{"id":39088,"date":"2025-03-01T08:01:44","date_gmt":"2025-03-01T00:01:44","guid":{"rendered":"https:\/\/17aitech.com\/?p=39088"},"modified":"2025-03-01T08:01:44","modified_gmt":"2025-03-01T00:01:44","slug":"iclr-2025%ef%bd%9c%e6%b5%99%e5%a4%a7%e3%80%81%e5%8d%83%e9%97%ae%e5%8f%91%e5%b8%83%e9%a2%84%e8%ae%ad%e7%bb%83%e6%95%b0%e6%8d%ae%e7%ae%a1%e7%90%86%e5%99%a8dataman%ef%bc%8c53%e9%a1%b5%e7%bb%86%e8%8a%82","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39088","title":{"rendered":"ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-28-8\" target=\"_blank\">ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u6587\u7ae0\u5168\u9762\u63a2\u8ba8\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u6570\u636e\u9009\u62e9\u4e0a\u7684\u91cd\u8981\u6027\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a DataMan \u7684\u6570\u636e\u7ba1\u7406\u5668\uff0c\u7528\u4e8e\u5bf9\u9884\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u8d28\u91cf\u8bc4\u5206\u548c\u9886\u57df\u8bc6\u522b\uff0c\u4ee5\u4f18\u5316 LLMs \u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u672c\u6587\u7531\u6d59\u6c5f\u5927\u5b66\u548c\u963f\u91cc\u5df4\u5df4\u5343\u95ee\u56e2\u961f\u5171\u540c\u5b8c\u6210\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728 Scaling Law \u80cc\u666f\u4e0b\uff0c\u9884\u8bad\u7ec3\u7684\u6570\u636e\u9009\u62e9\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002\u7136\u800c\u73b0\u6709\u7684\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u6709\u9650\u7684\u542f\u53d1\u5f0f\u548c\u4eba\u7c7b\u7684\u76f4\u89c9\uff0c\u7f3a\u4e4f\u5168\u9762\u548c\u660e\u786e\u7684\u6307\u5bfc\u65b9\u9488\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e2a<strong>\u6570\u636e\u7ba1\u7406\u5668 DataMan<\/strong>\uff0c\u5176\u53ef\u4ee5\u4ece 14 \u4e2a\u8d28\u91cf\u8bc4\u4f30\u7ef4\u5ea6\u5bf9 15 \u4e2a\u5e38\u89c1\u5e94\u7528\u9886\u57df\u7684\u9884\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u5168\u9762\u8d28\u91cf\u8bc4\u5206\u548c\u9886\u57df\u8bc6\u522b\u3002\u901a\u8fc7\u5927\u91cf\u7684\u5b9e\u9a8c\uff0c\u5229\u7528 DataMan \u6240\u7b5b\u9009\u51fa\u7684\u90e8\u5206\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff0c\u80dc\u7387\u6700\u9ad8\u53ef\u8fbe 78.5%\uff0c\u4e14\u6027\u80fd\u8d85\u8fc7\u591a\u4f7f\u7528 50% \u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fe653e746b1b8289ee220ac61b7d8fb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fe653e746b1b8289ee220ac61b7d8fb4.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDataMan: Data Manager for Pre-training Large Language Models<\/p>\n<\/li>\n<li>\n<p>\u4f5c\u8005\u5355\u4f4d\uff1a\u6d59\u6c5f\u5927\u5b66 &amp; \u963f\u91cc\u5df4\u5df4<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.19363<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u4e00.