{"id":36621,"date":"2025-01-15T06:01:36","date_gmt":"2025-01-14T22:01:36","guid":{"rendered":"https:\/\/17aitech.com\/?p=36621"},"modified":"2025-01-15T06:01:36","modified_gmt":"2025-01-14T22:01:36","slug":"%e8%bf%9eopenai%e9%83%bd%e6%8e%a8%e4%b8%8d%e5%8a%a8scaling-law%e4%ba%86%ef%bc%9fmit%e6%8a%8a%e3%80%8c%e6%b5%8b%e8%af%95%e6%97%b6%e8%ae%ad%e7%bb%83%e3%80%8d%e7%b3%bb%e7%bb%9f%e7%a0%94%e7%a9%b6%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36621","title":{"rendered":"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-12-7\" target=\"_blank\">\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def<\/a><\/p>\n<section>\u6628\u5929\uff0cThe Information \u7684<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942531&amp;idx=1&amp;sn=2fabcd16a94b0966864aaf18c6338faf&amp;chksm=84e7e83db390612ba4c23146860447fb0a5f16731407506d61eda74763c8042e03909147952e&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4e00\u7bc7\u6587\u7ae0<\/a>\u8ba9 AI \u793e\u533a\u70b8\u4e86\u9505\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u6587\u7ae0\u900f\u9732\uff0cOpenAI \u4e0b\u4e00\u4ee3\u65d7\u8230\u6a21\u578b\u7684\u8d28\u91cf\u63d0\u5347\u5e45\u5ea6\u4e0d\u53ca\u524d\u4e24\u6b3e\u65d7\u8230\u6a21\u578b\u4e4b\u95f4\u7684\u8d28\u91cf\u63d0\u5347\uff0c\u56e0\u4e3a\u9ad8\u8d28\u91cf\u6587\u672c\u548c\u5176\u4ed6\u6570\u636e\u7684\u4f9b\u5e94\u91cf\u6b63\u5728\u51cf\u5c11\uff0c\u539f\u672c\u7684 Scaling Law\uff08\u7528\u66f4\u591a\u7684\u6570\u636e\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff09\u53ef\u80fd\u65e0\u4ee5\u4e3a\u7ee7\u3002\u6b64\u5916\uff0cOpenAI \u7814\u7a76\u8005 Noam Brown \u6307\u51fa\uff0c\u66f4\u5148\u8fdb\u7684\u6a21\u578b\u53ef\u80fd\u5728\u7ecf\u6d4e\u4e0a\u4e5f\u4e0d\u5177\u6709\u53ef\u884c\u6027\uff0c\u56e0\u4e3a\u82b1\u8d39\u6570\u5343\u4ebf\u751a\u81f3\u6570\u4e07\u4ebf\u7f8e\u5143\u8bad\u7ec3\u51fa\u7684\u6a21\u578b\u4f1a\u5f88\u96be\u76c8\u5229\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u6587\u7ae0\u5f15\u53d1\u4e86\u4e1a\u754c\u5bf9\u4e8e\u672a\u6765 AI \u8fed\u4ee3\u65b9\u5411\u7684\u8ba8\u8bba \u2014\u2014 \u867d\u7136 Scaling Law \u653e\u7f13\u8fd9\u4e00\u8bf4\u6cd5\u4ee4\u4eba\u62c5\u5fe7\uff0c\u4f46\u5176\u4e2d\u4e5f\u4e0d\u4e4f\u4e50\u89c2\u7684\u58f0\u97f3\u3002\u6709\u4eba\u8ba4\u4e3a\uff0c\u867d\u7136\u4ece\u9884\u8bad\u7ec3\u6765\u770b\uff0cScaling Law \u53ef\u80fd\u4f1a\u653e\u7f13\uff1b\u4f46\u6709\u5173\u63a8\u7406\u7684 Scaling Law \u8fd8\u672a\u88ab\u5145\u5206\u6316\u6398\uff0cOpenAI o1 \u7684\u53d1\u5e03\u5c31\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\u5b83\u4ece\u540e\u8bad\u7ec3\u9636\u6bb5\u5165\u624b\uff0c\u501f\u52a9\u5f3a\u5316\u5b66\u4e60\u3001\u539f\u751f\u7684\u601d\u7ef4\u94fe\u548c\u66f4\u957f\u7684\u63a8\u7406\u65f6\u95f4\uff0c\u628a\u5927\u6a21\u578b\u7684\u80fd\u529b\u53c8\u5f80\u524d\u63a8\u4e86\u4e00\u6b65\u3002\u8fd9\u79cd\u8303\u5f0f\u88ab\u79f0\u4e3a\u300c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u300d\uff0c\u76f8\u5173\u65b9\u6cd5\u5305\u62ec\u601d\u7ef4\u94fe\u63d0\u793a\u3001\u591a\u6570\u6295\u7968\u91c7\u6837\uff08self-consistency\uff09\u3001\u4ee3\u7801\u6267\u884c\u548c\u641c\u7d22\u7b49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b80ec61a08325ae23ea03b692301510.