{"id":39140,"date":"2025-03-02T10:01:52","date_gmt":"2025-03-02T02:01:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=39140"},"modified":"2025-03-02T10:01:52","modified_gmt":"2025-03-02T02:01:52","slug":"%e6%8e%a8%e7%89%b9%e7%83%ad%e5%b8%96%ef%bc%9ak1-5-%e5%be%88%e7%89%9b%ef%bc%8c%e5%9b%a0%e4%b8%ba%e5%80%9f%e9%89%b4%e4%ba%86-ucla-%e4%b8%8e-cmu-%e5%90%88%e4%bd%9c%e5%9b%a2%e9%98%9f%e7%9a%84%e8%bf%99","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39140","title":{"rendered":"\u63a8\u7279\u70ed\u5e16\uff1ak1.5 \u5f88\u725b\uff0c\u56e0\u4e3a\u501f\u9274\u4e86 UCLA \u4e0e CMU \u5408\u4f5c\u56e2\u961f\u7684\u8fd9\u9879\u6280\u672f"},"content":{"rendered":"<p style=\"text-align: left\">2025 \u5e74 1 \u6708 20 \u65e5 Kimi k1.5 \u6b63\u5f0f\u53d1\u5e03\uff0c\u4f34\u968f\u7740\u6280\u672f\u62a5\u544a\u7684\u516c\u5e03\uff0c\u6709\u7f51\u53cb\u8868\u793a\uff1a\u201c\u8fd9\u5e94\u8be5\u662f\u5168\u7403\u8303\u56f4\u5185\uff0c\u9664 OpenAI \u4e4b\u5916\u7684\u516c\u53f8\u9996\u6b21\u5b9e\u73b0 o1 \u6b63\u5f0f\u7248\u7684\u591a\u6a21\u6001\u63a8\u7406\u6027\u80fd\u4e86\u5427\uff01\u201d<\/p>\n<p style=\"text-align: left\">\u4e00\u65f6\u95f4\uff0cKimi k1.5 \u6210\u4e86\u8bdd\u9898\u738b\u8005\u3002<\/p>\n<p style=\"text-align: left\">\u4f46\u5728\u4e00\u4e2a\u6708\u540e\u7684 2 \u6708 24 \u65e5\uff0cX \u4e0a\u51fa\u73b0\u4e86\u4e00\u7bc7\u5173\u4e8e Kimi k1.5 \u7684\u6280\u672f\u7206\u6599\u5e16\uff0c\u535a\u4e3b\u76f4\u8a00 k1.5 \u6240\u7528\u5230\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5176\u5b9e\u662f\u501f\u9274\u4e86\u81ea\u5df1\u5728 24 \u5e74 5 \u6708\u63d0\u51fa\u7684\u4e00\u79cd\u540d\u4e3a SPPO \u7684\u6280\u672f\u3002<\/p>\n<p style=\"text-align: left\">\u6d88\u606f\u4e00\u51fa\uff0c\u77ac\u95f4\u5438\u5f15\u4e86\u6570\u4e07\u4eba\u5173\u6ce8\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ec7f48b75a0487e56d029ead70139716.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ec7f48b75a0487e56d029ead70139716.png\"><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=39140\/#Kimi_k15_%E8%83%8C%E5%90%8E%E7%9A%84_SPPO_%E6%8A%80%E6%9C%AF\" >Kimi k1.5 \u80cc\u540e\u7684 SPPO \u6280\u672f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=39140\/#SPPO_%E6%8A%80%E6%9C%AF%E8%83%8C%E5%90%8E%E7%9A%84%E7%A7%91%E7%A0%94%E5%A4%A7%E7%89%9B\" >SPPO \u6280\u672f\u80cc\u540e\u7684\u79d1\u7814\u5927\u725b<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: left\"><span class=\"ez-toc-section\" id=\"Kimi_k15_%E8%83%8C%E5%90%8E%E7%9A%84_SPPO_%E6%8A%80%E6%9C%AF\"><\/span>Kimi k1.5 \u80cc\u540e\u7684 SPPO \u6280\u672f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: left\">\u5728\u8fd9\u5219\u7206\u6599\u4e2d\uff0c\u535a\u4e3b Yue Wu \u5148\u662f\u5bf9 SPPO \u8fdb\u884c\u4e86\u7b80\u5355\u89e3\u91ca\uff0c\u5e76\u4e14\u9644\u4e0a\u4e86\u76f8\u5173\u8bba\u6587\uff08https:\/\/arxiv.org\/abs\/2405.00675\uff09\uff0c\u7b80\u5355\u6765\u8bf4\uff0cSPPO\u662f\u4e00\u79cd\u81ea\u535a\u5f08\u7b97\u6cd5\uff0c\u6700\u521d\u7684\u52a8\u673a\u6765\u6e90\u4e8e\u523b\u753b\u5e7f\u6cdb\u610f\u4e49\u4e0a\u7684\u4eba\u7c7b\u504f\u597d\uff0c\u5e76\u4e14\u4f7f\u7528\u4e86\u5982\u4e0b\u56fe\u6240\u793a\u7684\u5e73\u65b9\u635f\u5931\u51fd\u6570\uff1a<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-39d47e721ab3b4c8ded28cc8710cf14d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-39d47e721ab3b4c8ded28cc8710cf14d.