\u00a0\u9006\u5411\u53cd\u601d\u6307\u5bfc\u8d28\u91cf\u6807\u51c6<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u6570\u636e\u5728\u6a21\u578b\u6027\u80fd\u63d0\u5347\u4e2d\u7684\u4f5c\u7528\u8d8a\u6765\u8d8a\u53d7\u5230\u5173\u6ce8\u3002\u73b0\u6709\u7684\u6570\u636e\u9009\u62e9\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u4e8e\u6709\u9650\u7684\u624b\u5de5\u89c4\u5219\u548c\u76f4\u89c9\uff0c\u7f3a\u4e4f\u5168\u9762\u548c\u660e\u786e\u7684\u6307\u5bfc\u539f\u5219\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f5c\u8005\u4eec\u63d0\u51fa\u4e86 \u201c<strong>\u9006\u5411\u601d\u7ef4<\/strong>\u201d\uff08reverse thinking\uff09\u7684\u6982\u5ff5\uff0c\u5373\u901a\u8fc7\u63d0\u793a LLMs \u81ea\u6211\u8bc6\u522b\u54ea\u4e9b\u8d28\u91cf\u6807\u51c6\u5bf9\u5176\u6027\u80fd\u6709\u76ca\uff0c\u6765\u6307\u5bfc\u6570\u636e\u9009\u62e9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1fb71df5e33d65105f5264d89197baf4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1fb71df5e33d65105f5264d89197baf4.png\"><\/a><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u5171\u5206\u4e3a\u56db\u6b65\uff1a<\/section>\n<section><\/section>\n<section>1\uff09\u5206\u6790\u6587\u672c\u56f0\u60d1\u5ea6\u7684\u5f02\u5e38\uff1a\u901a\u8fc7\u5206\u6790\u9884\u8bad\u7ec3\u6240\u4f7f\u7528\u7684\u6587\u672c\u6570\u636e\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u56f0\u60d1\u5ea6\uff08PPL\uff09\u5904\u4e8e\u524d 2% \u548c\u540e 2% \u7684\u6587\u672c\uff0c\u6765\u7406\u89e3\u54ea\u4e9b\u6587\u672c\u7279\u5f81\u4e0e\u56f0\u60d1\u5ea6\u5f02\u5e38\u6709\u5173\u3002\u8be5\u6b65\u4f7f\u7528\u4e00\u4e2a\u8d85\u7ea7 LLM\uff08Super LLM\uff09\u6765\u5206\u6790\u8fd9\u4e9b\u5f02\u5e38\u73b0\u8c61\u80cc\u540e\u7684\u539f\u56e0\uff0c\u5e76\u8bd5\u56fe\u627e\u51fa\u54ea\u4e9b\u6587\u672c\u7279\u5f81\u5bf9 LLM \u7684\u6027\u80fd\u6709\u79ef\u6781\u5f71\u54cd\u3002<\/section>\n<section>2\uff09\u8fed\u4ee3\u63d0\u70bc\u8d28\u91cf\u6807\u51c6\uff1a\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790\uff0c\u4f5c\u8005\u8fed\u4ee3\u5730\u63d0\u70bc\u51fa\u4e86 13 \u4e2a\u4e0e\u6587\u672c\u8d28\u91cf\u76f8\u5173\u7684\u6807\u51c6\u3002\u8fd9\u4e9b\u6807\u51c6\u5305\u62ec\u51c6\u786e\u6027\u3001\u8fde\u8d2f\u6027\u3001\u8bed\u8a00\u4e00\u81f4\u6027\u3001\u8bed\u4e49\u5bc6\u5ea6\u3001\u77e5\u8bc6\u65b0\u9896\u6027\u3001\u4e3b\u9898\u805a\u7126\u3001\u521b\u9020\u6027\u3001\u4e13\u4e1a\u6027\u3001\u8bed\u6cd5\u591a\u6837\u6027\u3001\u7ed3\u6784\u6807\u51c6\u5316\u3001\u98ce\u683c\u4e00\u81f4\u6027\u3001\u539f\u521b\u6027\u548c\u654f\u611f\u6027\u3002<\/section>\n<section>3\uff09\u6784\u5efa\u5168\u9762\u7684\u8d28\u91cf\u8bc4\u5206\u4f53\u7cfb\uff1a\u9664\u4e86\u4e0a\u8ff0 13 \u4e2a\u8d28\u91cf\u6807\u51c6\u5916\uff0c\u4f5c\u8005\u8fd8\u6784\u5efa\u4e86\u4e00\u4e2a\u7efc\u5408\u6027\u7684\u8bc4\u5206\u6807\u51c6\uff0c\u79f0\u4e3a \u201c\u603b\u4f53\u8bc4\u5206\u201d\uff08Overall Score\uff09\u3002\u8fd9\u4e2a\u8bc4\u5206\u6807\u51c6\u7efc\u5408\u8003\u8651\u4e86\u4e0a\u8ff0 14 \u4e2a\u6807\u51c6\uff0c\u65e8\u5728\u63d0\u4f9b\u4e00\u4e2a\u66f4\u5168\u9762\u7684\u6587\u672c\u8d28\u91cf\u8bc4\u4f30\u3002<\/section>\n<section>4\uff09\u9a8c\u8bc1\u8d28\u91cf\u6807\u51c6\u7684\u6709\u6548\u6027\uff1a\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e9b\u8d28\u91cf\u6807\u51c6\u7684\u6709\u6548\u6027\uff0c\u8d85\u7ea7 LLM \u5c06\u5bf9\u8fd9\u4e9b\u6807\u51c6\u8fdb\u884c\u8bc4\u5206\uff0c\u5e76\u4e0e\u4eba\u7c7b\u8bc4\u5206\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u7ed3\u679c\u663e\u793a\uff0c\u8d85\u7ea7 LLM \u7684\u8bc4\u5206\u4e0e\u4eba\u7c7b\u8bc4\u5206\u6709\u8d85\u8fc7 95% \u7684\u4e00\u81f4\u6027\uff0c\u8fd9\u8868\u660e\u8fd9\u4e9b\u8d28\u91cf\u6807\u51c6\u662f\u6709\u6548\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c.