{"id":40831,"date":"2026-02-09T21:05:58","date_gmt":"2026-02-09T13:05:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=40831"},"modified":"2026-02-09T21:05:58","modified_gmt":"2026-02-09T13:05:58","slug":"%e6%b8%85%e5%8d%8e%e5%88%98%e7%9f%a5%e8%bf%9c%e5%9b%a2%e9%98%9f%e8%ae%ba%e6%96%87%ef%bc%9a%e5%9c%a8%e4%b8%a5%e6%a0%bc%e5%8f%af%e6%8e%a7%e7%8e%af%e5%a2%83%e4%b8%8b%e9%87%8d%e6%96%b0%e5%9b%9e%e7%ad%94","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40831","title":{"rendered":"\u6e05\u534e\u5218\u77e5\u8fdc\u56e2\u961f\u8bba\u6587\uff1a\u5728\u4e25\u683c\u53ef\u63a7\u73af\u5883\u4e0b\u91cd\u65b0\u56de\u7b54\u300c\u5f3a\u5316\u5b66\u4e60\u80fd\u5426\u6559\u4f1a\u5927\u6a21\u578b\u65b0\u80fd\u529b\u300d\u4e28ICLR 2026"},"content":{"rendered":"<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u89c4\u6a21\u548c\u9884\u8bad\u7ec3\u5f3a\u5ea6\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u5f3a\u5316\u5b66\u4e60\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u7684\u89d2\u8272\u6b63\u5728\u53d1\u751f\u5fae\u5999\u53d8\u5316\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0c\u5b83\u4ecd\u7136\u662f\u5f53\u524d\u63d0\u5347\u6a21\u578b\u63a8\u7406\u80fd\u529b\u548c\u591a\u6b65\u51b3\u7b56\u8868\u73b0\u7684\u5173\u952e\u6280\u672f\u624b\u6bb5\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7ecf\u9a8c\u6027\u7ed3\u679c\u8868\u660e\uff0c\u5728\u8bb8\u591a\u4efb\u52a1\u4e0a\uff0c\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u5f80\u5f80\u96be\u4ee5\u4e0e\u201c\u65b0\u80fd\u529b\u7684\u5f62\u6210\u201d\u76f4\u63a5\u5212\u7b49\u53f7\u3002<\/p>\n<p>\u5c24\u5176\u662f\u5728 pass@k \u7b49\u8bc4\u6d4b\u6307\u6807\u4e0b\uff0c\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u4e0e\u57fa\u7840\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\u5e38\u5e38\u968f\u7740\u91c7\u6837\u6570\u7684\u589e\u52a0\u800c\u8fc5\u901f\u7f29\u5c0f\uff0c\u8fd9\u4f7f\u5f97\u4e00\u79cd\u89c2\u70b9\u9010\u6e10\u5360\u636e\u4e0a\u98ce\uff1a\u5f3a\u5316\u5b66\u4e60\u53ef\u80fd\u66f4\u591a\u662f\u5728\u5bf9\u6a21\u578b\u5185\u90e8\u5df2\u6709\u89e3\u6cd5\u8fdb\u884c\u7b5b\u9009\u548c\u91cd\u6392\uff0c\u800c\u975e\u771f\u6b63\u62d3\u5c55\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/p>\n<p>\u95ee\u9898\u5728\u4e8e\uff0c\u8fd9\u4e00\u5224\u65ad\u672c\u8eab\u5e76\u4e0d\u5bb9\u6613\u88ab\u9a8c\u8bc1\u6216\u53cd\u9a73\u3002\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\uff0c\u6280\u80fd\u8fb9\u754c\u9ad8\u5ea6\u4ea4\u7ec7\uff0c\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u6240\u63a5\u89e6\u7684\u6570\u636e\u5206\u5e03\u51e0\u4e4e\u65e0\u6cd5\u5b8c\u5168\u6392\u9664\uff0c\u4f7f\u5f97\u6027\u80fd\u53d8\u5316\u5f88\u96be\u88ab\u660e\u786e\u5f52\u56e0\u4e8e\u80fd\u529b\u7ed3\u6784\u7684\u6