{"id":39900,"date":"2025-04-05T01:02:31","date_gmt":"2025-04-04T17:02:31","guid":{"rendered":"https:\/\/17aitech.com\/?p=39900"},"modified":"2025-04-05T01:02:31","modified_gmt":"2025-04-04T17:02:31","slug":"250%e5%a4%9a%e7%af%87%e8%ae%ba%e6%96%87%ef%bc%8c%e4%b8%8a%e6%b5%b7ai-lab%e7%bb%bc%e8%bf%b0%e6%8e%a8%e7%90%86%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%ab%98%e6%95%88%e6%80%9d%e8%80%83","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39900","title":{"rendered":"250\u591a\u7bc7\u8bba\u6587\uff0c\u4e0a\u6d77AI Lab\u7efc\u8ff0\u63a8\u7406\u5927\u6a21\u578b\u9ad8\u6548\u601d\u8003"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-04-2\" target=\"_blank\">250\u591a\u7bc7\u8bba\u6587\uff0c\u4e0a\u6d77AI Lab\u7efc\u8ff0\u63a8\u7406\u5927\u6a21\u578b\u9ad8\u6548\u601d\u8003<\/a><\/p>\n<p data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-00bd690fc2c21811739a85f7a5098a8d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-00bd690fc2c21811739a85f7a5098a8d.png\"><\/a><\/p>\n<p data-pm-slice=\"0 0 []\">\u6700\u8fd1\uff0c\u50cf OpenAI o1\/o3\u3001DeepSeek-R1 \u8fd9\u6837\u7684\u5927\u578b\u63a8\u7406\u6a21\u578b\uff08Large Reasoning Models\uff0cLRMs\uff09\u901a\u8fc7\u52a0\u957f\u300c\u601d\u8003\u94fe\u300d\uff08Chain-of-Thought\uff0cCoT\uff09\u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u60ca\u8273\u3002<\/p>\n<p data-pm-slice=\"0 0 []\">\u4f46\u968f\u4e4b\u800c\u6765\u7684\u662f\u4e00\u4e2a\u65e5\u76ca\u4e25\u91cd\u7684\u95ee\u9898\uff1a\u5b83\u4eec\u592a\u80fd\u300c\u8bf4\u300d\u4e86\uff01\u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\u5f80\u5f80\u5145\u65a5\u7740\u5197\u4f59\u4fe1\u606f\uff08\u6bd4\u5982\u53cd\u590d\u5b9a\u4e49\uff09\u3001\u5bf9\u7b80\u5355\u95ee\u9898\u8fc7\u5ea6\u5206\u6790\uff0c\u4ee5\u53ca\u5bf9\u96be\u9898\u7684\u63a2\u7d22\u6d45\u5c1d\u8f84\u6b62\u3002<\/p>\n<p data-pm-slice=\"0 0 []\">\u6b63\u5982 Qwen2.5-32B-Instruct \u56de\u7b54\u300c3 \u7684\u5e73\u65b9\u662f\u591a\u5c11\u300d\u53ea\u9700\u8981 30 \u4e2a token\uff0c\u800c\u5b83\u7684 LRM \u7248\u672c QwQ-32B \u5374\u80fd\u6ed4\u6ed4\u4e0d\u7edd\u5730\u8f93\u51fa 1248 \u4e2a token \u6765\u53cd\u590d\u9a8c\u8bc1\u3002<\/p>\n<p>\u8fd9\u79cd\u4f4e\u6548\u4e0d\u4ec5\u62d6\u6162\u4e86\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u901f\u5ea6\uff0c\u4e5f\u7ed9\u5b9e\u9645\u5e94\u7528\uff08\u5982\u667a\u80fd\u4f53\u7cfb\u7edf\uff09\u5e26\u6765\u4e86\u5de8\u5927\u6311\u6218\u3002\u838e\u58eb\u6bd4\u4e9a\u8bf4\uff1a\u300c\u7b80\u6d01\u662f\u667a\u6167\u7684\u7075\u9b42\uff08Brevity is the soul of wit\uff09\u300d\u3002\u5728 LRM \u65f6\u4ee3\uff0c\u6211\u4eec\u63d0\u51fa\u300c\u6548\u7387\u662f\u667a\u6167\u7684\u7cbe\u9ad3\uff08Efficiency is the essence of intelligence\uff09\u300d\u3002<\/p>\n<p>\u4e00\u4e2a\u771f\u6b63\u667a\u80fd\u7684\u6a21\u578b\uff0c\u5e94\u8be5\u61c2\u5f97\u4f55\u65f6\u505c\u6b62\u4e0d\u5fc5\u8981\u7684\u601d\u8003\uff0c\u660e\u667a\u5730\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\uff08token\uff09\uff0c\u4f18\u5316\u6c42\u89e3\u8def\u5f84\uff0c\u7528\u4f18\u96c5\u7684\u7cbe\u786e\u6027\u5e73\u8861\u6210\u672c\u4e0e\u6027\u80fd\u3002<\/p>\n<p>\u4e0a\u6d77AI