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u70b9\u5f00\u8bba\u6587\u94fe\u63a5\uff0c\u4f60\u4f1a\u53d1\u73b0\u539f\u6765 Yue Wu \u00a0\u548c Zhiqing Sun \u540c\u4e3a\u8fd9\u7bc7\u6587\u7ae0\u7684\u7b2c\u4e00\u4f5c\u8005\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dce2da5596d8ce48c46e4f03d11b96e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dce2da5596d8ce48c46e4f03d11b96e4.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u7d27\u63a5\u7740\uff0c\u4ed6\u5f00\u59cb\u5bf9 SPPO \u6280\u672f\u8fdb\u884c\u89e3\u6790\uff1a<\/p>\n<p style=\"text-align: left\">\u901a\u8fc7\u8fed\u4ee3\u6c42\u89e3\u4e0a\u5f0f\u4e2d\u7684 theta_t\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u826f\u597d\u7684\u8bed\u8a00\u6a21\u578b\u3002SPPO \u4f7f\u7528\u80dc\u7387\uff08\u7ea2\u8272\u90e8\u5206\uff09\u4f5c\u4e3a\u5956\u52b1\uff0c\u5e76\u7528\u5e38\u6570\u8fd1\u4f3c\u57fa\u7ebf\uff08\u84dd\u8272\u90e8\u5206\uff09\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5ac9f54af965bcf6e6e848fcc435ff2c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5ac9f54af965bcf6e6e848fcc435ff2c.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u8ba9\u6211\u4eec\u611f\u5174\u8da3\u7684\u662f\uff0c\u6211\u4eec\u53d1\u73b0\u5b83\u4e0e RLHF \u76ee\u6807\u7684\u7b56\u7565\u68af\u5ea6\u6709\u7740\u6df1\u5c42\u7684\u8054\u7cfb\uff1a\u5982\u679c\u6211\u4eec\u76f4\u63a5\u7528\u666e\u901a\u7684\u7b56\u7565\u68af\u5ea6\u4f18\u5316 RLHF \uff08\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff09\u76ee\u6807\u4f1a\u600e\u6837\uff1f\u6839\u636e\u7b56\u7565\u68af\u5ea6\u5b9a\u7406\uff0c\u7b56\u7565\u68af\u5ea6\u5b9e\u9645\u4e0a\u4e5f\u5177\u6709\u5e73\u65b9\u635f\u5931\u5f62\u5f0f\uff08\u84dd\u8272\u9879\u662f\u7b56\u7565\u68af\u5ea6\u4e2d\u7684\u57fa\u7ebf\uff09\uff1a<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7ebf6eecee7ec940484bf060666bdee5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7ebf6eecee7ec940484bf060666bdee5.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u4ece\u6570\u5b66\u4e0a\uff0c\u6211\u4eec\u8bc1\u660e\u4e86 SPPO \u7684\u5e73\u65b9\u635f\u5931\u7b49\u4ef7\u4e8e\u666e\u901a\u7b56\u7565\u68af\u5ea6\u7684\u4e00\u79cd\u534a\u5728\u7ebf\u53d8\u4f53\uff1a<\/p>\n<p style=\"text-align: left\">SPPO \u4e2d\u7684\u80dc\u7387\u5145\u5f53\u5956\u52b1\u51fd\u6570\uff08\u7ea2\u8272\u90e8\u5206\uff09\u3002<\/p>\n<p style=\"text-align: left\">\u5206\u533a\u51fd\u6570\u9879\u81ea\u7136\u5730\u6210\u4e3a\uff08\u8f6f\uff09\u503c\u51fd\u6570\uff08\u84dd\u8272\u90e8\u5206\uff09\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-34b6604f6050ac97aeb6ba56e6712442.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-34b6604f6050ac97aeb6ba56e6712442.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u90a3\u4e48\u8fd9\u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48\u5462\uff1f<\/p>\n<p style=\"text-align: left\">\u6807\u51c6\u7b56\u7565\u68af\u5ea6\uff08PPO\u3001GRPO\u3001REINFORCE\uff09\u5728\u6bcf\u4e00\u6b65\u90fd\u6536\u96c6\u9075\u5faa\u5f53\u524d\u7b56\u7565\u7684\u6837\u672c\u3002<\/p>\n<p style=\"text-align: left\">SPPO \u5728\u6bcf\u6b21\u8fed\u4ee3\u5f00\u59cb\u65f6\u53ea\u91c7\u6837\u4e00\u6b21\uff0c\u7136\u540e\u901a\u8fc7\u5e73\u65b9\u635f\u5931\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u4f7f\u5f97 SPPO \u6210\u4e3a\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684 RLHF \u65b9\u6cd5\u2014\u2014\u65e0\u9700\u5373\u65f6\u751f\u6210\uff01<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ca70e48bf5d64958e4ecceb366e8aadc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ca70e48bf5d64958e4ecceb366e8aadc.