539\u53d8\u3002\u5728\u8fd9\u6837\u7684\u73af\u5883\u4e0b\uff0c\u5173\u4e8e\u5f3a\u5316\u5b66\u4e60\u662f\u5426\u201c\u6559\u4f1a\u6a21\u578b\u65b0\u80fd\u529b\u201d\u7684\u8ba8\u8bba\uff0c\u5f80\u5f80\u505c\u7559\u5728\u6307\u6807\u5c42\u9762\u7684\u89e3\u91ca\u5dee\u5f02\uff0c\u800c\u7f3a\u4e4f\u4e00\u4e2a\u80fd\u591f\u6e05\u6670\u523b\u753b\u6280\u80fd\u3001\u63a7\u5236\u4efb\u52a1\u96be\u5ea6\u5e76\u6392\u9664\u5e72\u6270\u56e0\u7d20\u7684\u5b9e\u9a8c\u57fa\u7840\u3002<\/p>\n<p>\u6b63\u662f\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c\u6e05\u534e\u5927\u5b66\u7684\u5b59\u8302\u677e\u3001\u5218\u77e5\u8fdc\u56e2\u961f\u63d0\u51fa\u4e86\u300aFrom f(x) and g(x) to f(g(x)): LLMs Learn New Skills in RL by Composing Old Ones\u300b\u8fd9\u9879\u7814\u7a76\u3002<\/p>\n<p>\u4e0e\u5176\u7ee7\u7eed\u5728\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\u4e89\u8bba\u5f3a\u5316\u5b66\u4e60\u662f\u5426\u201c\u6709\u6548\u201d\uff0c\u7814\u7a76\u56e2\u961f\u9009\u62e9\u9000\u56de\u5230\u4e00\u4e2a\u66f4\u53ef\u63a7\u7684\u5b9e\u9a8c\u73af\u5883\uff0c\u8f6c\u800c\u805a\u7126\u4e00\u4e2a\u66f4\u57fa\u7840\u4e5f\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a\u5f3a\u5316\u5b66\u4e60\u7a76\u7adf\u80fd\u5426\u6559\u4f1a\u6a21\u578b\u6b64\u524d\u5e76\u4e0d\u5177\u5907\u7684\u65b0\u80fd\u529b\uff1f\u5982\u679c\u53ef\u4ee5\uff0c\u8fd9\u4e9b\u65b0\u80fd\u529b\u5177\u4f53\u662f\u4ec0\u4e48\uff0c\u5728\u4ec0\u4e48\u6761\u4ef6\u4e0b\u624d\u80fd\u88ab\u5b66\u4e60\u5230\uff0c\u53c8\u662f\u5426\u5177\u6709\u8de8\u4efb\u52a1\u7684\u6cdb\u5316\u6027\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u95ee\u9898\u6846\u67b6\u4e0b\uff0c\u7814\u7a76\u5e76\u672a\u5c06\u6ce8\u610f\u529b\u653e\u5728\u67d0\u4e00\u5177\u4f53\u6027\u80fd\u6307\u6807\u7684\u63d0\u5347\u4e0a\uff0c\u800c\u662f\u5047\u8bbe\u6a21\u578b\u5df2\u7ecf\u638c\u63e1\u4e86\u4e00\u7ec4\u57fa\u672c\u7684\u539f\u5b50\u6280\u80fd\uff0c\u8fdb\u4e00\u6b65\u8003\u5bdf\u5f3a\u5316\u5b66\u4e60\u662f\u5426\u80fd\u591f\u63a8\u52a8\u6a21\u578b\u5f62\u6210\u65b0\u7684\u80fd\u529b\u7ed3\u6784\uff0c\u4f7f\u5176\u5b66\u4f1a\u7cfb\u7edf\u6027\u5730\u7ec4\u5408\u8fd9\u4e9b\u6280\u80fd\uff0c\u4ece\u800c\u89e3\u51b3\u66f4\u9ad8\u96be\u5ea6\u3001\u751a\u81f3\u5206\u5e03\u5916\u4efb\u52a1\u4e2d\u7684\u95ee\u9898\u3002\u6b63\u662f\u51fa\u4e8e\u5bf9\u8fd9\u4e9b\u95ee\u9898\u7684\u7cfb\u7edf\u6027\u8003\u5bdf\u9700\u6c42\uff0c\u7814\u7a76\u8005\u624d\u8bbe\u8ba1\u4e86\u8fd9\u4e00\u9ad8\u5ea6\u53ef\u63a7\u7684\u5b9e\u9a8c\u73af\u5883\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-cd2428ff03bb9658a85c6dacc458cdc2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-cd2428ff03bb9658a85c6dacc458cdc2.png\"><\/a><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2509.25123<\/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 