Lab\u8054\u5408 9 \u5bb6\u5355\u4f4d\uff0c\u603b\u7ed3\u8d85\u8fc7 250 \u7bc7\u76f8\u5173\u8bba\u6587\uff0c\u6df1\u5165\u63a2\u8ba8\u4e86\u5f53\u524d\u63d0\u5347 LRMs \u601d\u8003\u6548\u7387\u7684\u7814\u7a76\uff0c\u805a\u7126\u4e8e\u8fd9\u4e2a\u65b0\u8303\u5f0f\u4e0b\u7684\u72ec\u7279\u6311\u6218\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3cf09907ae934e377622044fbc2cabe5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3cf09907ae934e377622044fbc2cabe5.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u6807\u9898\uff1aA Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond<\/li>\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2503.21614<\/li>\n<li>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/XiaoYee\/Awesome_Efficient_LRM_Reasoning<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-01ac7ada47fedd51413e731a5a106911.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-01ac7ada47fedd51413e731a5a106911.png\"><\/a><\/p>\n<p>\u56fe\u8868 1\uff1a\u7efc\u8ff0\u7684\u4e3b\u8981\u7ed3\u6784\uff0c\u5206\u7c7b\u7ae0\u8282\uff0c\u4ee5\u53ca\u672a\u6765\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411<\/p>\n<p>\u601d\u8003\u6548\u7387\uff1a\u5b9a\u4e49\u3001\u5e38\u89c1\u6a21\u5f0f\u4e0e\u6311\u6218<\/p>\n<p>\u5728\u6df1\u5165\u63a2\u8ba8\u65b9\u6cd5\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u660e\u786e\u4ec0\u4e48\u662f\u601d\u8003\u6548\u7387\uff0c\u770b\u770b LRMs \u901a\u5e38\u5728\u54ea\u4e9b\u65b9\u9762\u8868\u73b0\u300c\u4f4e\u6548\u300d\uff0c\u4ee5\u53ca\u63d0\u5347\u601d\u8003\u6548\u7387\u9762\u4e34\u54ea\u4e9b\u72ec\u7279\u6311\u6218\u3002<\/p>\n<p>\u601d\u8003\u6548\u7387\u7684\u5b9a\u4e49<\/p>\n<p>\u6211\u4eec\u4ece\u4efb\u52a1\u5206\u5e03\u7684\u89d2\u5ea6\u5b9a\u4e49\u63a8\u7406\u6548\u7387\u3002\u5bf9\u4e8e\u4e00\u4e2a LRM \u6a21\u578b\uff0c\u5176\u5728\u4efb\u52a1\u5206\u5e03\u4e0a\u7684\u601d\u8003\u6548\u7387\u5b9a\u4e49\u4e3a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dd48ebc1af67dc425d9d4c082f6dedc6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dd48ebc1af67dc425d9d4c082f6dedc6.png\"><\/a><\/p>\n<p>\u5176\u4e2d\uff0c\u6bcf\u4e2a\u4efb\u52a1<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0fe986804a01b3012ff2cfc5c5b90611.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0fe986804a01b3012ff2cfc5c5b90611.png\"><\/a>\u88ab\u5f62\u5f0f\u5316\u5b9a\u4e49\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f9120bdcd1cfbef1e22157c092b3e4ea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f9120bdcd1cfbef1e22157c092b3e4ea.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1f9b55b3e21cfad10a30b4524530738a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1f9b55b3e21cfad10a30b4524530738a.png\"><\/a>\u4ee3\u8868\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u800c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-07e17bd114fbd4ef4e8bff545bcf2558.