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u4e0a\u8ff0\u5206\u6790\u63ed\u793a\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u540e\u8bad\u7ec3\u9636\u6bb5\u4e00\u4e2a\u6709\u8da3\u7684\u53d1\u5c55\u8d8b\u52bf\uff1a<\/p>\n<p style=\"text-align: left\">\u79bb\u7ebf DPO\uff08IPO\u3001KTO \u7b49\uff09\u53d6\u4ee3 RLHF\uff08\u5956\u52b1\u6a21\u578b + \u5f3a\u5316\u5b66\u4e60\uff09<\/p>\n<p style=\"text-align: left\">\u8fed\u4ee3 DPO\u3001SPPO \u7b49\u65b9\u6cd5\u5c06\u79bb\u7ebf\u65b9\u6cd5\u8f6c\u5316\u4e3a\u5728\u7ebf\u5bf9\u9f50\u65b9\u6cd5<\/p>\n<p style=\"text-align: left\">\u66f4\u52a0\u7cbe\u7ec6\u7684\u8fed\u4ee3 \u2192 \u56de\u5f52\u5230\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cdf7164ec4bc1a61715b2da799f203bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cdf7164ec4bc1a61715b2da799f203bd.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u9274\u4e8e GRPO\uff08Deepseek-R1\uff09\u548c\u5e73\u65b9\u635f\u5931\uff08Kimi k1.5\uff09\u7684\u6210\u529f\uff0c\u7aef\u5230\u7aef\u5f3a\u5316\u5b66\u4e60\u7684\u5f3a\u5927\u4f5c\u7528\u6108\u53d1\u51f8\u663e\uff0c\u6216\u8bb8\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u540e\u8bad\u7ec3\u9636\u6bb5\u65e0\u9700\u989d\u5916\u6280\u5de7\u2014\u2014\u4ef7\u503c\u51fd\u6570\u3001\u5e7f\u4e49\u4f18\u52bf\u4f30\u8ba1\uff08GAE\uff09\uff0c\u751a\u81f3\u68af\u5ea6\u88c1\u526a\u90fd\u65e0\u9700\u4f7f\u7528\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-66198a8594aff326f9913e34b87acc04.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-66198a8594aff326f9913e34b87acc04.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u53e6\u4e00\u4e2a\u7b80\u5355\u4f46\u6709\u8da3\u7684\u53d1\u73b0\u662f\uff0c\u4ed6\u4eec\u53d1\u73b0 SPPO \u6697\u4e2d\u5728\u8bcd\u6c47\u7ea7\u522b\u4f18\u5316\u6700\u4f18\u6700\u5927\u71b5\u7b56\u7565\u3002\u5176\u5e73\u65b9\u635f\u5931\u9690\u542b\u5730\u6700\u5c0f\u5316\u4e86\u5b66\u4e60\u5230\u7684\u7b56\u7565\u4e0e\u6700\u4f18\u8bcd\u6c47\u7ea7\u522b\u7b56\u7565\u4e4b\u95f4\u7684 KL \u6563\u5ea6\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f19f8a76d88810ba79abf9356068ae3d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f19f8a76d88810ba79abf9356068ae3d.png\"><\/a><\/p>\n<p style=\"text-align: left\">\u5728\u6211\u4eec\u540e\u7eed\u7684\u7814\u7a76 GPO \u4e2d\uff0c\u6211\u4eec\u76f4\u63a5\u6700\u5c0f\u5316\u76f8\u5bf9\u5956\u52b1\u4e0e\u5bf9\u6570\u6bd4\u7387\u4e4b\u95f4\u7684\u5e73\u65b9\u635f\u5931\u3002\u8fd9\u4e24\u9879\u5de5\u4f5c\u4e2d\u7684\u5e73\u65b9\u635f\u5931\u7b49\u4ef7\u4e8e\u7b56\u7565\u68af\u5ea6\uff0c\u4f46\u5b83\u662f\u4ee5\u8fed\u4ee3\u7684\u65b9\u5f0f\u8fdb\u884c\u7684\u3002<\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bbb8efd60bc2901439cc2e2625256595.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bbb8efd60bc2901439cc2e2625256595.png\"><\/a><\/p>\n<h2 style=\"text-align: left\"><span class=\"ez-toc-section\" 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