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b80ec61a08325ae23ea03b692301510.png\"><\/a><\/section>\n<section>\u5176\u5b9e\uff0c\u9664\u4e86\u6d4b\u8bd5\u65f6\u8ba1\u7b97\uff0c\u8fd8\u6709\u53e6\u5916\u4e00\u4e2a\u8fd1\u6765\u975e\u5e38\u53d7\u5173\u6ce8\u7684\u6982\u5ff5 \u2014\u2014 \u6d4b\u8bd5\u65f6\u8bad\u7ec3\uff08 Test-Time Training \uff0cTTT\uff09\uff0c\u4e8c\u8005\u90fd\u8bd5\u56fe\u5728\u6d4b\u8bd5\uff08\u63a8\u7406\uff09\u9636\u6bb5\u901a\u8fc7\u4e0d\u540c\u7684\u624b\u6bb5\u6765\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4f46 TTT \u4f1a\u6839\u636e\u6d4b\u8bd5\u65f6\u8f93\u5165\uff0c\u901a\u8fc7\u663e\u5f0f\u7684\u68af\u5ea6\u6b65\u9aa4\u66f4\u65b0\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u540c\u4e8e\u6807\u51c6\u7684\u5fae\u8c03\uff0c\u56e0\u4e3a\u5b83\u662f\u5728\u4e00\u4e2a\u6570\u636e\u91cf\u6781\u4f4e\u7684\u73af\u5883\u4e2d\u8fd0\u884c\u7684 \u2014\u2014 \u901a\u5e38\u662f\u901a\u8fc7\u5355\u4e2a\u8f93\u5165\u7684\u65e0\u76d1\u7763\u76ee\u6807\uff0c\u6216\u5e94\u7528\u4e8e\u4e00\u4e2a\u6216\u4e24\u4e2a in-context \u6807\u6ce8\u793a\u4f8b\u7684\u6709\u76d1\u7763\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0cTTT \u65b9\u6cd5\u7684\u8bbe\u8ba1\u7a7a\u95f4\u5f88\u5927\u3002\u76ee\u524d\uff0c\u5bf9\u4e8e\u54ea\u4e9b\u8bbe\u8ba1\u9009\u62e9\u5bf9 LM\uff08\u7279\u522b\u662f\u5bf9\u65b0\u4efb\u52a1\u5b66\u4e60\uff09\u6700\u6709\u6548\uff0c\u4eba\u4eec\u7684\u4e86\u89e3\u8fd8\u5f88\u6709\u9650\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e00\u7bc7\u65b0\u8bba\u6587\u4e2d\uff0c\u6765\u81ea MIT \u7684\u7814\u7a76\u8005\u7cfb\u7edf\u5730\u7814\u7a76\u4e86\u5404\u79cd TTT \u8bbe\u8ba1\u9009\u62e9\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u5b83\u4e0e\u9884\u8bad\u7ec3\u548c\u91c7\u6837\u65b9\u6848\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u770b\u8d77\u6765\uff0cTTT \u7684\u6548\u679c\u975e\u5e38\u597d\uff0c\u81f3\u5c11\u4ece\u8bba\u6587\u6807\u9898\u4e0a\u770b\uff0c\u5b83\u7684\u62bd\u8c61\u63a8\u7406\u80fd\u529b\u60ca\u4eba\uff08surprising\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e9ba27a91d01d888a6541d7b64d8bb97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e9ba27a91d01d888a6541d7b64d8bb97.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aThe Surprising Effectiveness of Test-Time Training for Abstract Reasoning<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/ekinakyurek.github.io\/papers\/ttt.pdf<\/p>\n<\/li>\n<\/ul>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u786e\u5b9a\u4e86\u5c06 TTT \u6709\u6548\u5e94\u7528\u4e8e few-shot \u5b66\u4e60\u7684\u51e0\u4e2a\u5173\u952e\u8981\u7d20\uff1a<\/section>\n<ol>\n<li>\n<p>\u5728\u4e0e\u6d4b\u8bd5\u65f6\u7c7b\u4f3c\u7684\u5408\u6210\u4efb\u52a1\u4e0a\u8fdb\u884c\u521d\u59cb\u5fae\u8c03\uff1b<\/p>\n<\/li>\n<li>\n<p>\u7528\u4e8e\u6784\u5efa\u6d4b\u8bd5\u65f6\u6570\u636e\u96c6\u7684\u589e\u5f3a\u578b leave-1-out \u4efb\u52a1\u751f\u6210\u7b56\u7565\uff1b<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u9002\u7528\u4e8e\u6bcf\u4e2a\u5b9e\u4f8b\u7684\u9002\u5e94\u5668\uff1b<\/p>\n<\/li>\n<li>\n<p>\u53ef\u9006\u53d8\u6362\u4e0b\u7684\u81ea\u6211\u4e00\u81f4\u6027\uff08self-consistency\uff09\u65b9\u6cd5\u3002<\/p>\n<\/li>\n<\/ol>\n<section>\u5b9e\u9a8c\u73af\u8282\uff0c\u7814\u7a76\u8005\u5728\u62bd\u8c61\u4e0e\u63a8\u7406\u8bed\u6599\u5e93\uff08ARC\uff09\u4e2d\u5bf9\u8fd9\u4e9b\u65b9\u6cd5\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002ARC \u8bed\u6599\u5e93\u6536\u96c6\u4e86\u5f88\u591a\u6781\u5177\u6311\u6218\u6027\u7684 few-shot \u89c6\u89c9\u63a8\u7406\u95ee\u9898\uff0c\u88ab\u8ba4\u4e3a\u662f\u6d4b\u8bd5 LM \u6cdb\u5316\u6781\u9650\u7684\u7406\u60f3\u57fa\u51c6\u3002\u76ee\u524d\u7684\u5927\u591a\u8bed\u8a00\u6a21\u578b\u5728 ARC \u4e0a\u5747\u8868\u73b0\u4e0d\u4f73\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d4b353a88dc50828ec5980c771a9e8dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d4b353a88dc50828ec5980c771a9e8dc.