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-07e17bd114fbd4ef4e8bff545bcf2558.png\"><\/a>\u662f\u5bf9\u5e94\u7684\u8d28\u91cf\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-952a8a9edf7cf9ccf853a241d2fbb017.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-952a8a9edf7cf9ccf853a241d2fbb017.png\"><\/a>\u662f\u6a21\u578b\u5728\u4efb\u52a1<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-22d4cc1d1ac2fd8ec8766b4eccecd765.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-22d4cc1d1ac2fd8ec8766b4eccecd765.png\"><\/a>\u4e0a\u7684\u8d28\u91cf\uff08\u5982\u51c6\u786e\u7387\u3001\u521b\u9020\u529b\u7b49\uff09\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c3e25fe625501152cc29b431dc5ba106.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c3e25fe625501152cc29b431dc5ba106.png\"><\/a>\u662f\u8ba1\u7b97\u6210\u672c\uff08\u5982 FLOPs\u3001\u751f\u6210 token \u6570\u7b49\uff09\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u63d0\u9ad8\u6548\u7387\u8981\u4e48\u63d0\u5347\u8868\u73b0 Q\uff0c\u8981\u4e48\u964d\u4f4e\u6210\u672c C\u3002\u8fd9\u4e2a\u516c\u5f0f\u5f3a\u8c03\u4e86\u6027\u80fd\u4e0e\u6210\u672c\u7684\u6743\u8861\u3002<\/p>\n<p><strong>\u63a8\u7406\u4f4e\u6548\u7684\u5e38\u89c1\u6a21\u5f0f<\/strong><\/p>\n<p>\u5c3d\u7ba1\u957f CoT \u6709\u6548\uff0c\u4f46 LRMs \u5e38\u5e38\u8868\u73b0\u51fa\u4ee5\u4e0b\u4f4e\u6548\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li>\u5197\u4f59\u5185\u5bb9\uff1a\u6a21\u578b\u8f93\u51fa\u4e2d\u5145\u65a5\u5927\u91cf\u91cd\u590d\u3001\u5197\u4f59\u7684\u6587\u672c\uff08\u5982\u53cd\u590d\u590d\u8ff0\u95ee\u9898\uff09\uff0c\u8fd9\u4e9b\u5185\u5bb9\u5bf9\u6700\u7ec8\u7b54\u6848\u5e2e\u52a9\u4e0d\u5927\uff0c\u5374\u589e\u52a0\u4e86\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<li>\u8fc7\u5ea6\u601d\u8003\u7b80\u5355\u95ee\u9898\uff1aLRM \u96be\u4ee5\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u6709\u6548\u5206\u914d\u300c\u601d\u8003\u9884\u7b97\u300d\u3002\u5373\u4f7f\u662f\u7b80\u5355\u95ee\u9898\uff08\u5982 2+3=?\uff09\uff0c\u4e5f\u53ef\u80fd\u751f\u6210\u591a\u8f6e\u5197\u4f59\u7684\u9a8c\u8bc1\u6b65\u9aa4\u3002<\/li>\n<li>\u4e0d\u8fde\u8d2f\u4e0e\u6b21\u4f18\u63a8\u7406\uff1a\u8fd9\u7c7b\u73b0\u8c61\u79f0\u4e3a\u300c\u6b20\u601d\u8003\u300d\u3002\u6a21\u578b\u9891\u7e41\u5730\u5207\u6362\u601d\u8003\u65b9\u5411\uff0c\u5bfc\u81f4\u63a8\u7406\u8fc7\u7a0b\u6d45\u663e\u3001\u788e\u7247\u5316\uff0c\u589e\u5927\u4e86\u63a8\u7406\u94fe\u7684\u957f\u5ea6\u3002<\/li>\n<\/ul>\n<p><strong>LRM \u601d\u8003\u6548\u7387\u63d0\u5347\u7684\u72ec\u7279\u6311\u6218<\/strong><\/p>\n<p>\u63d0\u5347 LRM \u7684\u63a8\u7406\u6548\u7387\u9762\u4e34\u4e00\u4e9b\u65b0\u7684\u3001\u72ec\u7279\u7684\u6311\u6218\uff1a<\/p>\n<ul>\n<li>\u91cf\u5316\u63a8\u7406\u6548\u7528\uff1a\u96be\u4ee5\u8bc4\u4f30\u63a8\u7406\u94fe\u4e2d\u6bcf\u4e00\u6b65\u7684\u5b9e\u9645\u8d21\u732e\u3002\u8fd9\u4f7f\u5f97\u7cbe\u786e\u5224\u65ad\u54ea\u4e9b\u90e8\u5206\u53ef\u4ee5\u538b\u7f29\u6216\u5220\u51cf\u53d8\u5f97\u56f0\u96be\uff0c\u5728\u4e0d\u727a\u7272\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u8ffd\u6c42\u7b80\u6d01\u6210\u4e3a\u4e00\u4e2a\u5fae\u5999\u7684\u5e73\u8861\u95ee\u9898\u3002<\/li>\n<li>\u63a7\u5236\u601d\u8003\u957f\u5ea6\uff1a\u957f\u5ea6\u63a7\u5236\u4e00\u76f4\u662f LLM \u7684\u96be\u9898\uff0c\u5728 LRM \u4e2d\u66f4\u663e\u5173\u952e\u3002\u7b80\u5355\u7684 token \u7ea7\u9650\u5236\u8fc7\u4e8e\u6b7b\u677f\uff0c\u65e0\u6cd5\u9002\u5e94\u63a8\u7406\u7684\u8bed\u4e49\u7ed3\u6784\u3002\u5982\u4f55\u8ba9\u6a21\u578b\u300c\u601d\u8003\u5f97\u6070\u5230\u597d\u5904\u300d\uff0c\u65e2\u4e0d\u592a\u6d45\u4ee5\u81f4\u9057\u6f0f\u903b\u8f91\uff0c\u4e5f\u4e0d\u592a\u6df1\u4ee5\u81f4\u6d6a\u8d39\u8ba1\u7b97\uff0c\u4ecd\u662f\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u3002<\/li>\n<li>\u8d85\u8d8a Transformer \u67b6\u6784\u74f6\u9888\uff1a\u73b0\u6709 LRM \u5927\u591a\u57fa\u4e8e Transformer\uff0c\u5176\u4e8c\u6b21\u590d\u6742\u5ea6\u5728\u5904\u7406\u6570\u5343\u751a\u81f3\u66f4\u591a token \u7684\u957f\u63a8\u7406\u94fe\u65f6\u6210\u4e3a\u4e25\u91cd\u74f6\u9888\u3002\u5f00\u53d1\u80fd\u591f\u5904\u7406\u957f\u5e8f\u5217\u7684\u65b0\u67b6\u6784\u6216\u9ad8\u6548\u8fd1\u4f3c\u65b9\u6cd5\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li>\u8de8\u4efb\u52a1\u6cdb\u5316\uff1a\u4e0d\u540c\u4efb\u52a1\u9700\u8981\u4e0d\u540c\u7684\u63a8\u7406\u6df1\u5ea6\u3002\u5355\u4e00\u7684\u63a8\u7406\u7b56\u7565\u6216\u957f\u5ea6\u7b56\u7565\u96be\u4ee5\u9002\u5e94\u6240\u6709\u4efb\u52a1\u3002\u5982\u4f55\u5728\u4fdd\u8bc1\u8de8\u9886\u57df\u9c81\u68d2\u6027\u7684\u540c\u65f6\u5b9e\u73b0\u6548\u7387\uff0c\u662f\u4e00\u4e2a\u590d\u6742\u6311\u6218\u3002<\/li>\n<\/ul>\n<p><strong>\u63a8\u7406\u65f6\u5982\u4f55\u66f4\u9ad8\u6548\uff1f<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d2b640fc739dc8e7008a19341b546851.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d2b640fc739dc8e7008a19341b546851.png\"><\/a><\/p>\n<p>\u8fd9\u4e00\u90e8\u5206\u805a\u7126\u4e8e\u5728\u6a21\u578b\u63a8\u7406\uff08\u751f\u6210\u7b54\u6848\uff09\u9636\u6bb5\u63d0\u5347\u6548\u7387\u7684\u65b9\u6cd5\uff0c\u4e3b\u8981\u6709\u56db\u7c7b\u7b56\u7565\uff1a<\/p>\n<p><strong>\u957f\u5ea6\u9884\u7b97\uff08Length Budgeting\uff09<\/strong><\/p>\n<p>\u6700\u76f4\u63a5\u7684\u65b9\u6cd5\u662f\u660e\u786e\u9650\u5236\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<ul>\n<li>\u6574\u4f53\u9884\u7b97\uff1a\u901a\u8fc7\u7279\u5b9a\u63d0\u793a\u8bcd\u6216\u89e3\u7801\u7b56\u7565\u6765\u63a7\u5236\u603b token \u6570\u6216\u601d\u8003\u6b65\u6570\u3002<\/li>\n<li>\u5206\u6b65\u9884\u7b97\uff1a\u5f15\u5165\u89c4\u5212 token \u6765\u63a7\u5236\u6bcf\u6b65\u957f\u5ea6\uff0c\u6216\u9f13\u52b1\u751f\u6210\u7b80\u6d01\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002<\/li>\n<li>\u52a8\u6001\u9884\u7b97\uff1a\u6839\u636e\u95ee\u9898\u96be\u5ea6\u6216\u6a21\u578b\u7f6e\u4fe1\u5ea6\u52a8\u6001\u5206\u914d\u8d44\u6e90\uff0c\u6216\u901a\u8fc7\u60e9\u7f5a\u673a\u5236\u963b\u6b62\u4e0d\u6210\u719f\u7684\u601d\u8003\u5207\u6362\u3002<\/li>\n<\/ul>\n<p><strong>\u7cfb\u7edf\u5207\u6362\uff08System