542b\u4e49 \u2192 \u8bed\u4e49\u5206\u89e3\u3001\u5bf9\u9f50 \u2192 \u9010\u6761\u5224\u65ad\u5224\u65ad\u662f\u5426\u7b49\u4ef7\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u4ea4\u6613\u76ee\u7684\u5206\u7c7b\uff08TPC\uff09\uff1a<\/strong>\u5224\u65ad\u94f6\u884c\u4ea4\u6613\u6d41\u6c34\u7684\u7528\u9014\u3002\u63a8\u7406\u6d41\u7a0b\uff1a\u8bc6\u522b\u8d26\u6237\u4e0e\u4ea4\u6613\u65b9\u5411 \u2192 \u63d0\u53d6\u5173\u952e\u8bcd \u2192 \u5bf9\u7167\u9884\u5b9a\u4e49\u7684\u5206\u7c7b\u4f53\u7cfb \u2192 \u8f93\u51fa\u7c7b\u522b\u3002 \u867d\u7136\u6bcf\u6761\u4ea4\u6613\u5185\u5bb9\u4e0d\u540c\uff0c\u4f46\u89c4\u5219\u548c\u51b3\u7b56\u903b\u8f91\u662f\u4e00\u81f4\u7684\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u4efb\u52a1\u6709\u4e2a\u5171\u540c\u70b9\uff1a<strong>\u4e0d\u9700\u8981\u300c\u7075\u611f\u5f0f\u63a8\u7406\u300d\uff0c\u53ea\u8981\u9075\u5faa\u56fa\u5b9a\u6b65\u9aa4\u3002<\/strong><\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5bf9\u8be5\u7c7b\u4efb\u52a1\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u5173\u952e\u5047\u8bbe\uff1a<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u771f\u6b63\u9700\u8981\u5b66\u4e60\u7684\uff0c\u4e0d\u662f\u6bcf\u6761\u4eba\u7c7b\u601d\u7ef4\u94fe\u7684\u5177\u4f53\u5185\u5bb9\uff0c\u800c\u662f\u80cc\u540e\u7edf\u4e00\u7684\u300c\u63a8\u7406\u6a21\u5f0f\u300d\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u63a7\u5236\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<p><strong>\u63a8\u7406\u76d1\u7763\u4e2d\uff0c\u4ec0\u4e48\u624d\u662f\u5173\u952e\uff1f<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u4ee5NSM\u4efb\u52a1\u4f5c\u4e3a\u4ee3\u8868\u6027\u7684\u6a21\u5f0f\u5316\u63a8\u7406\u4efb\u52a1\u3002\u4e3a\u907f\u514d\u6570\u636e\u6c61\u67d3\u5bf9\u7ed3\u8bba\u4ea7\u751f\u5e72\u6270\uff0c\u7814\u7a76\u56e2\u961f\u81ea\u884c\u6536\u96c6\u4e8610\u4e07\u6761\u6837\u672c\u5e76\u6807\u6ce8\u6b63\u786e\u7b54\u6848\uff0c\u540c\u65f6\u9080\u8bf7\u4e13\u5bb6\u7cbe\u5fc3\u6807\u6ce8\u4e861\u4e07\u6761\u4eba\u5de5\u601d\u7ef4\u94fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"284\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-10.jpg\" alt=\"\" class=\"wp-image-2003\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-10.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-10-300x103.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-10-768x262.