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ARC \u63a8\u7406\u4efb\u52a1\u793a\u4f8b\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u662f\u4e00\u7ec4\u7c7b\u4f3c\u4e8e\u667a\u529b\u6d4b\u8bd5\u7684\u95ee\u9898\uff0c\u6a21\u578b\u9700\u8981\u627e\u5230\u56fe\u5f62\u53d8\u6362\u7684\u89c4\u5219\uff0c\u4ee5\u63a8\u5bfc\u6700\u540e\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u90e8\u5206\u7684\u7cbe\u5fc3\u9009\u62e9\uff0cTTT \u53ef\u4ee5\u663e\u8457\u63d0\u9ad8 LM \u5728 ARC \u4e0a\u7684\u6027\u80fd \u2014\u2014 \u5728 1B \u6a21\u578b\u4e0a\u5c06\u51c6\u786e\u7387\u63d0\u9ad8\u5230\u539f\u6765\u7684 6 \u500d\uff0c\u4f7f\u7528 8B \u6a21\u578b\u65f6\u4e5f\u8d85\u8fc7\u5176\u5b83\u5df2\u53d1\u5e03\u7684 SOTA \u7eaf\u795e\u7ecf\u6a21\u578b\u65b9\u6cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-10a2c51953d03da38857cb0bca6e6fed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-10a2c51953d03da38857cb0bca6e6fed.png\"><\/a><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u914d\u5907\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u65f6\uff0c\u666e\u901a\u7684\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728 ARC \u4efb\u52a1\u4e0a\u8fbe\u5230\u6216\u8d85\u8fc7\u8bb8\u591a\u795e\u7ecf &#8211; \u7b26\u53f7\u65b9\u6cd5\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u7ed3\u679c\u6311\u6218\u4e86\u8fd9\u6837\u4e00\u4e2a\u5047\u8bbe\uff1a\u89e3\u51b3\u8fd9\u7c7b\u590d\u6742\u4efb\u52a1\u5fc5\u987b\u4e25\u683c\u4f9d\u8d56\u7b26\u53f7\u7ec4\u4ef6\u3002\u76f8\u53cd\uff0c\u5b83\u4eec\u8868\u660e\u89e3\u51b3\u65b0\u63a8\u7406\u95ee\u9898\u7684\u5173\u952e\u56e0\u7d20\u53ef\u80fd\u662f\u5728\u6d4b\u8bd5\u65f6\u5206\u914d\u9002\u5f53\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4e5f\u8bb8\u4e0e\u8fd9\u4e9b\u8d44\u6e90\u662f\u901a\u8fc7\u7b26\u53f7\u8fd8\u662f\u795e\u7ecf\u673a\u5236\u90e8\u7f72\u65e0\u5173\u3002<\/section>\n<section><\/section>\n<section>\u6570\u636e\u79d1\u5b66\u5bb6 Yam Peleg \u9ad8\u5ea6\u8bc4\u4ef7\u4e86\u8fd9\u9879\u7814\u7a76\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cbb02323a7e3e569312ef3f024ba1fd3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cbb02323a7e3e569312ef3f024ba1fd3.png\"><\/a><\/section>\n<section>\u7f8e\u56fd Jackson \u5b9e\u9a8c\u5ba4\u57fa\u56e0\u7ec4\u5b66\u90e8\u6559\u6388 Derya Unutmaz \u5219\u8868\u793a\u8fd9\u662f\u4e00\u9879\u300c\u4ee4\u4eba\u9707\u60ca\u7684\u7814\u7a76\u300d\uff0c\u56e0\u4e3a\u5982\u679c TTT \u4e0e LLM \u76f8\u7ed3\u5408\u8db3\u4ee5\u5b9e\u73b0\u62bd\u8c61\u63a8\u7406\uff0c\u6211\u4eec\u5c31\u6709\u53ef\u80fd\u6d88\u9664\u5bf9\u663e\u5f0f\u3001\u8001\u5f0f\u7b26\u53f7\u903b\u8f91\u7684\u9700\u6c42\uff0c\u5e76\u627e\u5230\u5b9e\u73b0 AGI \u7684\u53ef\u884c\u9014\u5f84\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2d2b4172c2bc0b3a99fe3c2c19255d75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2d2b4172c2bc0b3a99fe3c2c19255d75.png\"><\/a><\/section>\n<section>\u4e0d\u8fc7\uff0c\u8fc7\u5b8c\u4e00\u5173\u8fd8\u6709\u4e00\u5173\uff1aEpoch AI \u4e0e 60 \u591a\u4f4d\u9876\u5c16\u6570\u5b66\u5bb6\u5408\u4f5c\u6253\u9020\u7684 FrontierMath\uff0c\u5df2\u7ecf\u6210\u4e3a\u8bc4\u4f30\u4eba\u5de5\u667a\u80fd\u9ad8\u7ea7\u6570\u5b66\u63a8\u7406\u80fd\u529b\u7684\u65b0\u57fa\u51c6\uff0c\u6050\u6015\u63a5\u4e0b\u6765\u5404\u4f4d AI \u7814\u7a76\u8005\u6709\u7684\u5fd9\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d4801b32d4f0ebd7bce0fcb30279866e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d4801b32d4f0ebd7bce0fcb30279866e.png\"><\/a><\/section>\n<section><strong>\u8bba\u6587\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u7814\u7a76\u4e86\u73b0\u6709\u7684\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u7406\u5ff5\uff1a\u6839\u636e\u6d4b\u8bd5\u8f93\u5165\u6784\u5efa\u8f85\u52a9\u6570\u636e\u96c6\uff0c\u5e76\u5728\u9884\u6d4b\u524d\u66f4\u65b0\u6a21\u578b\u3002\u4f46\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u7684\u662f\uff0c\u5e94\u8be5\u5728\u54ea\u4e9b\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3001\u8fdb\u884c\u54ea\u79cd\u63a8\u7406\u4ee5\u53ca\u4ece\u54ea\u4e2a\u57fa\u7840\u6a21\u578b\u5f00\u59cb\uff1f<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u4e3a