Switch\uff09<\/strong><\/p>\n<p>\u501f\u9274\u4eba\u7c7b\u601d\u7ef4\u7684\u53cc\u7cfb\u7edf\u7406\u8bba\uff08System1 \u5feb\u76f4\u89c9\uff0cSystem2 \u6162\u5ba1\u614e\uff09\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u8ba9\u6a21\u578b\u6839\u636e\u4efb\u52a1\u60c5\u51b5\u5728\u5feb\u901f\uff08\u7c7b System1\uff09\u548c\u6162\u901f\uff08\u7c7b System2\uff09\u63a8\u7406\u6a21\u5f0f\u95f4\u5207\u6362\uff0c\u4f18\u5316\u8d44\u6e90\u5206\u914d\u3002<\/li>\n<\/ul>\n<p><strong>\u6a21\u578b\u5207\u6362\uff08Model Switch\uff09<\/strong><\/p>\n<p>\u5728\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u6a21\u578b\u95f4\u5206\u914d\u8ba1\u7b97\u4efb\u52a1\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u7528\u5c0f\u6a21\u578b\u5904\u7406\u7b80\u5355\u90e8\u5206\/\u8349\u7a3f\uff0c\u5927\u6a21\u578b\u5904\u7406\u56f0\u96be\u90e8\u5206\/\u9a8c\u8bc1\uff0c\u6216\u6839\u636e\u4efb\u52a1\u52a8\u6001\u9009\u62e9\u6700\u5408\u9002\u7684\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><strong>\u5e76\u884c\u641c\u7d22\uff08Parallel Search\uff09<\/strong><\/p>\n<p>\u63d0\u5347 Best-of-N\u3001Self-Consistency \u7b49\u5e76\u884c\u751f\u6210\u65b9\u6cd5\u7684\u6548\u7387\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u540c\u65f6\u751f\u6210\u591a\u4e2a\u5019\u9009\u7b54\u6848\uff0c\u4f46\u901a\u8fc7\u66f4\u667a\u80fd\u7684\u7b56\u7565\u51cf\u5c11\u603b\u4f53\u8ba1\u7b97\u91cf\u3002<\/li>\n<\/ul>\n<p><strong>\u901a\u8fc7\u5fae\u8c03\u5b66\u4e60\u9ad8\u6548\u63a8\u7406<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5c1ee01f8352e5fdf7177fbefd0f0ca3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5c1ee01f8352e5fdf7177fbefd0f0ca3.png\"><\/a><\/p>\n<p>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u662f\u8ba9\u6a21\u578b\u5b66\u4e60\u9075\u5faa\u7279\u5b9a\u6307\u4ee4\u7684\u5e38\u7528\u65b9\u6cd5\u3002\u8fd9\u4e00\u90e8\u5206\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7 SFT \u8ba9 LRM \u5b66\u4f1a\u66f4\u9ad8\u6548\u5730\u63a8\u7406\uff0c\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff1a<\/p>\n<p><strong>\u63a8\u7406\u94fe\u538b\u7f29\uff08Reasoning Chain Compression\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u8ba9\u6a21\u578b\u5b66\u4e60\u751f\u6210\u66f4\u7b80\u6d01\u3001\u65e0\u5197\u4f59\u7684\u63a8\u7406\u94fe\u3002<\/li>\n<\/ul>\n<p><strong>\u6f5c\u7a7a\u95f4\u5fae\u8c03\uff08Latent-Space SFT\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u7528\u8fde\u7eed\u7684\u9690\u85cf\u72b6\u6001\uff08latent space\uff09\u8868\u793a\u63a8\u7406\u6b65\u9aa4\uff0c\u66ff\u4ee3\u663e\u5f0f\u7684 token \u751f\u6210\u3002<\/li>\n<\/ul>\n<p><strong>\u5982\u4f55\u7528\u5f3a\u5316\u5b66\u4e60\u5851\u9020\u9ad8\u6548\u63a8\u7406\uff1f<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad29d55db3e6121a6a8f8be7833bf5a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad29d55db3e6121a6a8f8be7833bf5a1.png\"><\/a><\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff0cRL\uff09\u5df2\u88ab\u8bc1\u660e\u80fd\u6709\u6548\u5f15\u5bfc LLM \u53d1\u5c55\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\uff08\u5982 DeepSeek-R1\uff09\u3002\u8fd9\u81ea\u7136\u5f15\u51fa\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff1a\u80fd\u5426\u7528 RL \u66f4\u76f4\u63a5\u3001\u66f4\u76f4\u89c2\u5730\u63d0\u5347\u63a8\u7406\u6548\u7387\uff1f\u76ee\u524d\u7684\u7814\u7a76\u4e3b\u8981\u56f4\u7ed5\u5982\u4f55\u901a\u8fc7 RL \u7b56\u7565\u51cf\u5c11\u6216\u63a7\u5236\u63a8\u7406\u8f68\u8ff9\u7684 token \u4f7f\u7528\uff0c\u540c\u65f6\u4fdd\u6301\u6027\u80fd\u3002<\/p>\n<p><strong>\u5e26\u957f\u5ea6\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\uff08Efficient RL with Length Reward\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u5728 RL \u7684\u5956\u52b1\u51fd\u6570\u4e2d\u76f4\u63a5\u52a0\u5165\u5bf9\u957f\u5ea6\u7684\u8003\u91cf\uff0c\u901a\u5e38\u662f\u60e9\u7f5a\u8fc7\u957f\u8f93\u51fa\u3002<\/li>\n<li>\u5b9e\u73b0\u65b9\u5f0f\u5982\u4e0b\uff1a<\/li>\n<\/ul>\n<p>1. \u8bbe\u5b9a\u9884\u7b97\uff1a<\/p>\n<p>\u57fa\u4e8e\u4efb\u52a1\u96be\u5ea6\uff08\u901a\u8fc7\u6210\u529f\u7387\u7b49\u6307\u6807\u91cf\u5316\uff09\u8bbe\u5b9a token \u957f\u5ea6\u9884\u7b97\uff0c\u5e76\u636e\u6b64\u8bbe\u8ba1\u5956\u52b1\u3002<\/p>\n<p>\u5728 prompt \u4e2d\u660e\u786e\u7ed9\u51fa\u76ee\u6807\u957f\u5ea6\u6307\u4ee4\uff0c\u5e76\u60e9\u7f5a\u504f\u79bb\u76ee\u6807\u7684\u884c\u4e3a\u3002<\/p>\n<p>2. \u5f52\u4e00\u5316\u5956\u52b1\uff1a<\/p>\n<p>\u5c06\u957f\u5ea6\u5956\u52b1\u4e0e\u57fa\u7ebf\u6a21\u578b\uff08\u901a\u8fc7\u9884\u91c7\u6837\u5f97\u5230\uff09\u7684\u957f\u5ea6\u8fdb\u884c\u6bd4\u8f83\u548c\u5f52\u4e00\u5316\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a prompt \u5185\u90e8\u8fdb\u884c\u957f\u5ea6\u60e9\u7f5a\u5f52\u4e00\u5316\u3002<\/p>\n<p>\u4f7f\u7528\u76f8\u5bf9\u4e8e\u540c\u95ee\u9898\u4e0b\u751f\u6210\u7684\u6700\u957f\/\u6700\u77ed\u7b54\u6848\u7684\u5f52\u4e00\u5316\u957f\u5ea6\u56e0\u5b50\u4f5c\u4e3a\u5956\u52b1\u3002<\/p>\n<p>3. \u8bbe\u8ba1\u7279\u5b9a\u51fd\u6570\uff1a<\/p>\n<p>\u4f7f\u7528\u5982\u4f59\u5f26\u51fd\u6570\u5f62\u5f0f\u7684\u5956\u52b1\uff0c\u5728\u9f13\u52b1\u6709\u6548\u63a8\u7406\u6b65\u9aa4\u7684\u540c\u65f6\uff0c\u5bf9\u8fc7\u5ea6\u589e\u957f\u7684\u957f\u5ea6\u65bd\u52a0\u60e9\u7f5a\u3002<\/p>\n<p><strong>\u65e0\u957f\u5ea6\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\uff08Efficient RL without Length Reward\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u4e0d\u76f4\u63a5\u5728\u5956\u52b1\u4e2d\u52a0\u5165\u957f\u5ea6\u9879\uff0c\u800c\u662f\u901a\u8fc7\u6539\u53d8 RL \u6846\u67b6\u6216\u4f18\u5316\u76ee\u6807\u6765\u95f4\u63a5\u5b9e\u73b0\u6548\u7387\u3002<\/li>\n<\/ul>\n<p><strong>\u4ece\u6e90\u5934\u63d0\u5347\u6548\u7387\uff1a\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u63a2\u7d22<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ad8b39b47f28395d4505eccee987819.