{"id":36467,"date":"2025-01-12T01:00:22","date_gmt":"2025-01-11T17:00:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=36467"},"modified":"2025-01-12T01:00:22","modified_gmt":"2025-01-11T17:00:22","slug":"%e6%9c%ba%e5%99%a8%e4%ba%ba%e8%bf%88%e5%90%91chatgpt%e6%97%b6%e5%88%bb%ef%bc%81%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e9%a6%96%e6%ac%a1%e5%8f%91%e7%8e%b0%e5%85%b7%e8%ba%ab%e6%99%ba%e8%83%bdscaling-laws","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36467","title":{"rendered":"\u673a\u5668\u4eba\u8fc8\u5411ChatGPT\u65f6\u523b\uff01\u6e05\u534e\u56e2\u961f\u9996\u6b21\u53d1\u73b0\u5177\u8eab\u667a\u80fdScaling Laws"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-01-2\" target=\"_blank\">\u673a\u5668\u4eba\u8fc8\u5411ChatGPT\u65f6\u523b\uff01\u6e05\u534e\u56e2\u961f\u9996\u6b21\u53d1\u73b0\u5177\u8eab\u667a\u80fdScaling Laws<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a6b345ff918a46c772aff9f53dff0c76.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a6b345ff918a46c772aff9f53dff0c76.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<p>\u60f3\u8c61\u8fd9\u6837\u4e00\u4e2a\u573a\u666f\uff1a\u4f60\u6b63\u5728\u706b\u9505\u5e97\u548c\u670b\u53cb\u7545\u804a\uff0c\u4e00\u4e2a\u673a\u5668\u4eba\u719f\u7ec3\u5730\u4e3a\u4f60\u5012\u996e\u6599\u3001\u7aef\u83dc\uff0c\u5b8c\u5168\u4e0d\u9700\u8981\u4f60\u5206\u5fc3\u62db\u547c\u670d\u52a1\u5458\u3002\u8fd9\u4e2a\u542c\u8d77\u6765\u50cf\u79d1\u5e7b\u7684\u573a\u666f\uff0c\u5df2\u7ecf\u88ab\u6e05\u534e\u5927\u5b66\u4ea4\u53c9\u4fe1\u606f\u9662\u7684\u7814\u7a76\u8005\u4eec\u53d8\u6210\u4e86\u73b0\u5b9e\uff01\u4ed6\u4eec\u53d1\u73b0\u4e86\u5177\u8eab\u667a\u80fd\u9886\u57df\u7684 \u201c\u5723\u676f\u201d\u2014\u2014data scaling laws\uff0c\u8ba9\u673a\u5668\u4eba\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u96f6\u6837\u672c\u6cdb\u5316\uff0c\u53ef\u4ee5\u65e0\u9700\u4efb\u4f55\u5fae\u8c03\u5c31\u80fd\u6cdb\u5316\u5230\u5168\u65b0\u7684\u573a\u666f\u548c\u7269\u4f53\u3002\u8fd9\u4e00\u7a81\u7834\u6027\u53d1\u73b0\uff0c\u5f88\u53ef\u80fd\u6210\u4e3a\u673a\u5668\u4eba\u9886\u57df\u7684 \u201cChatGPT \u65f6\u523b\u201d\uff0c\u5f7b\u5e95\u6539\u53d8\u6211\u4eec\u5f00\u53d1\u901a\u7528\u673a\u5668\u4eba\u7684\u65b9\u5f0f\uff01<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650941234&amp;idx=4&amp;sn=c16f003b62b137728db3992a9e3cf721&amp;chksm=84e7e34cb3906a5a3bbc24005d8f3d474b57780f81703c8edced7f087d52bfa8ea6647dcf27a&amp;token=697139052&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8848427eefff6aad663770f1c678cdae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8848427eefff6aad663770f1c678cdae.png\"><\/a><\/a><\/p>\n<p><strong>\u4ece\u706b\u9505\u5e97\u5230\u7535\u68af\uff0c\u673a\u5668\u4eba\u5c55\u73b0\u60ca\u4eba\u6cdb\u5316\u529b<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u53ef\u4e0d\u662f\u53ea\u5728\u5b9e\u9a8c\u5ba4