ARC \u6311\u6218\u8d5b\u63d0\u4f9b\u4e86\u4e00\u7ec4\u5e7f\u6cdb\u7684\u6d88\u878d\u6570\u636e\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u8fdb\u884c\u4e86\u4e09\u9879\u5206\u6790\uff0c\u4ee5\u56de\u7b54\u5982\u4f55\u8fdb\u884c TTT\uff0c\u4ee5\u53ca TTT \u4e4b\u524d\u548c\u4e4b\u540e\u8981\u505a\u4ec0\u4e48\u3002<\/section>\n<section><\/section>\n<section><strong>TTT \u9700\u8981\u4ec0\u4e48\u6570\u636e\uff1f \u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u5c1d\u8bd5\u4e86\u4e24\u79cd\u4e0d\u540c\u7684 TTT \u6570\u636e\u751f\u6210\u65b9\u5f0f\uff1a\u4e00\u662f in-context learning\uff08ICL\uff09\u683c\u5f0f\uff1b\u53e6\u4e00\u79cd\u662f\u7aef\u5230\u7aef\u683c\u5f0f\u3002\u5728 ICL \u4e2d\uff0c\u4f5c\u8005\u4ece\u7ed9\u5b9a\u7684\u6d4b\u8bd5\u6f14\u793a\u4e2d\u521b\u5efa leave-1-out \u4efb\u52a1\u3002\u5728 E2E \u4e2d\uff0c\u4ed6\u4eec\u5c06\u6bcf\u4e2a i\/o \u5bf9\u89c6\u4e3a\u4e00\u4e2a\u5355\u72ec\u7684\u4efb\u52a1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-59237be34faf0b1290a2b322ccfa5873.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-59237be34faf0b1290a2b322ccfa5873.png\"><\/a><\/section>\n<section>\u4ed6\u4eec\u8fd8\u5e94\u7528\u4e86\u4e00\u4e9b\u51e0\u4f55\u53d8\u6362\u6765\u6269\u5145\u6570\u636e\uff1b\u8bf7\u770b\u4e0a\u56fe\u4e2d ICL \u4efb\u52a1\u662f\u5982\u4f55\u751f\u6210\u7684\u3002\u4ed6\u4eec\u4f7f\u7528\u8fd9\u4e9b\u751f\u6210\u7684\u4efb\u52a1\uff0c\u7528 LoRA \u66f4\u65b0\u4ed6\u4eec\u7684\u6a21\u578b\u3002\u4ed6\u4eec\u53d1\u73b0\uff0cICL \u4f18\u4e8e e2e \u4efb\u52a1\uff0c\u6570\u636e\u589e\u5f3a\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d611bbc26aa082ceae77137d7c0667f9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d611bbc26aa082ceae77137d7c0667f9.png\"><\/a><\/section>\n<section>\u4ed6\u4eec\u7528 LoRA \u66f4\u65b0\u4e86\u6a21\u578b\u3002\u4f46\u95ee\u9898\u662f\uff0c\u5e94\u8be5\u4e3a\u6bcf\u4e2a\u6d4b\u8bd5\u4efb\u52a1\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684 LoRA\uff0c\u8fd8\u662f\u4f7f\u7528\u4ece\u6240\u6709\u6d4b\u8bd5\u4efb\u52a1\u751f\u6210\u7684\u6570\u636e\u96c6\u8bad\u7ec3\u4e00\u4e2a\u5171\u4eab\u7684 LoRA\uff1f\u4ed6\u4eec\u53d1\u73b0\uff0c\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u8bad\u7ec3 LoRA \u8981\u597d\u5f97\u591a (FT + TTT vs Shared-TTT\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-01a9a7b995bb3e098e3a98d507a1e239.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-01a9a7b995bb3e098e3a98d507a1e239.png\"><\/a><\/section>\n<section><strong>TTT \u4e4b\u540e\u7684\u63a8\u7406<br \/><\/strong><\/section>\n<section><\/section>\n<section>ARC \u4e2d\u6ca1\u6709 CoT\uff0c\u56e0\u6b64\u65e0\u6cd5\u901a\u8fc7\u591a\u6570\u6295\u7968\u6765\u6539\u8fdb\u63a8\u7406\u3002\u7814\u7a76\u8005\u5bf9\u6b64\u7684\u505a\u6cd5\u4e0e TTT \u76f8\u540c\uff1a\u521b\u5efa\u5c11\u91cf\u4efb\u52a1\uff0c\u7136\u540e\u7528\u53ef\u9006\u51fd\u6570\u5bf9\u5176\u8fdb\u884c\u53d8\u6362\u3002\u4e8e\u662f\u6709\u4e86\u4e00\u5806\u7ecf\u8fc7\u53d8\u6362\u7684\u539f\u59cb\u4efb\u52a1\u8f93\u5165\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-314ffdcf9bc9081c0db22ea14dcea65e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-314ffdcf9bc9081c0db22ea14dcea65e.png\"><\/a><\/section>\n<section>\u7814\u7a76\u8005\u8f93\u5165\u53d8\u6362\u540e\u7684\u8f93\u5165\uff0c\u7136\u540e\u5c06\u8f93\u51fa\u53cd\u8f6c\u56de\u6765\u3002\u73b0\u5728\uff0c\u4ed6\u4eec\u53ef\u4ee5\u4ece\u591a\u6570\u8868\u51b3\u4e2d\u83b7\u76ca\u66f4\u591a\u3002\u4ed6\u4eec\u5c06\u5176\u547d\u540d\u4e3a\u300c\u53ef\u9006\u53d8\u6362\u4e0b\u7684 self-consistency\u300d\u3002\u5b83\u6bd4\u4efb\u4f55\u5355\u4e00\u53d8\u6362\u7684\u9884\u6d4b\u6548\u679c\u90fd\u8981\u597d\uff0c\u5206\u5c42\u6295\u7968\u7684\u4f18\u52bf\u66f4\u5927\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de05021b6a79d6d60a6ba4080f05ba08.