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ad8b39b47f28395d4505eccee987819.png\"><\/a><\/p>\n<p>\u8fd9\u4e00\u90e8\u5206\u7740\u773c\u4e8e\u5728\u6a21\u578b\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u878d\u5165\u9ad8\u6548\u8bbe\u8ba1\u7684\u601d\u8def\uff0c\u65e8\u5728\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u548c\u6027\u80fd\u3002\u4e3b\u8981\u6709\u4e09\u6761\u8def\u7ebf\uff1a<\/p>\n<p><strong>\u6f5c\u7a7a\u95f4\u9884\u8bad\u7ec3\uff08Pretraining with Latent Space\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u4f7f\u7528\u8fde\u7eed\u8868\u793a\uff08\u800c\u975e\u79bb\u6563 token\uff09\u4f5c\u4e3a\u9884\u8bad\u7ec3\u7684\u57fa\u672c\u5355\u5143\u3002<\/li>\n<\/ul>\n<p><strong>\u5b50\u4e8c\u6b21\u6ce8\u610f\u529b\uff08Subquadratic Attention\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u7528\u8ba1\u7b97\u590d\u6742\u5ea6\u4f4e\u4e8e O(N\u00b2) \u7684\u6ce8\u610f\u529b\u673a\u5236\u66ff\u4ee3\u6807\u51c6\u81ea\u6ce8\u610f\u529b\uff0c\u4ee5\u5e94\u5bf9\u957f CoT \u5e26\u6765\u7684\u957f\u5e8f\u5217\u5904\u7406\u6311\u6218\u3002<\/li>\n<\/ul>\n<p><strong>\u7ebf\u6027\u5316\uff08Linearization\uff09<\/strong><\/p>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\uff1a\u5c06\u9884\u8bad\u7ec3\u597d\u7684\u6807\u51c6 Transformer \u6a21\u578b\u8f6c\u6362\u4e3a\u7ebf\u6027\u5faa\u73af\u7ed3\u6784\uff08\u5982 RNN \u6216 SSM\uff09\uff0c\u4ee5\u63d0\u5347\u90e8\u7f72\u6548\u7387\u3002<\/li>\n<\/ul>\n<p><strong>\u672a\u6765\u65b9\u5411\uff1a\u8def\u5728\u4f55\u65b9\uff1f<\/strong><\/p>\n<p>\u9488\u5bf9 LRM \u9ad8\u6548\u601d\u8003\u7684\u7814\u7a76\u5c1a\u5904\u65e9\u671f\uff0c\u672a\u6765\u6709\u8bb8\u591a\u6fc0\u52a8\u4eba\u5fc3\u7684\u65b9\u5411\u503c\u5f97\u63a2\u7d22\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-646c0d502d395649ef9a57fb6f8db8e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-646c0d502d395649ef9a57fb6f8db8e6.png\"><\/a><\/p>\n<p><strong>\u9ad8\u6548\u591a\u6a21\u6001\u4e0e\u89c6\u9891\u63a8\u7406\uff08Efficient Multimodal and Video Reasoning\uff09<\/strong><\/p>\n<ul>\n<li>\u73b0\u72b6\uff1aCoT \u63a8\u7406\u5728\u591a\u6a21\u6001\u9886\u57df\uff08\u56fe\u50cf\u3001\u89c6\u9891\uff09\u4e5f\u663e\u793a\u51fa\u91cd\u8981\u4f5c\u7528\uff0c\u4f46\u662f\u5176\u8fc7\u5ea6\u601d\u8003\u7684\u95ee\u9898\u975e\u5e38\u4e25\u91cd\uff0c\u6548\u7387\u7814\u7a76\u4e0d\u8db3\u3002<\/li>\n<\/ul>\n<p><strong>\u9ad8\u6548\u6d4b\u8bd5\u65f6\u6269\u5c55\u4e0e\u65e0\u9650\u601d\u8003\uff08Efficient Test-time Scaling and Infinity