\u91cc\u73a9\u73a9\u5177\u3002\u4ed6\u4eec\u628a\u673a\u5668\u4eba\u5e26\u5230\u4e86\u5404\u79cd\u771f\u5b9e\u573a\u666f\uff1a\u706b\u9505\u5e97\u3001\u5496\u5561\u5385\u3001\u516c\u56ed\u3001\u55b7\u6cc9\u65c1\uff0c\u751a\u81f3\u662f\u7535\u68af\u91cc\u3002\u66f4\u4ee4\u4eba\u9707\u60ca\u7684\u662f\uff0c\u673a\u5668\u4eba\u5728\u8fd9\u4e9b\u524d\u6240\u672a\u89c1\u7684\u73af\u5883\u4e2d\u90fd\u5c55\u73b0\u51fa\u4e86\u8d85\u5f3a\u7684\u9002\u5e94\u80fd\u529b\uff01<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650941234&amp;idx=4&amp;sn=c16f003b62b137728db3992a9e3cf721&amp;chksm=84e7e34cb3906a5a3bbc24005d8f3d474b57780f81703c8edced7f087d52bfa8ea6647dcf27a&amp;token=697139052&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7d82a13cfceccd41d6d86747b25b0cab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7d82a13cfceccd41d6d86747b25b0cab.png\"><\/a><\/a><\/p>\n<p>\u4e3a\u4e86\u786e\u4fdd\u7814\u7a76\u7684\u53ef\u590d\u73b0\u6027\uff0c\u56e2\u961f\u6177\u6168\u5730\u5f00\u6e90\u4e86\u6240\u6709\u8d44\u6e90\uff0c\u5305\u62ec\u8017\u65f6\u534a\u5e74\u6536\u96c6\u7684\u6d77\u91cf\u4eba\u7c7b\u6f14\u793a\u6570\u636e\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8fb9d8bd134060084639025dc63a5928.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8fb9d8bd134060084639025dc63a5928.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aData Scaling Laws in Imitation Learning for Robotic Manipulation<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.18647<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/data-scaling-laws.github.io\/<\/p>\n<\/li>\n<\/ul>\n<p>\u8fde Google DeepMind \u7684\u673a\u5668\u4eba\u4e13\u5bb6 Ted Xiao \u90fd\u5fcd\u4e0d\u4f4f\u4e3a\u8fd9\u9879\u7814\u7a76\u70b9\u8d5e\uff0c\u79f0\u5176\u5bf9\u673a\u5668\u4eba\u5927\u6a21\u578b\u65f6\u4ee3\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\uff01<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5d358b0c54041fe88b9e4c8a74ee8def.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5d358b0c54041fe88b9e4c8a74ee8def.png\"><\/a><\/p>\n<p><strong>Scaling Laws\uff1a\u4ece ChatGPT \u5230\u673a\u5668\u4eba\u7684\u5236\u80dc\u6cd5\u5219<\/strong><\/p>\n<p>\u8fd8\u8bb0\u5f97 ChatGPT \u4e3a\u4ec0\u4e48\u80fd\u6a2a\u7a7a\u51fa\u4e16\u5417\uff1f\u7b54\u6848\u5c31\u662f scaling laws\uff01\u73b0\u5728\uff0c\u6e05\u534e\u56e2\u961f\u9996\u6b21\u8bc1\u660e\uff1a\u8fd9\u4e2a\u6cd5\u5219\u5728\u673a\u5668\u4eba\u9886\u57df\u540c\u6837\u9002\u7528\u3002\u4e8b\u5b9e\u4e0a\uff0c\u771f\u6b63\u7684 scaling laws \u5305\u542b\u6570\u636e\u3001\u6a21\u578b\u548c\u7b97\u529b\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u800c\u672c\u7814\u7a76\u91cd\u70b9\u7a81\u7834\u4e86\u6700\u57fa\u7840\u4e5f\u6700\u5173\u952e\u7684\u6570\u636e\u7ef4\u5ea6\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650941234&amp;idx=4&amp;sn=c16f003b62b137728db3992a9e3cf721&amp;chksm=84e7e34cb3906a5a3bbc24005d8f3d474b57780f81703c8edced7f087d52bfa8ea6647dcf27a&amp;token=697139052&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8f9cbe0aa58e5b153160f019e5d2eede.