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de05021b6a79d6d60a6ba4080f05ba08.png\"><\/a><\/section>\n<section><strong>TTT \u524d\u7684\u5fae\u8c03<\/strong><\/section>\n<section><\/section>\n<section>\u4f60\u9700\u8981\u5fae\u8c03\u4e00\u4e2a\u57fa\u7840 LM\uff0c\u4f46\u4e0d\u9700\u8981\u592a\u591a\u65b0\u6570\u636e\u3002\u6839\u636e\u8bad\u7ec3\u4efb\u52a1\u7684\u91cd\u73b0 + \u5c11\u91cf\u51e0\u4f55\u53d8\u6362\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5c31\u80fd\u83b7\u5f97\u4e0d\u9519\u7684\u5f97\u5206\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8becacac3fd70957ef73e0e379c85ee8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8becacac3fd70957ef73e0e379c85ee8.png\"><\/a><\/section>\n<section>\u7814\u7a76\u8005\u5c1d\u8bd5\u4e86\u5927\u91cf\u57fa\u4e8e LM \u7684\u5408\u6210\u6570\u636e\uff0c\u4f46\u610f\u5916\u5730\u53d1\u73b0\uff0c\u8fd9\u4e9b\u6570\u636e\u5e76\u6ca1\u6709\u4ec0\u4e48\u5e2e\u52a9\u3002\u6709\u8da3\u7684\u662f\uff0cTTT \u7f29\u5c0f\u4e86\u4e0d\u540c\u7ea7\u522b\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fc434d1b24421e956f532918e07c8d4e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fc434d1b24421e956f532918e07c8d4e.png\"><\/a><\/section>\n<section><strong>\u4ee5 ARC \u6765\u68c0\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u62bd\u8c61\u63a8\u7406\u8bed\u6599\u5e93\uff08ARC\uff09\u65e8\u5728\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u89c6\u89c9\u8c1c\u9898\u7684\u80fd\u529b\u6765\u8bc4\u4f30\u5176\u62bd\u8c61\u63a8\u7406\u80fd\u529b\u3002\u5982\u56fe 1 (b) \u6240\u793a\uff0c\u6bcf\u4e2a\u8c1c\u9898\uff08\u4ee5\u4e0b\u7b80\u79f0\u4efb\u52a1\uff09\u90fd\u662f\u7531\u8f93\u5165 &#8211; \u8f93\u51fa\u5bf9\u7ec4\u6210\u7684\u4e8c\u7ef4\u7f51\u683c\uff08\u6700\u5927\u5c3a\u5bf8\u4e3a 30 \u00d7 30\uff09\uff0c\u5176\u4e2d\u5305\u542b\u6700\u591a 10 \u79cd\u4e0d\u540c\u989c\u8272\u7684\u5f62\u72b6\u6216\u56fe\u6848\u3002\u901a\u8fc7\u5e94\u7528\u76f4\u89c2\u3001\u5171\u4eab\u7684\u53d8\u6362\u89c4\u5219\u6216\u51fd\u6570 y = f (x)\uff0c\u53ef\u4ee5\u83b7\u5f97\u6bcf\u5bf9\u7f51\u683c\u7684\u8f93\u51fa\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u4e9b\u53d8\u6362\u5177\u6709\u9ad8\u5ea6\u591a\u6837\u6027\u548c\u590d\u5408\u6027\uff0c\u65e2\u6709\u7b80\u5355\u7684\u6982\u5ff5\uff0c\u5982\u53cd\u5c04\u548c\u8ba1\u6570\uff0c\u4e5f\u6709\u66f4\u590d\u6742\u7684\u6982\u5ff5\uff0c\u5982\u65bd\u52a0\u5f15\u529b\u548c\u8def\u5f84\u67e5\u627e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-15d5dc96536ecbba9ea7814b461876c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-15d5dc96536ecbba9ea7814b461876c3.png\"><\/a><\/section>\n<section>ARC \u4e2d\u7684\u6bcf\u9879\u4efb\u52a1\u90fd\u7531\u8bad\u7ec3\u548c\u6d4b\u8bd5\u4e24\u90e8\u5206\u7ec4\u6210\u3002\u7ed9\u5b9a\u8bad\u7ec3\u6837\u672c\u96c6\uff0c\u76ee\u6807\u662f\u901a\u8fc7\u63a8\u7406\u6f5c\u5728\u53d8\u6362\uff0c\u9884\u6d4b\u6d4b\u8bd5\u8f93\u5165 x^test \u7684\u6d4b\u8bd5\u8f93\u51fa y^test\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-55f6985a367bf45f9e3d1d97d2c48149.