Thinking\uff09<\/strong><\/p>\n<ul>\n<li>\u73b0\u72b6\uff1a\u6d4b\u8bd5\u65f6\u6269\u5c55\uff08\u589e\u52a0\u601d\u8003\u65f6\u95f4\/\u8ba1\u7b97\uff09\u662f\u63d0\u5347\u6027\u80fd\u7684\u76f4\u63a5\u65b9\u6cd5\uff0c\u4e3b\u8981\u5206\u5e76\u884c\u91c7\u6837\uff08\u589e\u5bbd\uff09\u548c\u987a\u5e8f\u4fee\u6b63\uff08\u52a0\u6df1\uff09\u3002<\/li>\n<li>\u5f53\u524d\u9762\u4e34\u5982\u4e0b\u6311\u6218\uff1a<\/li>\n<li>\u5e76\u884c\uff1a\u56fa\u5b9a\u91c7\u6837\u6570\u5bf9\u7b80\u5355\u95ee\u9898\u6d6a\u8d39\u8ba1\u7b97\uff0c\u5bf9\u590d\u6742\u95ee\u9898\u53ef\u80fd\u63a2\u7d22\u4e0d\u8db3\u3002<\/li>\n<li>\u987a\u5e8f\uff1a\u63a8\u7406\u94fe\u53ef\u80fd\u65e0\u9650\u5ef6\u957f\uff08\u300c\u65e0\u9650\u601d\u8003\u300d\uff09\uff0c\u5e26\u6765\u5de8\u5927\u8ba1\u7b97\u5f00\u9500\u548c\u7ba1\u7406\u96be\u9898\u3002<\/li>\n<li>\u5e73\u8861\uff1a\u5982\u4f55\u9ad8\u6548\u5730\u5e73\u8861\u641c\u7d22\u5bbd\u5ea6\u548c\u6df1\u5ea6\u4ee5\u4f18\u5316\u5ef6\u8fdf\u548c\u8d44\u6e90\uff1f<\/li>\n<\/ul>\n<p><strong>\u9ad8\u6548\u4e14\u53ef\u4fe1\u8d56\u7684\u63a8\u7406\uff08Efficient and Trustworthy Reasoning\uff09<\/strong><\/p>\n<ul>\n<li>\u73b0\u72b6\uff1a\u957f CoT \u7ed9 LRMs \u7684\u53ef\u4fe1\u8d56\u6027\u5e26\u6765\u65b0\u6311\u6218\uff0c\u5305\u62ec\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<li>\u5f53\u524d\u9762\u4e34\u5982\u4e0b\u6311\u6218\uff1a<\/li>\n<li>\u5b89\u5168\uff1a\u63a8\u7406\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u66b4\u9732\u654f\u611f\u4fe1\u606f\uff0c\u5373\u4f7f\u6700\u7ec8\u7b54\u6848\u5b89\u5168\u3002<\/li>\n<li>\u53ef\u9760\uff1a\u957f\u94fe\u66f4\u5bb9\u6613\u79ef\u7d2f\u9519\u8bef\uff08\u5e7b\u89c9\uff09\uff0c\u4e14 CoT \u8fc7\u7a0b\u672c\u8eab\u53ef\u80fd\u4e0e\u6a21\u578b\u5185\u90e8\u5b9e\u9645\u300c\u601d\u8003\u300d\u4e0d\u7b26\uff08CoT \u4e0d\u5fe0\u5b9e\u95ee\u9898\uff09\u3002<\/li>\n<\/ul>\n<p><strong>\u6784\u5efa\u9ad8\u6548\u63a8\u7406\u5e94\u7528\uff08Building Efficient Reasoning Applications\uff09<\/strong><\/p>\n<ul>\n<li>RAG\uff1a\u9ad8\u6548\u63a8\u7406\u5bf9\u52a8\u6001\u3001\u6b65\u8fdb\u5f0f\u68c0\u7d22\u4e0e\u63a8\u7406\uff0c\u4ee5\u53ca\u6839\u636e\u9700\u8981\u8c03\u6574\u68c0\u7d22\u94fe\u957f\u5ea6\u548c\u6570\u91cf\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li>Agent\uff1aLRM Agent \u63a8\u7406\u80fd\u529b\u5f3a\uff0c\u4f46\u8ba1\u7b97\u5f00\u9500\u5927\uff0c\u9650\u5236\u4e86\u5b9e\u65f6\u6027\u3002\u9700\u8981\u9ad8\u6548\u63a8\u7406\u6765\u964d\u4f4e\u5ef6\u8fdf\u3001\u6210\u672c\uff0c\u5e76\u7f13\u89e3\u8fc7\u5ea6\u601d\u8003\u3002<\/li>\n<li>Tool learning\uff1a\u9700\u8981\u7ed3\u5408\u5206\u5c42\u63a8\u7406\u3001\u65e9\u505c\u3001\u5e76\u884c\u6267\u884c\u3001\u52a8\u6001\u67e5\u8be2\u8def\u7531\u7b49\u7b56\u7565\u6765\u63d0\u5347\u8c03\u7528\u5916\u90e8\u5de5\u5177\u7684\u6548\u7387\u3002<\/li>\n<li>\u5176\u4ed6\u9886\u57df\uff1a\u7f16\u7801\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u533b\u7597\u3001\u5177\u8eab\u667a\u80fd\u7b49\u9886\u57df\u540c\u6837\u9700\u8981\u9ad8\u6548\u63a8\u7406\u3002<\/li>\n<\/ul>\n<p><strong>\u8bc4\u4f30\u4e0e\u57fa\u51c6\uff08Evaluation and Benchmark\uff09<\/strong><\/p>\n<ul>\n<li>\u73b0\u72b6\uff1a\u5f53\u524d\u8bc4\u4f30\u591a\u96c6\u4e2d\u4e8e\u6570\u5b66\u4efb\u52a1\uff0c\u6bd4\u8f83\u51c6\u786e\u7387-token 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