{"id":36912,"date":"2025-01-21T03:01:24","date_gmt":"2025-01-20T19:01:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=36912"},"modified":"2025-01-21T03:01:24","modified_gmt":"2025-01-20T19:01:24","slug":"gpt-5%e6%b6%8c%e7%8e%b0%e8%83%bd%e5%8a%9b%e5%8f%af%e9%a2%84%e6%b5%8b%ef%bc%9fuc%e4%bc%af%e5%85%8b%e5%88%a9%e4%bb%85%e4%bd%bf%e7%94%a8%e5%bd%93%e5%89%8d%e6%a8%a1%e5%9e%8b%e6%a3%80%e6%9f%a5%e7%82%b9","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36912","title":{"rendered":"GPT-5\u6d8c\u73b0\u80fd\u529b\u53ef\u9884\u6d4b\uff1fUC\u4f2f\u514b\u5229\u4ec5\u4f7f\u7528\u5f53\u524d\u6a21\u578b\u68c0\u67e5\u70b9\u9884\u6d4b\u672a\u6765\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-30-2\" target=\"_blank\">GPT-5\u6d8c\u73b0\u80fd\u529b\u53ef\u9884\u6d4b\uff1fUC\u4f2f\u514b\u5229\u4ec5\u4f7f\u7528\u5f53\u524d\u6a21\u578b\u68c0\u67e5\u70b9\u9884\u6d4b\u672a\u6765\u6a21\u578b<\/a><\/p>\n<section>LLM \u89c4\u6a21\u6269\u5c55\u7684\u4e00\u4e2a\u6839\u672c\u6027\u6311\u6218\u662f\u7f3a\u4e4f\u5bf9\u6d8c\u73b0\u80fd\u529b\u7684\u7406\u89e3\u3002\u7279\u522b\u662f\uff0c\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u635f\u5931\u662f\u9ad8\u5ea6\u53ef\u9884\u6d4b\u7684\u3002\u7136\u800c\uff0c\u4e0b\u6e38\u80fd\u529b\u7684\u53ef\u9884\u6d4b\u6027\u8981\u5dee\u5f97\u591a\uff0c\u6709\u65f6\u751a\u81f3\u4f1a\u51fa\u73b0\u6d8c\u73b0\u8df3\u8dc3\uff08emergent jump\uff09\uff0c\u8fd9\u4f7f\u5f97\u9884\u6d4b\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u53d8\u5f97\u5177\u6709\u6311\u6218\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u6765\u81ea\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\uff08UC \u4f2f\u514b\u5229\uff09\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u6d8c\u73b0\u9884\u6d4b\u7684\u4efb\u52a1\uff1a\u662f\u5426\u53ef\u4ee5\u4ec5\u901a\u8fc7\u4f7f\u7528 GPT-N \u6a21\u578b\u7684\u68c0\u67e5\u70b9\uff08\u5373\u5f53\u524d\u6a21\u578b\u7684\u72b6\u6001\uff09\u6765\u9884\u6d4b GPT-N+1\uff08\u672a\u6765\u6a21\u578b\uff09\u662f\u5426\u4f1a\u51fa\u73b0\u6d8c\u73b0\u80fd\u529b\uff1f \u5e76\u5728\u8bba\u6587\u300aPredicting Emergent Capabilities by Finetuning\u300b\u4e2d\u7ed9\u51fa\u4e86\u7b54\u6848\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5974d37630c5b4d727eb80573f5d8727.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5974d37630c5b4d727eb80573f5d8727.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aPredicting Emergent Capabilities by Finetuning<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2411.16035<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u4f5c\u8005\u5305\u62ec\u5f3a\u5316\u5b66\u4e60\u5927\u725b Sergey Levine\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u62df\u5408\u4e86\u4e00\u4e2a\u53c2\u6570\u51fd\u6570 \u2014\u2014 \u6d8c\u73b0\u5b9a\u5f8b\uff0c\u6a21\u62df\u4e86\u6d8c\u73b0\u70b9\u5982\u4f55\u968f\u6570\u636e\u91cf\u7684\u53d8\u5316\u800c\u53d8\u5316\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u884c\u9a8c\u8bc1\uff0c\u8be5\u7814\u7a76\u4f7f\u7528\u56db\u4e2a\u6807\u51c6 NLP \u57fa\u51c6 \u2014\u2014MMLU\u3001GSM8K\u3001CommonsenseQA \u548c CoLA\u3002\u901a\u8fc7\u4ec5\u4f7f\u7528\u5c0f\u89c4\u6a21 LLM \u6765\u62df\u5408\u6d8c\u73b0\u5b9a\u5f8b\uff0c\u8be5\u7814\u7a76\u80fd\u591f\u51c6\u786e\u9884\u6d4b\u6d8c\u73b0\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u4e24\u4e2a\u5b9e\u9645\u7684\u6d8c\u73b0\u6848\u4f8b\u7814\u7a76\uff0c\u8868\u660e\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u6d8c\u73b0\u5b9a\u5f8b\u53ef\u7528\u4e8e\u9884\u6d4b\u66f4\u590d\u6742\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u601d\u7ef4\u94fe\u63d0\u51fa\u8005 Jason Wei \u79f0\u8d5e\uff1a\u300c\u8fd9\u662f\u4e00\u7bc7\u975e\u5e38\u806a\u660e\u7684\u8bba\u6587\uff0c\u53ef\u4ee5\u9884\u6d4b\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4e0b\u6e38\u6027\u80fd\uff0c\u975e\u5e38\u6709\u4ef7\u503c\u3002\u56e0\u4e3a\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u9884\u6d4b\u548c\u8bc1\u660e\u5bf9\u4e0b\u4e00\u4e2a\u5927\u6a21\u578b\u8bad\u7ec3\u8fd0\u884c\u7684\u8d44\u672c\u6295\u8d44\u7684\u5408\u7406\u6027\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-581b003f072a9aad5cf59f220ca7e124.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-581b003f072a9aad5cf59f220ca7e124.png\"><\/a><\/section>\n<section><strong>\u8bba\u6587\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u9996\u5148\u63d0\u51fa\u4e86\u6d8c\u73b0\u9884\u6d4b\uff0c\u5e76\u5c06\u6d8c\u73b0\u9884\u6d4b\u5b9a\u4e49\u4e3a\u4ec5\u4f7f\u7528\u6d8c\u73b0\u524d\u7684\u6a21\u578b\u68c0\u67e5\u70b9\uff0c\u6765\u8bc6\u522b\u53d1\u751f\u6d8c\u73b0\u7684\u6269\u5c55\u70b9\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u7b80\u5355\u7406\u89e3\u5c31\u662f\uff0c\u5bf9\u4e8e\u7ed9\u5b9a\u7684 LLM\uff0c\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u5177\u6709\u968f\u673a\u5c11\u6837\u672c\u51c6\u786e\u7387\uff0c\u6211\u4eec\u80fd\u5426\u9884\u6d4b\u8fd9\u4e2a LLM \u5728\u54ea\u4e2a\u6269\u5c55\u70b9\uff08\u4f8b\u5982\uff0c\u9884\u8bad\u7ec3\u635f\u5931\uff09\u4e0a\u6027\u80fd\u5c06\u8d85\u8d8a\u968f\u673a\u8868\u73b0\uff1f<\/section>\n<section><\/section>\n<section>\u5e26\u7740\u8fd9\u4e00\u7591\u95ee\uff0c\u4f5c\u8005\u53d1\u73b0\u4e86\u8fd9\u6837\u4e00\u4e2a\u89c1\u89e3\uff1a\u5728\u7ed9\u5b9a\u7684\u4efb\u52a1\u4e0a\u5fae\u8c03 LLM\uff0c \u53ef\u4ee5\u5c06\u6d8c\u73b0\u53d1\u751f\u7684\u4e34\u754c\u70b9\u5411\u7740\u80fd\u529b\u8f83\u4f4e\u7684\u6a21\u578b\u79fb\u52a8 \uff0c\u8fd9\u610f\u5473\u7740\uff0c\u901a\u8fc7\u5fae\u8c03\uff0c\u6a21\u578b\u5728\u6d8c\u73b0\u80fd\u529b\u51fa\u73b0\u7684\u65f6\u95f4\u70b9\u53ef\u4ee5\u63d0\u524d\uff0c\u8fd9\u5bf9\u4e8e\u7406\u89e3\u6a21\u578b\u6269\u5c55\u548c\u80fd\u529b\u8dc3\u5347\u7684\u8fc7\u7a0b\u975e\u5e38\u91cd\u8981\u3002\u5fae\u8c03\u6240\u4f7f\u7528\u7684\u6570\u636e\u91cf\uff0c\u4f1a\u8c03\u8282\u8fd9\u79cd\u4e34\u754c\u70b9\u79fb\u52a8\u7684\u5e45\u5ea6\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u56fe 3\uff08\u5de6\uff09\u7ed8\u5236\u4e86\u6bcf\u4e2a\u6a21\u578b\u5728 GSM8K \u548c MMLU \u4e0a\u7684\u5c11\u6837\u672c\u548c\u5fae\u8c03\u6027\u80fd\u4e0e\u9884\u8bad\u7ec3\u635f\u5931\u7684\u5173\u7cfb\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5fae\u8c03\u540e\u7684\u6a21\u578b\u9075\u5faa\u4e0e\u5c11\u6837\u672c\u8bbe\u7f6e\u7c7b\u4f3c\u7684 ReLU \u5f62\u72b6\u3002\u6b64\u5916\uff0c\u5728\u76f8\u540c\u7684\u9884\u8bad\u7ec3\u635f\u5931\u4e0b\uff0c\u6240\u6709\u6a21\u578b\u5927\u5c0f\u7684\u8f6c\u53d8\u90fd\u662f\u4e00\u81f4\u7684\uff0c\u8fd9\u8868\u660e\u9884\u8bad\u7ec3\u635f\u5931\u53ef\u4ee5\u4f5c\u4e3a\u5c11\u6837\u672c\u548c\u5fae\u8c03\u8bbe\u7f6e\u4e2d\u6709\u6548\u7684\u72ec\u7acb\u53d8\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u8fd8\u53d1\u73b0\u51fa\u73b0\u6d8c\u73b0\u504f\u79fb\u53d7\u5fae\u8c03\u6570\u636e\u91cf\u7684\u5f71\u54cd\u3002\u56fe 