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7814\u7a76\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u5408\u9002\u7684\u6fc0\u52b1\u6761\u4ef6\u4e0b\uff0c\u5f3a\u5316\u5b66\u4e60\u80fd\u591f\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u83b7\u5f97\u6b64\u524d\u5e76\u4e0d\u5b58\u5728\u7684\u65b0\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5bf9\u5df2\u6709\u7b54\u6848\u8fdb\u884c\u91cd\u6392\u3002<\/p>\n<p>\u8fd9\u79cd\u65b0\u80fd\u529b\u5177\u4f53\u4f53\u73b0\u4e3a\u4e00\u79cd\u7cfb\u7edf\u6027\u7684\u6280\u80fd\u7ec4\u5408\u80fd\u529b\uff0c\u5373\u6a21\u578b\u80fd\u591f\u5c06\u5df2\u7ecf\u638c\u63e1\u7684\u539f\u5b50\u6280\u80fd\u6309\u7167\u7ed3\u6784\u5316\u65b9\u5f0f\u8fdb\u884c\u7ec4\u5408\uff0c\u5e76\u5c06\u8fd9\u4e00\u7ec4\u5408\u7b56\u7565\u6cdb\u5316\u5230\u66f4\u9ad8\u96be\u5ea6\u7684\u95ee\u9898\uff0c\u751a\u81f3\u8fc1\u79fb\u5230\u5b8c\u5168\u4e0d\u540c\u7684\u4efb\u52a1\u4e2d\u3002<\/p>\n<p>\u7814\u7a76\u4e2d\u901a\u8fc7\u8bbe\u8ba1 20 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f(g(x))\uff09\u6267\u884c\u7ed3\u679c\u7684\u80fd\u529b\u3002<\/p>\n<p>\u7531\u4e8e\u51fd\u6570\u968f\u673a\u547d\u540d\uff0c\u6ca1\u6709\u6a21\u578b\u5177\u5907\u8be5\u4efb\u52a1\u7684\u539f\u5b50\u80fd\u529b\u3002\u56e0\u6b64\u4e3a\u4e86\u5355\u72ec\u8bad\u7ec3\u6a21\u578b\u5728\u8be5\u4efb\u52a1\u4e0a\u7684\u539f\u5b50\u80fd\u529b\uff0c\u5728\u6570\u636e\u6536\u96c6\u9636\u6bb5\uff0c\u7814\u7a76\u8005\u9996\u5148\u5728 Prompt \u4e2d\u63d0\u4f9b\u660e\u786e\u7684\u51fd\u6570\u5b9a\u4e49\u4ee5\u53ca\u5355\u51fd\u6570\u7684\u8f93\u51fa\u9884\u6d4b\u9898\u76ee\uff0c\u83b7\u53d6\u6a21\u578b\u751f\u6210\u7684\u601d\u7ef4\u94fe\u4e0e\u9884\u6d4b\u7ed3\u679c\uff0c\u4e14\u4ec5\u4fdd\u7559\u6b63\u786e\u6837\u672c\u3002<\/p>\n<p>\u968f\u540e\u5728 SFT\uff08\u76d1\u7763\u5fae\u8c03\uff09\u9636\u6bb5\uff0c\u7814\u7a76\u8005\u79fb\u9664\u4e86 Prompt 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1fc11ea8eb690882226ffa3fba7a838e.png\"><\/a><\/p>\n<p>\u8fdb\u4e00\u6b65\u7684\u5bf9\u7167\u5b9e\u9a8c\u663e\u793a\uff0c\u4ec5\u63d0\u4f9b\u7ec4\u5408\u8bad\u7ec3\u6570\u636e\u5e76\u4e0d\u8db3\u4ee5\u4ea7\u751f\u8fd9\u79cd\u80fd\u529b\u3002\u7814\u7a76\u56e2\u961f\u5728\u5b8c\u5168\u76f8\u540c\u7684\u4e8c\u5c42\u7ec4\u5408\u6570\u636e\u4e0a\uff0c\u7528\u76d1\u7763\u5b66\u4e60\u66ff\u4ee3\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\uff0c\u53d1\u73b0\u8fd9\u4e2a\u6a21\u578b\u5728\u4e09\u5c42\u7ec4\u5408\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u59cb\u7ec8\u5904\u4e8e\u6781\u4f4e\u6c34\u5e73\uff0c\u751a\u81f3\u5728\u540c\u4e00\u96be\u5ea6\u4f46\u51fd\u6570\u4e0d\u540c\u7684\u4e8c\u5c42\u7ec4\u5408\u6d4b\u8bd5\u4e2d\u4e5f\