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>NSM\u4efb\u52a1\u4e0a\u4e0d\u540c\u8bad\u7ec3\u7b56\u7565\u7684\u6027\u80fd\u6bd4\u8f83<\/p>\n\n\n\n<p>\u901a\u8fc7\u4e24\u4e2a\u5bf9\u7167\u5b9e\u9a8c\uff0c\u7814\u7a76\u4eba\u5458\u63ed\u793a\u4e86\u5728SFT + RLVR\u8303\u5f0f\u4e0b\uff0c\u6a21\u578b\u4e3b\u8981\u5728SFT\u9636\u6bb5\u5b66\u4e60\u5230\u4efb\u52a1\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u800c\u4eba\u5de5\u601d\u7ef4\u94fe\u7684\u6570\u91cf\u4e0e\u8d28\u91cf\u5bf9\u6700\u7ec8\u6027\u80fd\u7684\u5f71\u54cd\u5e76\u4e0d\u663e\u8457\uff1a<\/p>\n\n\n\n<p><strong>1. \u6570\u91cf\u654f\u611f\u6027\u5b9e\u9a8c\uff1a<\/strong>\u5c06SFT\u7684\u4eba\u5de5\u601d\u7ef4\u94fe\u6570\u91cf\u4ece10k\u968f\u673a\u51cf\u5c11\u81f31k\uff08\u4fdd\u6301\u63a8\u7406\u6a21\u5f0f\u4e0d\u53d8\uff09\uff0cSFT\u9636\u6bb5\u6027\u80fd\u660e\u663e\u4e0b\u964d\uff1b\u4f46\u7ecf\u8fc7RLVR\u4f18\u5316\u540e\uff0c\u4e24\u8005\u5dee\u8ddd\u51e0\u4e4e\u6d88\u5931\uff08\u56fe2a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"830\" height=\"330\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-12.jpg\" alt=\"\" class=\"wp-image-2005\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-12.jpg 830w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-12-300x119.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-12-768x305.jpg 768w\" sizes=\"auto, (max-width: 830px) 100vw, 830px\" \/><\/figure>\n\n\n\n<p>\u56fe2 \u63a7\u5236\u5b9e\u9a8c\u7ed3\u679c\uff1aSFT\u4e0eRLVR\u9636\u6bb5\u7684\u6027\u80fd\u6f14\u5316<\/p>\n\n\n\n<p>\u7ed3\u679c\u8bf4\u660e\u53ea\u8981 SFT \u80fd\u591f\u6709\u6548\u4f20\u6388\u63a8\u7406\u6a21\u5f0f\uff0cRLVR\u53ef\u4ee5\u901a\u8fc7\u5f3a\u5927\u7684\u81ea\u6211\u63a2\u7d22\u80fd\u529b\u5f25\u8865\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p><strong>2. \u8d28\u91cf\u6270\u52a8\u5b9e\u9a8c\uff1a<\/strong>\u5c0625%\u7684\u4eba\u5de5\u601d\u7ef4\u94fe\u66ff\u6362\u4e3aGPT-4.1\u751f\u6210\u7684\u9519\u8bef\u601d\u7ef4\u94fe\uff08\u4f46\u4fdd\u6301\u6574\u4f53\u63a8\u7406\u6a21\u5f0f\u4e0d\u53d8\uff09\uff0cSFT+RLVR\u7684\u6700\u7ec8\u6027\u80fd\u4f9d\u7136\u63a5\u8fd1\u539f\u7248\uff0c\u751a\u81f3\u5728\u90e8\u5206\u8bbe\u7f6e\u4e0b\u7565\u6709\u63d0\u5347\u2014\u2014\u4f5c\u8005\u63a8\u6d4b\u8fd9\u662f\u7531\u6a21\u578b\u751f\u6210\u7684\u300c\u591a\u6837\u6027\u300d\u5e26\u6765\u7684\u6b63\u5411\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\u8bc1\u660e\uff1a\u300c<strong>\u63a8\u7406\u6a21\u5f0f\u66f4\u91cd\u8981<\/strong>\u800c\u975e\u6bcf\u6761\u6807\u6ce8\u601d\u7ef4\u94fe\u90fd\u8981\u5b8c\u7f8e\u300d \u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5b9e\u9a8c\u540c\u65f6\u63ed\u793a\u4e86<strong>SFT\u4e0eRLVR\u7684\u5206\u5de5\u673a\u5236<\/strong>\uff1a<\/p>\n\n\n\n<p><strong>SFT<\/strong>\u7528\u6807\u6ce8\u7684\u601d\u7ef4\u94fe\u6559\u6a21\u578b\u300c\u600e\u4e48\u601d\u8def\u5316\u5730\u89e3\u9898\u300d\uff1b<\/p>\n\n\n\n<p><strong>RLVR<\/strong>\u5229\u7528\u89c4\u5219\u5316\u3001\