3\uff08\u53f3\uff09\u7ed8\u5236\u4e86 3B \u6a21\u578b\u68c0\u67e5\u70b9\u5728\u5b8c\u6574\u6570\u636e\u5b50\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u540e\u7684\u6027\u80fd\u3002\u5728 MMLU \u548c GSM8K \u4e0a\uff0c\u968f\u7740\u5fae\u8c03\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u6d8c\u73b0\u70b9\u8fdb\u4e00\u6b65\u5411\u80fd\u529b\u8f83\u5f31\u7684 LLM \u504f\u79fb\u3002\u56e0\u6b64\uff0c\u5fae\u8c03\u6570\u636e\u91cf\u53ef\u4ee5\u8c03\u8282\u6d8c\u73b0\u504f\u79fb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-27ad76726eb99d579857f98276c40513.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-27ad76726eb99d579857f98276c40513.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u5c06\u8fd9\u4e00\u6d1e\u5bdf\u4ed8\u8bf8\u5b9e\u8df5\uff0c\u4f5c\u8005\u9488\u5bf9\u4e0d\u540c\u6570\u91cf\u7684\u6570\u636e\u5bf9 LLM \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5e76\u62df\u5408\u4e86\u4e00\u4e2a\u53c2\u6570\u51fd\u6570\uff08\u5373\u6d8c\u73b0\u5b9a\u5f8b\uff09\uff0c\u8be5\u51fd\u6570\u6a21\u62df\u4e86\u6d8c\u73b0\u70b9\u5982\u4f55\u968f\u6570\u636e\u91cf\u7684\u53d8\u5316\u800c\u53d8\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-397f2105f9222d57cbd1a883dc74c549.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-397f2105f9222d57cbd1a883dc74c549.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-be28ed5b14dc3e4de5374709336a095d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-be28ed5b14dc3e4de5374709336a095d.png\"><\/a><\/section>\n<section>\u7136\u540e\uff0c\u6839\u636e\u8fd9\u4e00\u53d1\u73b0\u53ef\u4ee5\u63a8\u65ad\u51fa\u5728\u5c11\u6837\u672c\u8bbe\u7f6e\u4e2d\u5173\u4e8e\u6d8c\u73b0\u7684\u9884\u6d4b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-451d99d89ddeb9b9b218cf430b468e69.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-451d99d89ddeb9b9b218cf430b468e69.png\"><\/a><\/section>\n<section>\u4f5c\u8005\u5229\u7528\u56db\u4e2a\u6807\u51c6 NLP \u57fa\u51c6\u6765\u9a8c\u8bc1\u6d8c\u73b0\u5b9a\u5f8b\uff0c\u7ed3\u679c\u53d1\u73b0\u6d8c\u73b0\u5b9a\u5f8b\u53ef\u4ee5\u63d0\u524d\u51c6\u786e\u9884\u6d4b\u6d8c\u73b0\u70b9\uff0c\u6700\u591a\u53ef\u63d0\u524d 4 \u500d FLOP\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-856a383117941daa23c9d660ff3bc614.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-856a383117941daa23c9d660ff3bc614.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\u4f5c\u8005\u8fdb\u884c\u4e86\u8fd9\u6837\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u5c31\u9884\u8bad\u7ec3 FLOPS 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-015966725e2113b75a9e8b6d05a580aa.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u4f5c\u8005\u8fd8\u8fdb\u884c\u4e86\u771f\u5b9e\u4e16\u754c\u7684\u6848\u4f8b\u7814\u7a76\uff1a1\uff09\u4f4e\u6210\u672c\u8bc4\u4f30\u9884\u8bad\u7ec3\u6570\u636e\u8d28\u91cf\uff08\u5de6\uff09\u30022\uff09\u4f7f\u7528\u56f0\u96be APPS \u7f16\u7801\u57fa\u51c6\u9884\u6d4b\u66f4\u590d\u6742\u7684\u80fd\u529b\uff0c\u66f4\u63a5\u8fd1\u672a\u6765\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\uff08\u53f3\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-80865ddae95c6347504d1b282681bba7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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