\u00a0\u6570\u636e\u5377\u738b DataMan<\/strong><\/section>\n<section><\/section>\n<section>DataMan \u662f\u4e00\u4e2a\u7efc\u5408\u6027\u7684\u6570\u636e\u7ba1\u7406\u5668\uff0c\u5b83\u80fd\u591f\u5bf9\u6587\u672c\u8fdb\u884c\u8d28\u91cf\u8bc4\u5206\u548c\u9886\u57df\u8bc6\u522b\uff0c\u65e8\u5728\u4fc3\u8fdb\u9884\u8bad\u7ec3\u6570\u636e\u7684\u9009\u62e9\u548c\u6df7\u5408\u3002DataMan \u7684\u8bad\u7ec3\u548c\u7ba1\u7406\u6570\u636e\u7684\u8fc7\u7a0b\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/section>\n<section><\/section>\n<section>1\uff09\u6570\u636e\u6807\u6ce8\uff1aDataMan \u6a21\u578b\u9996\u5148\u5bf9 SlimPajama \u8bed\u6599\u5e93\u8fdb\u884c\u6807\u6ce8\uff0c\u6807\u6ce8\u5185\u5bb9\u5305\u62ec 14 \u4e2a\u8d28\u91cf\u8bc4\u5206\u6807\u51c6\u548c 15 \u4e2a\u5e38\u89c1\u7684\u5e94\u7528\u9886\u57df\u3002\u6807\u6ce8\u8fc7\u7a0b\u901a\u8fc7\u63d0\u793a Super LLM \u751f\u6210\u6587\u672c\u7684\u8bc4\u5206\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u8bc4\u5206\u6765\u521b\u5efa\u4e00\u4e2a\u7528\u4e8e\u6a21\u578b\u5fae\u8c03\u7684\u6570\u636e\u96c6\u3002<\/section>\n<section>2\uff09\u6a21\u578b\u5fae\u8c03\uff1a\u4f7f\u7528 Qwen2-1.5B \u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u6587\u672c\u751f\u6210\u635f\u5931\u8fdb\u884c\u5fae\u8c03\u3002\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0cDataMan \u6a21\u578b\u5b66\u4e60\u5982\u4f55\u6839\u636e\u7ed9\u5b9a\u7684\u6587\u672c\u81ea\u52a8\u8bc4\u5206\u548c\u8bc6\u522b\u9886\u57df\u3002<\/section>\n<section>3\uff09\u6570\u636e\u91c7\u6837\uff1a\u57fa\u4e8e DataMan \u6a21\u578b\u5bf9\u6570\u636e\u7684\u8d28\u91cf\u8bc4\u5206\u548c\u9886\u57df\u8bc6\u522b\uff0c\u53ef\u4ee5\u91c7\u7528\u4e0d\u540c\u7684\u6570\u636e\u91c7\u6837\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u901a\u8fc7 top-k \u91c7\u6837\uff0c\u6839\u636e\u8d28\u91cf\u8bc4\u5206\u548c\u9886\u57df\u5206\u5e03\u6982\u7387\uff0c\u4ece\u6e90\u548c\u9886\u57df\u5206\u5e03\u4e2d\u91c7\u6837\u6570\u636e\uff0c\u4ee5\u6700\u5927\u5316\u6837\u672c\u7684\u4ee3\u8868\u6027\uff0c\u540c\u65f6\u786e\u4fdd\u6570\u636e\u6e90\u548c\u9886\u57df\u7684\u591a\u6837\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a8d2dfed9f2c83944d041ea089801238.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a8d2dfed9f2c83944d041ea089801238.png\"><\/a><\/section>\n<section><strong>\u4e09.