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u4fe1\u53f7\uff0c\u5c06\u6240\u5b66\u63a8\u7406\u6a21\u5f0f\u6cdb\u5316\u5230\u66f4\u591a\u4efb\u52a1\u5b9e\u4f8b\u4e2d\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u771f\u7684\u5b66\u5230\u4e86\u300c\u63a8\u7406\u6a21\u5f0f\u300d\u5417\uff1f<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u6a21\u578b\u662f\u5426\u771f\u7684\u300c\u5185\u5316\u4e86\u63a8\u7406\u6a21\u5f0f\u300d\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u9887\u5177\u542f\u53d1\u6027\u7684\u5206\u6790\u5de5\u5177\uff0c\u7528\u4e8e\u523b\u753b\u4e0d\u540c\u8bad\u7ec3\u7b56\u7565\u4e0b\u6a21\u578b\u7684\u63a8\u7406\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>\u6838\u5fc3\u601d\u8def\u662f\uff1a<\/p>\n\n\n\n<p><strong>\u627e\u51fa\u90a3\u4e9b\u300c\u4e00\u65e6\u6362\u8bcd\u5c31\u4f1a\u5bfc\u81f4\u7b54\u6848\u53d8\u5316\u300d\u7684\u5173\u952etoken\u2014\u2014\u8fd9\u4e9b\u9ad8\u5f71\u54cd\u529btoken\uff0c\u6b63\u662f\u6a21\u578b\u7684\u63a8\u7406\u951a\u70b9\u3002<\/strong><\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u5e76\u5b9e\u73b0\u4e86\u300c<strong>\u57fa\u4e8e\u91c7\u6837\u7684\u5173\u952etoken\u68c0\u6d4b\u300d<\/strong>\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u5176\u57fa\u672c\u539f\u7406\u662f\uff1a<\/p>\n\n\n\n<p>\u8bc6\u522b\u6a21\u578b\u751f\u6210\u56de\u590d\u4e2d\u7684<strong>\u9ad8\u71b5token \u4f4d\u7f6e<\/strong>\uff08\u5373\u6a21\u578b\u6700\u72b9\u8c6b\u7684\u5730\u65b9\uff09\uff1b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u8be5\u4f4d\u7f6e\u5df2\u9009\u62e9\u7684token\u66ff\u6362\u4e3a\u82e5\u5e72\u9ad8\u6982\u7387\u5019\u9009token\uff0c\u5e76\u7ee7\u7eed\u8fdb\u884c\u591a\u6b21\u91c7\u6837\uff1b<\/li>\n\n\n\n<li>\u82e5\u66ff\u6362\u5bfc\u81f4\u6700\u7ec8\u7b54\u6848\u663e\u8457\u53d8\u5316\uff0c\u5219\u8be5\u4f4d\u7f6e\u88ab\u5224\u5b9a\u4e3a\u300c\u5206\u53c9\u70b9\u300d\uff08forking token\uff09\uff0c\u4ee3\u8868\u4e00\u4e2a\u5bf9\u63a8\u7406\u51b3\u7b56\u81f3\u5173\u91cd\u8981\u7684\u8282\u70b9\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u4f7f\u7528\u8be5\u65b9\u6cd5\u63d0\u53d6\u4e86\u7ecf\u4e0d\u540c\u8bad\u7ec3\u7b56\u7565\uff08<strong>SFT+RLVR \/ pure-RLVR \/ UFT<\/strong>\uff09\u5f97\u5230\u7684\u6a21\u578b\u7684 forking token\uff0c\u7ed3\u679c\u53d1\u73b0\uff1a<\/p>\n\n\n\n<p><strong>SFT+RLVR\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5176forking token\u66f4\u5177\u4efb\u52a1\u76f8\u5173\u6027<\/strong>\u2014\u2014\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u7684\u5173\u952e\u51b3\u7b56\u70b9\u96c6\u4e2d\u5728\u4e0e\u4efb\u52a1\u8bed\u4e49\u76f8\u5173\u7684\u8bcd\u6c47\u4e0a\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u770b\uff08\u89c1\u56fe3\uff09\uff0cSFT+RLVR \u6a21\u578b\u7684forking token\u591a\u4e3a\u300c\u4efb\u52a1\u5173\u952e\u8bcd\u300d\uff08\u5982 different, main_business\uff09\uff0c\u800cpure-RLVR\u6216UFT\u6a21\u578b\u7684forking token\u5219\u66f4\u591a\u662f\u4e0e\u4efb\u52a1\u65e0\u5173\u7684\u8fde\u63a5\u8bcd\u6216\u6cdb\u8bcd\uff08\u5982but, because\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u8bf4\u660e\u5728\u540e\u4e24\u79cd\u7b56\u7565\u4e2d\uff0c\u6a21\u578b\u7684\u63a8\u7406\u6a21\u5f0f\u5c1a\u672a\u5f97\u5230\u826f\u597d\u5185\u5316\u3002<\/p>\n\n\n\n<p>\u7531\u6b64\u53ef\u89c1\uff1a<strong>SFT+RLVR\u4e0d\u4ec5\u4f18\u5316\u4e86\u7ed3\u679c\uff0c\u66f4\u8ba9\u6a21\u578b\u771f\u6b63\u638c\u63e1\u4e86\u4efb\u52a1\u7684\u63a8\u7406\u6a21\u5f0f\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"278\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-11.jpg\" alt=\"\" class=\"wp-image-2004\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-11.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-11-300x100.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-11-768x257.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u56fe3 SFT+RLVR \/ pure-RLVR \/ UFT\u6a21\u578b\u7684forking token\u9891\u7387\u5206\u5e03<\/p>\n\n\n\n<p><strong>PARO<\/strong><\/p>\n\n\n\n<p><strong>\u7528\u6a21\u5f0f\u5148\u9a8c\u8ba9\u5927\u6a21\u578b\u300c\u81ea\u6807\u6ce8\u601d\u7ef4\u94fe\u300d<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u53d1\u73b0\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86<strong>PARO<\/strong>&nbsp;(Pattern-Aware LLMs as Rationale AnnOtators) \u2014\u2014 \u8ba9LLM\u5728\u300c\u6a21\u5f0f\u63d0\u793a\u300d\u4e0b\u751f\u6210\u601d\u7ef4\u94fe\uff0c\u53d6\u4ee3\u4eba\u5de5\u6807\u6ce8\u3002<\/p>\n\n\n\n<p>\u6d41\u7a0b\u975e\u5e38\u7b80\u5355\u5b9e\u7528\uff1a<\/p>\n\n\n\n<p><strong>1. Prompt\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p>\u5199\u6e05\u4efb\u52a1\u8bf4\u660e\uff1b<\/p>\n\n\n\n<p>\u660e\u786e<strong>\u63a8\u7406\u6a21\u5f0f<\/strong>\uff0c\u901a\u8fc7\u4eba\u7c7b\u4e13\u5bb6\u64b0\u5199\uff0c\u8be6\u7ec6\u5217\u51fa\u6b65\u9aa4\u5316\u7684\u5f62\u5f0f\uff1b<\/p>\n\n\n\n<p>\u7ed9\u51fa\u683c\u5f0f\u89c4\u8303\u548c\u82e5\u5e72\u793a\u4f8b\u3002<\/p>\n\n\n\n<p><strong>2. \u751f\u6210\u5668\u9009\u62e9<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528\u5f3a\u63a8\u7406\u6a21\u578b\uff08\u8bba\u6587\u7528 