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-55f6985a367bf45f9e3d1d97d2c48149.png\"><\/a>\u8868\u793a\u4e00\u4e2a\u4efb\u52a1\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-890ff1504b255ad18ca22b1368fba05a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-890ff1504b255ad18ca22b1368fba05a.png\"><\/a>\uff0c\u5373 ARC \u4efb\u52a1\u7684\u96c6\u5408\u3002ARC \u6570\u636e\u96c6\u7684\u539f\u59cb\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u5404\u7531 400 \u4e2a\u4efb\u52a1\u7ec4\u6210\u3002\u6210\u529f\u6807\u51c6\u8981\u6c42\u5bf9\u6240\u6709\u6d4b\u8bd5\u8f93\u51fa\u7ed3\u679c\u8fdb\u884c\u7cbe\u786e\u5339\u914d\uff08\u5982\u679c\u6ca1\u6709\u7ed9\u51fa\u90e8\u5206\u5206\u6570\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5927\u591a\u6570 ARC \u65b9\u6cd5\u53ef\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a\u7a0b\u5e8f\u5408\u6210\u548c fully neural\uff08\u5168\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5\uff09\u3002\u7a0b\u5e8f\u5408\u6210\u8bd5\u56fe\u9996\u5148\u627e\u5230\u53d8\u6362\u51fd\u6570 f\uff0c\u7136\u540e\u5c06\u5176\u5e94\u7528\u4e8e\u6d4b\u8bd5\u6837\u672c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5168\u795e\u7ecf\u65b9\u6cd5\u8bd5\u56fe\u76f4\u63a5\u9884\u6d4b\u8f93\u51fa y \u6d4b\u8bd5\uff0c\u53ea\u662f\u9690\u542b\u5730\u63a8\u7406\u5e95\u5c42\u53d8\u6362\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u8005\u91c7\u7528\u4e86\u5168\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5\uff0c\u4f7f\u7528 LM \u6765\u9884\u6d4b\u6d4b\u8bd5\u8f93\u51fa\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u9996\u5148\u4f7f\u7528\u4e86\u5728\u6587\u672c\u6570\u636e\uff08\u6ca1\u6709\u89c6\u89c9\u7f16\u7801\u5668\uff09\u4e0a\u9884\u8bad\u7ec3\u8fc7\u7684 LM\u3002\u4e3a\u4e86\u5411\u8fd9\u4e9b\u6a21\u578b\u63d0\u4f9b ARC \u6837\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u9700\u8981\u4e00\u4e2a\u683c\u5f0f\u5316\u51fd\u6570\uff08\u7528 str \u8868\u793a\uff09\uff0c\u5c06\u4e8c\u7ef4\u7f51\u683c\u8f6c\u6362\u4e3a\u6587\u672c\u8868\u793a\u3002\u4ee5\u524d\u7684\u4e00\u4e9b\u5de5\u4f5c\u5c06\u6837\u672c\u8868\u793a\u4e3a\u4e00\u4e32\u6570\u5b57\u6216 color word\uff0c\u6216\u6807\u6709\u5f62\u72b6\u548c\u4f4d\u7f6e\u7684\u8fde\u63a5\u7ec4\u4ef6\u5217\u8868\u3002\u7ed9\u5b9a\u4efb\u52a1\u7684\u4efb\u4f55\u6b64\u7c7b\u5b57\u7b26\u4e32\u8868\u793a\uff0c\u90fd\u53ef\u4ee5\u5c06\u5176\u5448\u73b0\u7ed9 LM\uff0c\u5e76\u901a\u8fc7\u7b80\u77ed\u63d0\u793a\u8fdb\u884c\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0c\u5728\u5bf9 80 \u9879\u4efb\u52a1\u8fdb\u884c\u5f00\u53d1\u5b9e\u9a8c\u4e4b\u540e\uff0c\u7814\u7a76\u8005\u5c55\u793a\u4e86 ARC \u5168\u90e8\u516c\u5171\u8bc4\u4f30\u96c6\u7684\u7efc\u5408\u7ed3\u679c\uff0c\u5e76\u5c06\u672c\u6587\u7cfb\u7edf\u4e0e\u73b0\u6709\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5206\u6790\u4e3b\u8981\u96c6\u4e2d\u5728\u4e09\u4e2a\u65b9\u9762\uff1a\u672c\u6587 TTT \u65b9\u6cd5\u7684\u5f71\u54cd\u3001\u672c\u6587\u65b9\u6cd5\u4e0e\u73b0\u6709\u65b9\u6cd5\u76f8\u7ed3\u5408\u7684\u76ca\u5904\u3001\u5168\u795e\u7ecf\u65b9\u6cd5\u4e0e\u7a0b\u5e8f\u5408\u6210\u65b9\u6cd5\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u7684\u5f71\u54cd\u3002\u7814\u7a76\u8005\u5c06\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u5e94\u7528\u4e8e\u672c\u6587\u7684\u57fa\u7840\u5fae\u8c03\u6a21\u578b\uff08\u6ca1\u6709\u4efb\u4f55 LM \u6570\u636e\u7684\u5fae\u8c03 8B \u6a21\u578b\uff09\u3002TTT \u5c06\u51c6\u786e\u7387\u4ece 39.3% \u63d0\u9ad8\u5230 47.1%\uff0c\u8d85\u8fc7\u4e86\u73b0\u6709\u7aef\u5230\u7aef\u795e\u7ecf\u6a21\u578b\u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u73b0\u6709\u65b9\u6cd5\u7684\u6574\u5408\u3002\u6700\u8fd1\u7684\u4e00\u9879\u5de5\u4f5c\u5f15\u5165\u4e86 BARC\uff0c\u901a\u8fc7\u7ed3\u5408\u795e\u7ecf\u548c\u7a0b\u5e8f\u5408\u6210\u65b9\u6cd5\u5b9e\u73b0\u4e86 