\u00a0\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>DataPajama\uff1aDataPajama \u662f\u4e00\u4e2a\u7ecf\u8fc7\u6e05\u6d17\u548c\u53bb\u91cd\u7684 447B token \u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\uff0c\u5176\u5df2\u7ecf\u7531 DataMan \u6a21\u578b\u4e3a\u5176\u7684\u6bcf\u4e2a\u6587\u6863\u6253\u4e0a 14 \u4e2a\u8d28\u91cf\u8bc4\u5206\u548c 15 \u4e2a\u9886\u57df\u7c7b\u578b\u6807\u7b7e\u3002\u5c3d\u7ba1\u8fd9\u4e00\u8fc7\u7a0b\u5f88\u6602\u8d35\uff08\u7b49\u4e8e 1146 NVIDIA A800 \u5c0f\u65f6\uff09\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u5927\u89c4\u6a21\u7684\u5e76\u884c\u5316\u548c\u4f4e\u6210\u672c\u7684 DataMan \u6a21\u578b\u6765\u7f13\u89e3\uff0c\u4ee5\u53ef\u4ee5\u670d\u52a1\u4e8e\u5404\u79cd\u76ee\u7684\uff0c\u5982\u6570\u636e\u9009\u62e9\u3001\u6570\u636e\u6df7\u5408\u6216\u7279\u5b9a\u9886\u57df\u7684\u6301\u7eed\u9884\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u6570\u636e\u9009\u62e9\uff1a\u8be5\u7814\u7a76\u4f7f\u7528\u4e0d\u540c\u7684\u6570\u636e\u9009\u62e9\u65b9\u6cd5\u4ece DataPajama \u4e2d\u9009\u62e9 30B token \u7684\u5b50\u96c6\u8fdb\u884c\u5b9e\u9a8c\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<section>1\uff09Uniform\uff1a\u968f\u673a\u9009\u62e9\u30022\uff09DSIR\uff1a\u4f7f\u7528\u91cd\u8981\u6027\u91cd\u91c7\u6837\uff08DSIR\uff09\u65b9\u6cd5\u9009\u62e9\u4e0e\u82f1\u8bed\u7ef4\u57fa\u767e\u79d1\u6216\u4e66\u7c4d\u9886\u57df\u76f8\u4f3c\u7684\u6587\u6863\u30023\uff09Perplexity Filtering\uff1a\u57fa\u4e8e\u56f0\u60d1\u5ea6\u8fc7\u6ee4\u6570\u636e\u30024\uff09Sample with Qurating\uff1a\u6839\u636e Qurating \u63d0\u51fa\u7684\u56db\u4e2a\u8d28\u91cf\u6807\u51c6\uff08\u5199\u4f5c\u98ce\u683c\u3001\u4e8b\u5b9e\u3001\u6559\u80b2\u4ef7\u503c\u548c\u6240\u9700\u4e13\u4e1a\u77e5\u8bc6\uff09\u8fdb\u884c\u91c7\u6837\u30025\uff09Sample with DataMan\uff1a\u57fa\u4e8e DataMan \u7684 13 \u4e2a\u8d28\u91cf\u6807\u51c6\u8fdb\u884c\u91c7\u6837\u3002<\/section>\n<section><\/section>\n<section>\u6a21\u578b\u8bad\u7ec3\uff1a\u4f7f\u7528 Sheared-Llama-1.3B \u6a21\u578b\u67b6\u6784\uff0c\u5bf9\u4ece DataPajama \u4e2d\u9009\u62e9\u7684 30B token \u5b50\u96c6\u8fdb\u884c\u8bad\u7ec3\u3002\u8bad\u7ec3\u8bbe\u7f6e\u5305\u62ec\u4f7f\u7528 RoPE \u5d4c\u5165\u548c SwiGLU \u6fc0\u6d3b\u51fd\u6570\uff0c\u4ee5\u53ca Adam \u4f18\u5316\u5668\u7b49\u3002<\/section>\n<section><\/section>\n<section><strong>\u56db.\u00a0\u5b9e\u9a8c\u53d1\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\uff0c\u8be5\u7814\u7a76\u9a8c\u8bc1\u4e86 DataMan \u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u5e76\u5c55\u793a\u4e86\u4f7f\u7528 DataMan \u9009\u62e9\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u4f18\u5f02\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>Dataman \u6027\u80fd\u5982\u4f55\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u8868\u6240\u793a\uff0c\u4f7f\u7528 DataMan \u9009\u62e9\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u8bed\u8a00\u5efa\u6a21\u3001\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u548c\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u4e0a\u5747\u4f18\u4e8e\u4f7f\u7528\u5747\u5300\u91c7\u6837\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u6b64\u5916\uff0c\u4f7f\u7528 DataMan \u7684 13 \u4e2a\u8d28\u91cf\u6807\u51c6\u8fdb\u884c\u91c7\u6837\uff0c\u76f8\u8f83\u4e8e\u4f7f\u7528\u5747\u5300\u91c7\u6837\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08ICL\uff09\u4efb\u52a1\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-458610c402263af7a75714096c4a2eb3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-458610c402263af7a75714096c4a2eb3.png\"><\/a><\/section>\n<section>\u5728\u6307\u4ee4\u8ddf\u968f\u6027\u80fd\u4e0a\uff0c\u4f5c\u8005\u4eec\u7684\u6a21\u578b\u59cb\u7ec8\u8d85\u8fc7 