Qwen3-235B-thinking\uff09\u751f\u6210\u601d\u7ef4\u94fe\u3002<\/p>\n\n\n\n<p><strong>3. \u8bad\u7ec3\u6d41\u6c34\u7ebf<\/strong><\/p>\n\n\n\n<p>\u7528\u751f\u6210\u601d\u7ef4\u94fe\u6784\u9020SFT\u6570\u636e\uff1b<\/p>\n\n\n\n<p>\u7136\u540e\u8d70\u6807\u51c6\u7684SFT+RLVR\u4f18\u5316\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u5728NSM\u4e0eTPC\u4e24\u9879\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86\u8be5\u6d41\u7a0b\u5e76\u62a5\u544a\u4e86\u7ed3\u679c\uff0c\u5982\u56fe4\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"710\" height=\"482\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-9.jpg\" alt=\"\" class=\"wp-image-2002\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-9.jpg 710w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/10\/image-9-300x204.jpg 300w\" sizes=\"auto, (max-width: 710px) 100vw, 710px\" \/><\/figure>\n\n\n\n<p>\u56fe4 PARO\u5728NSM\u4e0eTPC\u4efb\u52a1\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<p><strong>\u5728NSM\u6570\u636e\u96c6\u4e0a\uff1a<\/strong>SFT(1k, PARO)+RLVR\u7684\u51c6\u786e\u7387\u4e0eF1\uff0892.2 \/ 83.6\uff09\u51e0\u4e4e\u5339\u914dSFT(10k, Human)+RLVR\uff0892.3 \/ 83.2\uff09\uff0c\u4ec5\u4f7f\u7528\u5927\u6a21\u578b\u6807\u6ce8\u76841k\u6761\u601d\u7ef4\u94fe\u5373\u53ef\u8fbe\u523010k\u4eba\u5de5\u6807\u6ce8\u601d\u7ef4\u94fe\u76f8\u5f53\u7684\u6027\u80fd\u3002\u8fd9\u662f\u8bba\u6587\u6700\u76f4\u89c2\u4e5f\u6700\u6709\u8bf4\u670d\u529b\u7684\u7ed3\u8bba\u3002<\/p>\n\n\n\n<p>\u53e6\u5916PARO\u4f18\u4e8e\u76f4\u63a5\u84b8\u998f\u5927\u6a21\u578b\u5185\u90e8\u63a8\u7406\u8f68\u8ff9\u7684\u65b9\u6cd5SFT(1k, Distill)+RLVR\u3002<\/p>\n\n\n\n<p><strong>\u4ece\u5b9e\u9a8c\u5230\u843d\u5730<\/strong><\/p>\n\n\n\n<p><strong>\u5982\u4f55\u5e94\u7528PARO\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u5148\u5206\u7c7b<\/strong><\/p>\n\n\n\n<p>\u628a\u63a8\u7406\u4efb\u52a1\u6309\u300c\u662f\u5426\u6a21\u5f0f\u5316\u300d\u5206\u7c7b\uff08\u53c2\u8003\u8bba\u6587\u5bf9 pattern \u7684\u5f62\u5f0f\u5316\u63cf\u8ff0\uff09\u3002\u53ea\u5bf9\u6a21\u5f0f\u5316\u63a8\u7406\u4efb\u52a1\u5c1d\u8bd5PARO\u3002<\/p>\n\n\n\n<p><strong>\u5c0f\u89c4\u6a21\u5c1d\u8bd5<\/strong><\/p>\n\n\n\n<p>\u4eba\u5de5\u5199\u4efb\u52a1\u7684\u8be6\u7ec6\u63a8\u7406\u6b65\u9aa4\u5e76\u9644\u5e26\u5c11\u91cf\u601d\u7ef4\u94fe\u793a\u4f8b\uff0c\u7528\u5f3a\u63a8\u7406\u6a21\u578b\u751f\u6210\u5c11\u91cfPARO\u601d\u7ef4\u94fe\u3002\u5bf9\u6bd4\u540c\u6570\u91cf\u7684\u7eaf\u4eba\u5de5\u601d\u7ef4\u94fe\uff0c\u5173\u6ce8\u6700\u7ec8\u6307\u6807\u4e0e\u6807\u6ce8\u6210\u672c\u3002\u5982\u679cPARO\u6548\u679c\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8a\u4eba\u5de5\u6807\u6ce8, \u8bc1\u660e\u53ef\u884c\u3002<\/p>\n\n\n\n<p><strong>\u8d28\u91cf\u76d1\u63a7<\/strong><\/p>\n\n\n\n<p>\u7528forking-token\u68c0\u6d4b\u6216\u4eba\u5de5\u62bd\u67e5\u6765\u8bc4\u4f30PARO\u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u6a21\u578b\u662f\u5426\u771f\u7684\u300c\u5bf9\u9f50\