u8868\u73b0\u4e0d\u7a33\u5b9a\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u7a33\u5b9a\u89e3\u51b3\u4e8c\u5c42\u7ec4\u5408\u95ee\u9898\uff0c\u8fd8\u80fd\u7cfb\u7edf\u6027\u5730\u5916\u63a8\u5230\u66f4\u6df1\u5c42\u7684\u7ec4\u5408\u4efb\u52a1\uff0c\u8bf4\u660e\u771f\u6b63\u8d77\u5173\u952e\u4f5c\u7528\u7684\u662f\u5f3a\u5316\u5b66\u4e60\u6240\u5f15\u5165\u7684\u7ed3\u679c\u9a71\u52a8\u3001\u63a2\u7d22\u673a\u5236\u4e0e\u7b56\u7565\u66f4\u65b0\u8fc7\u7a0b\uff0c\u5b83\u4eec\u5171\u540c\u4fc3\u4f7f\u6a21\u578b\u5f62\u6210\u65b0\u7684\u63a8\u7406\u7ed3\u6784\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-01ad980cbf5c187a086115094318866b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-01ad980cbf5c187a086115094318866b.png\"><\/a><\/p>\n<p>\u7814\u7a76\u8fd8\u901a\u8fc7\u8de8\u4efb\u52a1\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8fd9\u79cd\u7ec4\u5408\u80fd\u529b\u7684\u901a\u7528\u6027\uff1a\u5982\u679c\u6a21\u578b\u5728A\u3001B\u4efb\u52a1\u4e0a\u5b66\u4e60\u4e86\u539f\u5b50\u80fd\u529b\uff0c\u4ec5\u5728A\u4efb\u52a1\u4e0a\u8fdb\u884c\u5408\u9002\u7684\u7ec4\u5408\u80fd\u529b\u5f3a\u5316\u5b66\u4e60\uff0c\u6a21\u578b\u5c31\u80fd\u5c06\u8be5\u80fd\u529b\u6cdb\u5316\u81f3B\u4efb\u52a1\u4e0a\u3002\u5728SFT\u9636\u6bb5\uff0c\u9664\u4e86\u5148\u524d\u63d0\u53ca\u7684\u51fd\u6570\u8f93\u51fa\u9884\u6d4b\u4efb\u52a1\uff0c\u7814\u7a76\u4eba\u5458\u6df7\u5165\u4e86\u53e6\u4e00\u4e2a\u4efb\u52a1\uff0cCountdown\u4efb\u52a1\u7684SFT\u6570\u636e\uff0c\u4ee5\u4f7f\u5f97\u6a21\u578b\u540c\u6837\u5177\u5907Countdown\u4efb\u52a1\u7684\u539f\u5b50\u80fd\u529b\u3002\u800c\u5728\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\uff0c\u4ecd\u7136\u53ea\u5728\u5305\u542b\u4e8c\u5c42\u5d4c\u5957\u51fd\u6570\u7684\u8f93\u51fa\u9884\u6d4b\u4efb\u52a1\u4e0a\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<p>\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0c\u5c3d\u7ba1\u672a\u5728Countdown\u4efb\u52a1\u4e0a\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u4ec5\u5728\u590d\u5408\u51fd\u6570\u8f93\u51fa\u9884\u6d4b\u4e0a\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u540e\u7684\u6a21\u578b\u5728\u591a\u6b65Countdown\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e5f\u53d6\u5f97\u4e86\u660e\u663e\u63d0\u5347\u3002\u8fd9\u8868\u660e\u5f3a\u5316\u5b66\u4e60\u83b7\u5f97\u7684\u5e76\u975e\u7279\u5b9a\u4e8e\u5b57\u7b26\u4e32\u4efb\u52a1\u7684\u6280\u5de7\uff0c\u800c\u662f\u4e00\u79cd\u80fd\u591f\u7ec4\u7ec7\u548c\u8c03\u5ea6\u5df2\u6709\u539f\u5b50\u6280\u80fd\u7684\u901a\u7528\u80fd\u529b\uff0c\u5373\u4e00\u79cd\u5143\u6280\u80fd\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u8fc1\u79fb\u4e5f\u662f\u6709\u6761\u4ef6\u7684\uff0c\u5728\u5176\u4ed6\u4efb\u52a1\u4e0a\u5b66\u5230\u