SOTA \u57fa\u7ebf\uff0c\u603b\u4f53\u5f97\u5206\u8fbe\u5230\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u80dc\u7387 78.5%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ddeafa11e7cdc131c7816522eb443a7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ddeafa11e7cdc131c7816522eb443a7e.png\"><\/a><\/section>\n<section><strong>\u5728\u5782\u76f4\u9886\u57df\u4e0a\u7ee7\u7eed\u9884\u8bad\u7ec3\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4eec\u5e94\u7528 DataMan \u7684\u9886\u57df\u8bc6\u522b\u6765\u8fc7\u6ee4\u533b\u5b66\u3001\u6cd5\u5f8b\u548c\u91d1\u878d\u9886\u57df\u7684\u5782\u7c7b\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u7ee7\u7eed\u9884\u8bad\u7ec3\u4ee5\u5f97\u5230\u9886\u57df\u7279\u5b9a\u7684\u6a21\u578b\u3002\u5982\u56fe\u6240\u793a\uff0c\u6a21\u578b\u6027\u80fd\u5f97\u5230\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u8fd9\u9a8c\u8bc1\u4e86 DataMan \u7684\u57df\u6df7\u5408\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-02faebe68674e0404a24934eb085cb08.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-02faebe68674e0404a24934eb085cb08.png\"><\/a><\/section>\n<section><strong>\u6570\u636e\u91cf\u4e0e\u6a21\u578b\u6027\u80fd\u7684\u5173\u7cfb\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4f7f\u7528\u540c\u6837\u7684\u65b9\u6cd5\u62bd\u6837\u91c7\u6837\u4e86\u4e00\u4e2a\u66f4\u5927\u7684 60B \u5b50\u96c6\uff0c\u4ee5\u63a2\u7a76\u6570\u636e\u91cf\u7684\u5f71\u54cd\u3002\u5982\u4e0b\u8868\u6240\u793a\uff0c\u6a21\u578b\u5728 ICL \u7b49\u4e0b\u6e38\u4efb\u52a1\u4e2d\u90fd\u53d6\u5f97\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ab7fcdb40e98b12cab67158cdd081ff6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ab7fcdb40e98b12cab67158cdd081ff6.png\"><\/a><\/section>\n<section><strong>PPL \u4e0e ICL \u7684\u5931\u8c03\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u6211\u4eec\u7ed8\u5236\u4e86 10 \u4e2a\u4e0b\u6e38\u4efb\u52a1\u4e2d\u6240\u6709\u6a21\u578b\u7684\u56f0\u60d1\u5ea6\uff08PPL\uff09\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08ICL\uff09\u6027\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5305\u62ec Pearson \u548c Spearman \u76f8\u5173\u7cfb\u6570\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u9519\u4f4d\u5728 LogiQA \u548c MMLU \u4efb\u52a1\u4e2d\u6700\u4e3a\u660e\u663e\u3002\u66f4\u6df1\u5165\u7684\u5206\u6790\u786e\u5b9a\u4e86\u4e24\u4e2a\u4e3b\u8981\u539f\u56e0\uff1ai)- \u57df\u4e0d\u5339\u914d\uff1a\u9884\u8bad\u7ec3\u901a\u5e38\u4f7f\u7528\u5e7f\u6cdb\u7684\u901a\u7528\u8bed\u6599\u5e93\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u5728\u4e00\u4e2a\u516c\u5171\u6587\u672c\u4e0a\u8868\u73b0\u51fa\u8f83\u4f4e\u7684\u56f0\u60d1\u5ea6\u3002\u7136\u800c\uff0c\u50cf MMLU \u8fd9\u6837\u7684\u4efb\u52a1\uff0c\u5b83\u8de8\u8d8a\u4e86 57 \u4e2a\u4e0d\u540c\u7684\u4e13\u95e8\u9886\u57df\uff08\u5982\u62bd\u8c61\u4ee3\u6570\u548c\u89e3\u5256\u5b66\uff09\uff0c\u53ef\u80fd\u4f1a\u56e0\u4e3a\u57df\u4e0d\u5339\u914d\u5c14\u5728 