u4e86\u63a8\u7406\u6a21\u5f0f\u300d\uff1b\u5982\u679c\u5173\u952e\u51b3\u7b56\u70b9\u4e0e\u4efb\u52a1\u76f8\u5173\u6027\u8f83\u5dee\uff0c\u8865\u5145\u66f4\u7ec6\u81f4\u7684\u63a8\u7406\u6a21\u5f0f\u6216\u8005\u63d0\u4f9b\u66f4\u591a\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u8ba9\u6a21\u5f0f\u53d6\u4ee3\u4eba\u529b<\/strong><\/p>\n\n\n\n<p><strong>\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u6709\u7ae0\u53ef\u5faa\u5730\u601d\u8003\u300d<\/strong><\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u4f20\u9012\u4e86\u4e00\u4e2a\u91cd\u8981\u4fe1\u53f7\uff1a<\/p>\n\n\n\n<p><strong>\u5bf9\u4e8e\u53ef\u6a21\u5f0f\u5316\u7684\u63a8\u7406\u4efb\u52a1\uff0c\u63a8\u7406\u6a21\u5f0f\u6bd4\u6807\u6ce8\u601d\u7ef4\u94fe\u7684\u6570\u91cf\u548c\u8d28\u91cf\u66f4\u5173\u952e\u3002<\/strong><\/p>\n\n\n\n<p>PARO\u7ed9\u51fa\u4e86\u4e00\u4e2a\u9ad8\u6027\u4ef7\u6bd4\u3001\u53ef\u843d\u5730\u7684\u63a8\u7406\u76d1\u7763\u65b0\u8303\u5f0f\uff1a<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u6a21\u5f0f\u63d0\u793a \u2192 LLM\u751f\u6210\u601d\u7ef4\u94fe \u2192 SFT \u2192 RLVR<\/strong><\/p>\n\n\n\n<p>\u5728\u91d1\u878d\u3001\u5ba1\u8ba1\u3001\u6cd5\u5f8b\u7b49\u89c4\u5219\u6027\u5f3a\u7684\u5de5\u4e1a\u573a\u666f\u4e2d\uff0c\u8fd9\u79cd\u601d\u8def\u6709\u6781\u9ad8\u7684\u5b9e\u7528\u4ef7\u503c\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u9690\u542b\u7740\u4e00\u79cd\u8d8b\u52bf\uff1a<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u76d1\u7763\u7684\u672a\u6765\uff0c\u6216\u8bb8\u4e0d\u662f\u300c\u4eba\u6559\u6a21\u578b\u300d\uff0c\u800c\u662f\u300c\u6a21\u578b\u6559\u6a21\u578b\u300d\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u63a8\u7406\u80fd\u529b\u8fd1\u5e74\u6765\u5feb\u901f\u63d0\u5347\uff0c\u4f46\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56\u5927\u91cf\u6602\u8d35\u7684\u4eba\u5de5\u6807\u6ce8\u601d\u7ef4\u94fe\u3002\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6240\u56e2\u961f\u63d0\u51fa [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2006,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-1994","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1994","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=1994"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1994\/revisions"}],"predecessor-version":[{"id":2007,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1994\/revisions\/2007"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/2006"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=1994"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=1994"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=1994"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}