7684\u7ec4\u5408\u80fd\u529b\u5e76\u4e0d\u80fd\u6cdb\u5316\u5230\u6a21\u578b\u4e0d\u5177\u5907\u539f\u5b50\u80fd\u529b\u7684\u4efb\u52a1\u4e0a\uff0c\u5373SFT\u9636\u6bb5\u5982\u679c\u672a\u5b66\u4e60Countdown\u7684\u539f\u5b50\u80fd\u529b\uff0c\u6a21\u578b\u5728\u5f3a\u5316\u5b66\u4e60\u540e\u65e0\u6cd5\u5b8c\u6210Countdown\u4efb\u52a1\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-b6b42907fc44e9f92c434a0392259311.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-b6b42907fc44e9f92c434a0392259311.png\"><\/a><\/p>\n<p>\u9488\u5bf9\u201c\u5f3a\u5316\u5b66\u4e60\u53ea\u662f\u5c06 pass@k \u538b\u7f29\u4e3a 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ICLR\u3001ICML \u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u53ca arXiv \u4e0a\u53d1\u8868\u591a\u9879\u7814\u7a76\u6210\u679c\uff0c\u63d0\u51fa\u5e76\u53c2\u4e0e\u6784\u5efa\u4e86 UltraFeedback\u3001Eurus \u7b49\u5177\u6709\u5f71\u54cd\u529b\u7684\u6570\u636e\u96c6\u4e0e\u65b9\u6cd5\uff0c\u5bf9\u63a8\u52a8\u5927\u6a21\u578b\u8bad\u7ec3\u8303\u5f0f\u548c\u53cd\u9988\u589e\u5f3a\u5b66\u4e60\u7814\u7a76\u4ea7\u751f\u4e86\u79ef\u6781\u5f71\u54cd\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-b985556fceaa6dfb15a79ef1de31f760.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-b985556fceaa6dfb15a79ef1de31f760.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/lifan-yuan.github.io\/<\/p>\n<p>\u8bba\u6587\u7684\u53e6\u4e00\u4f4d\u4e00\u4f5c\u4e3a\u9648\u7eac\u6cfd\uff0c\u76ee\u524d\u5728\u6e05\u534e\u5927\u5b66\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u9a8c\u5ba4\u653b\u8bfb\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u535a\u58eb\uff0c\u5e08\u4ece\u5218\u77e5\u8fdc\u6559\u6388\u3002<\/p>\n<p>\u9648\u7eac\u6cfd\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u6db5\u76d6\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u3001\u667a\u80fd\u4ee3\u7406\u7cfb\u7edf\u3001\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5b66\u4e60\u4ee5\u53ca\u5f3a\u5316\u5b66\u4e60\u4e0e\u5956\u52b1\u5efa\u6a21\u7b49\u9886\u57df\uff0c\u5c24\u5176\u5173\u6ce8\u5982\u4f55\u63d0\u5347\u8bed\u8a00\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u63a8\u7406\u3001\u534f\u4f5c\u4e0e\u53ef\u63a8\u5e7f\u6027\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4ed6\u5728\u6784\u5efa\u589e\u5f3a\u578b LLM \u57fa\u7840\u67b6\u6784\u3001\u5956\u52b1\u5efa\u6a21\uff08Reward Modeling\uff09\u3001\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4f18\u5316\u3001\u96be\u5ea6\u611f\u77e5\u8bad\u7ec3\u7b49\u65b9\u5411\u53d6\u5f97\u4e86\u4e00\u7cfb\u5217\u91cd\u8981\u6210\u679c\uff0c\u5e76\u79ef\u6781\u53c2\u4e0e\u591a\u9879\u9886\u5148\u7684\u7814\u7a76\u9879\u76ee\uff0c\u5728\u63a8\u52a8\u8bed\u8a00\u6a21\u578b\u6027\u80fd\u6548\u7387\u4e0e\u6cdb\u5316\u80fd\u529b\u63d0\u5347\u65b9\u9762\u505a\u51fa\u4e86\u8d21\u732e\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e3b\u8981\u4f5c\u8005\u6216\u5171\u540c\u4f5c\u8005\uff0c\u9648\u7eac\u6cfd\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u9876\u7ea7\u4f1a\u8bae\u4e0e\u671f\u520a\uff08\u5982 