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8f9cbe0aa58e5b153160f019e5d2eede.png\"><\/a><\/a><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u4f7f\u7528\u4fbf\u643a\u5f0f\u624b\u6301\u5939\u722a UMI\uff0c\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u6536\u96c6\u4e86\u8d85\u8fc7 4 \u4e07\u6761\u4eba\u7c7b\u6f14\u793a\u6570\u636e\u3002\u4ed6\u4eec\u91c7\u7528\u6700\u65b0\u7684 Diffusion Policy \u65b9\u6cd5\u4ece\u8fd9\u4e9b\u6570\u636e\u4e2d\u5b66\u4e60\u673a\u5668\u4eba\u63a7\u5236\u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u60ca\u4eba\u7684 15000 + \u6b21\u5b9e\u673a\u6d4b\u8bd5\u8fdb\u884c\u4e25\u8c28\u8bc4\u4f30\uff0c\u6700\u7ec8\u53d1\u73b0\u4e86\u4e09\u4e2a\u9769\u547d\u6027\u7684\u5e42\u5f8b\u5173\u7cfb\uff1a<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u5bf9\u65b0\u7269\u4f53\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u8bad\u7ec3\u300c\u7269\u4f53\u300d\u6570\u91cf\u5448\u5e42\u5f8b\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5bf9\u65b0\u73af\u5883\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u8bad\u7ec3\u300c\u73af\u5883\u300d\u6570\u91cf\u5448\u5e42\u5f8b\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5bf9\u73af\u5883 &#8211; \u7269\u4f53\u7ec4\u5408\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u8bad\u7ec3\u300c\u73af\u5883 &#8211; \u7269\u4f53\u5bf9\u300d\u7684\u6570\u91cf\u5448\u5e42\u5f8b\u5173\u7cfb\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5984ddcff0073ea0e4daf6a44a275ae5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5984ddcff0073ea0e4daf6a44a275ae5.png\"><\/a><\/p>\n<p>\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\uff1f\u7b80\u5355\u8bf4\uff1a\u53ea\u8981\u6709\u8db3\u591f\u7684\u6570\u636e\uff0c\u673a\u5668\u4eba\u5c31\u80fd\u50cf ChatGPT \u7406\u89e3\u8bed\u8a00\u4e00\u6837\uff0c\u81ea\u7136\u5730\u7406\u89e3\u548c\u9002\u5e94\u7269\u7406\u4e16\u754c\uff01\u8fd9\u4e00\u53d1\u73b0\u4e0d\u4ec5\u8bc1\u5b9e\u4e86\u673a\u5668\u4eba\u9886\u57df\u4e0e\u8bed\u8a00\u6a21\u578b\u5b58\u5728\u60ca\u4eba\u7684\u76f8\u4f3c\u6027\uff0c\u66f4\u4e3a\u9884\u6d4b\u6570\u636e\u89c4\u6a21\u4e0e\u6a21\u578b\u6027\u80fd\u7684\u5173\u7cfb\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u7406\u8bba\u57fa\u7840\u3002<\/p>\n<p><strong>\u98a0\u8986\u6027\u53d1\u73b0\uff1a\u6570\u636e\u6536\u96c6\u539f\u6765\u8981\u8fd9\u4e48\u505a\uff01<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u8fd8\u7834\u89e3\u4e86\u4e00\u4e2a\u56f0\u6270\u4e1a\u754c\u7684\u96be\u9898\uff1a\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u64cd\u4f5c\u4efb\u52a1\uff0c\u5982\u4f55\u4f18\u5316\u9009\u62e9\u73af\u5883\u6570\u91cf\u3001\u7269\u4f53\u6570\u91cf\u548c\u6bcf\u4e2a\u7269\u4f53\u7684\u6f14\u793a\u6b21\u6570\uff1f<\/p>\n<p>\u7ecf\u8fc7\u5927\u91cf\u5b9e\u9a8c\uff0c\u4ed6\u4eec\u5f97\u51fa\u4e86\u4e24\u4e2a\u51fa\u4eba\u610f\u6599\u7684\u7ed3\u8bba\uff1a<\/p>\n<p>1. \u5f53\u73af\u5883\u6570\u91cf\u8db3\u591f\u591a\u65f6\uff0c\u5728\u5355\u4e00\u73af\u5883\u4e2d\u6536\u96c6\u591a\u4e2a\u4e0d\u540c\u7684\u64cd\u4f5c\u7269\u4f53\u7684\u6570\u636e\u6536\u76ca\u6781\u5176\u6709\u9650 \u2014\u2014 \u6362\u53e5\u8bdd\u8bf4\uff0c\u6bcf\u4e2a\u73af\u5883\u53ea\u9700\u8981\u4e00\u4e2a\u64cd\u4f5c\u7269\u4f53\u7684\u6570\u636e\u5c31\u591f\u4e86\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-63894d4e6723d3c1459d89e08911b729.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-63894d4e6723d3c1459d89e08911b729.png\"><\/a><\/p>\n<p>2. \u5355\u4e2a\u7269\u4f53\u7684\u6f14\u793a\u6570\u636e\u5f88\u5bb9\u6613\u8fbe\u5230\u9971\u548c \u2014\u2014 \u5728\u5012\u6c34\u548c\u6446\u653e\u9f20\u6807\u7b49\u4efb\u52a1\u4e2d\uff0c\u603b\u6f14\u793a\u6570\u636e\u8fbe\u5230 800 \u6b21\u65f6\uff0c\u6027\u80fd\u5c31\u5f00\u59cb\u8d8b\u4e8e\u7a33\u5b9a\u3002\u56e0\u6b64\uff0c\u6bcf\u4e2a\u7269\u4f53 50 \u6b21\u793a\u8303\u57fa\u672c\u5c31\u80fd\u641e\u5b9a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f6d8eb303ad5de9304b5e281a36acbe3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f6d8eb303ad5de9304b5e281a36acbe3.png\"><\/a><\/p>\n<p>\u4e3a\u9a8c\u8bc1\u8fd9\u4e2a\u7b56\u7565\uff0c\u56e2\u961f\u627e\u6765 4 \u4e2a\u4eba\uff0c\u53ea\u82b1\u4e86\u4e00\u4e2a\u4e0b\u5348\u5c31\u6536\u96c6\u5230\u4e86\u8bad\u7ec3\u6570\u636e\u3002\u7ed3\u679c\u4ee4\u4eba\u9707\u60ca\uff1a\u5728 8 \u4e2a\u5168\u65b0\u573a\u666f\u4e2d\uff0c\u673a\u5668\u4eba\u6210\u529f\u7387\u9ad8\u8fbe 90%\uff01\u8fd9\u610f\u5473\u7740\uff0c\u539f\u672c\u53ef\u80fd\u9700\u8981\u51e0\u4e2a\u6708\u7684\u6570\u636e\u6536\u96c6\u5de5\u4f5c\uff0c\u73b0\u5728\u53ef\u80fd\u53ea\u9700\u8981\u51e0\u5929\u5c31\u80fd\u5b8c\u6210\uff01<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2c04bdc3dc7dfc11e347c9e3847cfdaf.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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Laws 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8aca134e0f6adb437b805b207447abba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8aca134e0f6adb437b805b207447abba.png\"><\/a><\/p>\n<p>\u9879\u76ee\u7684\u901a\u8baf\u4f5c\u8005\u662f\u6e05\u534e\u5927\u5b66\u4ea4\u53c9\u4fe1\u606f\u7814\u7a76\u9662\u7684\u52a9\u7406\u6559\u6388\u9ad8\u9633\uff0c\u4ed6\u4e3b\u8981\u7814\u7a76\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u673a\u5668\u4eba\u5b66\u3002\u6b64\u524d\uff0c\u4ed6\u5728\u7f8e\u56fd\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u5e08\u4ece Trevor Darrell \u6559\u6388\u3002\u4ed6\u8fd8\u5728\u52a0\u5dde\u4f2f\u514b\u5229\u5927\u5b66\u4e0e Pieter Abbeel 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