ICL \u4e2d\u53d7\u5230\u5f71\u54cd\u3002ii)-ICL \u4efb\u52a1\u7684\u590d\u6742\u6027\uff1a\u8bb8\u591a ICL \u4efb\u52a1\u9700\u8981\u590d\u6742\u7684\u63a8\u7406\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u7684\u6587\u672c\u751f\u6210\uff0c\u800c\u56f0\u60d1\u6027\u8bc4\u4f30\u96be\u4ee5\u6355\u83b7\u3002\u8fd9\u4e00\u70b9\u5728 LogiQA \u4e2d\u5c24\u4e3a\u660e\u663e\uff0c\u8be5\u4efb\u52a1\u901a\u8fc7\u6765\u81ea\u516c\u52a1\u5458\u8003\u8bd5\u4e2d\u7684\u4e13\u5bb6\u64b0\u5199\u7684\u95ee\u9898\u6765\u8bc4\u4f30\u4eba\u7c7b\u7684\u903b\u8f91\u63a8\u7406\u6280\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fff666c24c466e91417bb57f572e2def.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fff666c24c466e91417bb57f572e2def.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-28-8\" target=\"_blank\">ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ICLR 2025\uff5c\u6d59 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[81],"class_list":["post-39088","post","type-post","status-publish","format-standard","hentry","category-news","tag-81"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39088\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=39088\",\"url\":\"https:\/\/17aitech.com\/?p=39088\",\"name\":\"ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=39088#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=39088#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png\",\"datePublished\":\"2025-03-01T00:01:44+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=39088#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=39088\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=39088#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=39088#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=39088","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=39088","url":"https:\/\/17aitech.com\/?p=39088","name":"ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=39088#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=39088#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png","datePublished":"2025-03-01T00:01:44+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=39088#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=39088"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=39088#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d6618a20e0329b0fba2faf25dff519bd.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=39088#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"ICLR 2025\uff5c\u6d59\u5927\u3001\u5343\u95ee\u53d1\u5e03\u9884\u8bad\u7ec3\u6570\u636e\u7ba1\u7406\u5668DataMan\uff0c53\u9875\u7ec6\u8282\u6ee1\u6ee1"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39088","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39088"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39088\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39088"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39088"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39088"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}