ACL\u3001Findings of ACL 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-52673008a3035fada776574bee6e0867.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/weizechen.com\/<\/p>\n<p>\u8bba\u6587\u7684\u901a\u8baf\u5f55\u4f5c\u8005\u4e3a\u5218\u77e5\u8fdc\uff0c\u4ed6\u662f\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\uff0c\u517c\u4efb\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u7406\u4e8b\u3001\u793e\u4f1a\u5a92\u4f53\u5904\u7406\u4e13\u59d4\u4f1a\u526f\u4e3b\u4efb\u7b49\u5b66\u672f\u804c\u52a1\u3002<\/p>\n<p>\u5218\u77e5\u8fdc\u5206\u522b\u4e8e 2006 \u5e74\u3001 2011 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-e097d04cca79bfa218a5392e701bdc58.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/www.stingning.cn<\/p>\n<p>\u7b2c\u4e09\u4f4d\u901a\u8baf\u5f55\u4f5c\u8005\u4e3a\u5d14\u6de6\u6e20\uff0c\u76ee\u524d\u5728\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u62c5\u4efb\u9752\u5e74\u79d1\u5b66\u5bb6\uff0c\u5e76\u4e8e\u6e05\u534e\u5927\u5b66\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u9a8c\u5ba4\u83b7\u5f97\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u535a\u58eb\u5b66\u4f4d\uff0c\u5bfc\u5e08\u4e3a\u5218\u77e5\u8fdc\u6559\u6388\u3002<\/p>\n<p>\u5d14\u6de6\u6e20\u7684\u7814\u7a76\u65b9\u5411\u4e3b\u8981\u5305\u62ec\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u3001\u5f3a\u5316\u5b66\u4e60\uff0c\u540c\u65f6\u4ed6\u4e5f\u65e9\u671f\u4ece\u4e8b\u56fe\u795e\u7ecf\u7f51\u7edc\u53ca\u5176\u5728\u56fe\u8868\u793a\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u7814\u7a76\u3002<\/p>\n<p>\u4ed6\u8fd8\u79ef\u6781\u63a8\u8fdb\u5f00\u6e90\u9879\u76ee\u548c\u5de5\u5177\u7684\u5efa\u8bbe\uff0c\u5e76\u56e0\u5728\u8bed\u8a00\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u4e0e\u5bf9\u9f50\u9886\u57df\u7684\u7a81\u51fa\u8d21\u732e\u83b7\u5f97\u5305\u62ec 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       <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/iTSJTcmP2k93GUaD.html\" target=\"_blank\">\u6e05\u534e\u5218\u77e5\u8fdc\u56e2\u961f\u8bba\u6587\uff1a\u5728\u4e25\u683c\u53ef\u63a7\u73af\u5883\u4e0b\u91cd\u65b0\u56de\u7b54\u300c\u5f3a\u5316\u5b66\u4e60\u80fd\u5426\u6559\u4f1a\u5927\u6a21\u578b\u65b0\u80fd\u529b\u300d\u4e28ICLR 2026<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u89c4\u6a21\u548c\u9884\u8bad\u7ec3\u5f3a\u5ea6\u7684\u4e0d\u65ad\u63d0\u5347 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