54.4% \u7684\u51c6\u786e\u7387\uff0c\u8fd9\u662f\u6b64\u524d\u516c\u5f00\u53d1\u8868\u7684\u6700\u9ad8\u7ed3\u679c\u3002\u867d\u7136\u8fd9\u91cc\u7684\u5168\u795e\u7ecf\u65b9\u6cd5\u4e0e\u672c\u6587\u7cfb\u7edf\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f46\u672c\u6587 TTT \u548c\u63a8\u7406 pipeline \u6709\u51e0\u4e2a\u989d\u5916\u7684\u7ec4\u4ef6\u53ef\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002\u7279\u522b\u662f\uff0c\u672c\u6587\u7684\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u5305\u62ec\u6bcf\u4e2a\u4efb\u52a1\u7684 LoRA \u548c\u66f4\u5927\u7684\u589e\u5f3a\u96c6\uff0c\u800c\u9884\u6d4b pipeline \u5305\u62ec\u53ef\u9006\u53d8\u6362\u4e0b\u7684\u589e\u5f3a\u63a8\u7406\u548c\u5206\u5c42 self-consistency \u6295\u7968\u65b9\u6848\u3002\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u79cd\u6539\u8fdb\uff0c\u7814\u7a76\u8005\u5c06\u672c\u6587\u7684 TTT pipeline \u5e94\u7528\u4e8e BARC \u7684\u5168\u795e\u7ecf\u6a21\u578b\uff0c\u51c6\u786e\u7387\u8fbe\u5230\u4e86 53%\uff0c\u6bd4\u6700\u521d\u7684 TTT \u65b9\u6cd5\u63d0\u9ad8\u4e86 35%\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u4e9b\u7ed3\u679c\u7684\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u8005\u63a2\u7d22\u4e86\u672c\u6587\u65b9\u6cd5\u4e0e BARC \u7ec4\u4ef6\u7684\u5404\u79cd\u7ec4\u5408\uff1a<\/section>\n<ul>\n<li>\n<p>\u5c06\u672c\u6587\u7684 TTT pipeline \u4e0e\u795e\u7ecf\u6a21\u578b\u4e0e BARC \u5408\u6210\u5668\u76f8\u7ed3\u5408\uff0c\u51c6\u786e\u7387\u63d0\u9ad8\u5230 58.5%\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06\u672c\u6587\u7684 TTT pipeline \u4e0e BARC \u795e\u7ecf\u6a21\u578b\u548c\u5408\u6210\u5668\u76f8\u7ed3\u5408\uff0c\u51c6\u786e\u7387\u63d0\u9ad8\u5230 61.9%\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-29e9ab1818ce5ac2ca53fcaaf739c08f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-29e9ab1818ce5ac2ca53fcaaf739c08f.png\"><\/a><\/section>\n<section>\u8fd9\u4e00\u6700\u7ec8\u914d\u7f6e\u5728 ARC \u516c\u5171\u8bc4\u4f30\u96c6\u4e0a\u5b9e\u73b0\u4e86\u65b0\u7684 SOTA \u6c34\u5e73\uff0c\u4e0e 60.2% \u7684\u4eba\u7c7b\u5e73\u5747\u6027\u80fd\u76f8\u5f53\u3002\u5f53\u7136\uff0c\u8fd9\u662f\u4e00\u6b21\u91cd\u5927\u8fdb\u6b65\uff0c\u4f46\u4e0e\u4eba\u7c7b 97.8% \u7684\u6700\u4f73\u8868\u73b0\u4ecd\u6709\u5f88\u5927\u5dee\u8ddd\uff0c\u8868\u660e\u4ecd\u6709\u8fdb\u4e00\u6b65\u63d0\u9ad8\u7684\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u7a0b\u5e8f\u751f\u6210\u548c\u7aef\u5230\u7aef\u5efa\u6a21\u7684\u5bf9\u6bd4\u3002\u7a0b\u5e8f\u5408\u6210\u548c\u7528\u4e8e ARC \u7684\u5168\u795e\u7ecf\u9884\u6d4b\u5668\u5177\u6709\u5f88\u5f3a\u7684\u4e92\u8865\u6027\uff0c\u5373\u4f7f\u5728\u76f8\u540c\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bad\u7ec3\u4e5f\u662f\u5982\u6b64\u3002\u6b64\u524d\u7684\u7aef\u5230\u7aef\u795e\u7ecf\u6a21\u578b\u53ea\u80fd\u89e3\u51b3\u7a0b\u5e8f\u5408\u6210\u6a21\u578b\u6240\u89e3\u51b3\u4efb\u52a1\u7684 42.2%\u3002\u7136\u800c\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u5f53\u914d\u5907\u672c\u6587\u7684 TTT pipeline \u65f6\uff0cBARC \u7684\u5fae\u8c03\u5168\u795e\u7ecf\u6a21\u578b\u53ef\u4ee5\u89e3\u51b3\u7a0b\u5e8f\u5408\u6210\u6a21\u578b\u6240\u89e3\u51b3\u4efb\u52a1\u7684 73.5%\u3002\u8fd9\u8868\u660e\uff0c\u672c\u6587\u7684 TTT pipeline \u5927\u5927\u63d0\u9ad8\u4e86\u795e\u7ecf\u6a21\u578b\u5b66\u4e60\u7cfb\u7edf\u63a8\u7406\u6a21\u5f0f\u7684\u80fd\u529b\uff0c\u4e0e\u7a0b\u5e8f\u5408\u6210\u6a21\u578b\u6240\u6355\u6349\u5230\u7684\u63a8\u7406\u6a21\u5f0f\u7c7b\u4f3c\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u7814\u7a76\u7ec6\u8282\uff0c\u53ef\u53c2\u8003\u539f\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/x.com\/akyurekekin\/status\/1855680791784600013<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-12-7\" target=\"_blank\">\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8 [&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":[68],"class_list":["post-36621","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def - \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=36621\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def\",\"datePublished\":\"2025-01-14T22:01:36+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621\"},\"wordCount\":187,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-3b80ec61a08325ae23ea03b692301510.png\",\"keywords\":[\"\u5927\u6a21\u578b\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=36621#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=36621\",\"name\":\"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-3b80ec61a08325ae23ea03b692301510.png\",\"datePublished\":\"2025-01-14T22:01:36+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=36621\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-3b80ec61a08325ae23ea03b692301510.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/frc-3b80ec61a08325ae23ea03b692301510.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=36621#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def\"}]},{\"@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\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"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":"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def - \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=36621","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=36621#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=36621"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def","datePublished":"2025-01-14T22:01:36+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=36621"},"wordCount":187,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=36621#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b80ec61a08325ae23ea03b692301510.png","keywords":["\u5927\u6a21\u578b"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=36621#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36621","url":"https:\/\/17aitech.com\/?p=36621","name":"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36621#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36621#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b80ec61a08325ae23ea03b692301510.png","datePublished":"2025-01-14T22:01:36+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36621#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36621"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36621#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b80ec61a08325ae23ea03b692301510.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b80ec61a08325ae23ea03b692301510.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36621#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u8fdeOpenAI\u90fd\u63a8\u4e0d\u52a8Scaling Law\u4e86\uff1fMIT\u628a\u300c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u300d\u7cfb\u7edf\u7814\u7a76\u4e86\u4e00\u904d\uff0c\u53d1\u73b0\u8fd8\u6709\u8def"}]},{"@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":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","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\/36621","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=36621"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36621\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36621"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36621"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36621"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}