{"id":35557,"date":"2024-12-27T06:00:02","date_gmt":"2024-12-26T22:00:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=35557"},"modified":"2024-12-27T06:00:02","modified_gmt":"2024-12-26T22:00:02","slug":"scaling-law%e7%93%b6%e9%a2%88%ef%bc%8ccursor%e7%bc%96%e7%a8%8b%e4%b8%ba%e4%bb%80%e4%b9%88%e8%bf%99%e4%b9%88%e5%bc%ba%ef%bc%9f%e5%9b%a2%e9%98%9f%e5%8f%82%e4%b8%8e%e6%96%b0%e7%a0%94%e7%a9%b6%e6%8e%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35557","title":{"rendered":"Scaling Law\u74f6\u9888\uff0cCursor\u7f16\u7a0b\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5f3a\uff1f\u56e2\u961f\u53c2\u4e0e\u65b0\u7814\u7a76\u638f\u51fa\u79d8\u5bc6\u6b66\u5668"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-11-5\" target=\"_blank\">Scaling Law\u74f6\u9888\uff0cCursor\u7f16\u7a0b\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5f3a\uff1f\u56e2\u961f\u53c2\u4e0e\u65b0\u7814\u7a76\u638f\u51fa\u79d8\u5bc6\u6b66\u5668<\/a><\/p>\n<p>\u8fd1\u6bb5\u65f6\u95f4\uff0cAI \u7f16\u7a0b\u5de5\u5177 Cursor \u7684\u98ce\u5934\u53ef\u8bf4\u662f\u4e00\u65f6\u65e0\u4e24\uff0c\u5176\u8868\u73b0\u5353\u8d8a\u3001\u6027\u80fd\u5f3a\u5927\u3002\u8fd1\u65e5\uff0cCursor \u4e00\u4f4d\u91cd\u8981\u7814\u7a76\u8005\u53c2\u4e0e\u7684\u4e00\u7bc7\u76f8\u5173\u8bba\u6587\u53d1\u5e03\u4e86\uff0c\u5176\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c\u53ef\u901a\u8fc7\u641c\u7d22\u81ea\u7136\u8bed\u8a00\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u6765\u63d0\u5347 Claude 3.5 Sonnet \u7b49 LLM \u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u63d0\u51fa\u7684\u65b9\u6cd5\u540d\u4e3a PlanSearch\uff08<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\uff09\u3002\u4e3b\u5bfc\u56e2\u961f\u662f Scale AI\uff0c\u672c\u6587\u4e00\u4f5c\u4e3a Scale AI \u7814\u7a76\u8005 Evan Wang\u3002\u4e8c\u4f5c Federico Cassano \u73b0\u5df2\u52a0\u5165\u5982\u4eca\u7099\u624b\u53ef\u70ed\u7684 AI \u7f16\u7a0b\u5de5\u5177\u516c\u53f8 Cursor\u3002\u4ed6\u66fe\u53c2\u4e0e\u521b\u7acb\u4e86 GammaTau AI \u9879\u76ee\uff0c\u8be5\u9879\u76ee\u7684\u76ee\u6807\u662f\u5b9e\u73b0 AI \u7f16\u7a0b\u7684\u6c11\u4e3b\u5316\u3002\u6b64\u5916\uff0c\u4ed6\u4e5f\u662f BigCode \u9879\u76ee\u7684\u6d3b\u8dc3\u8d21\u732e\u8005\uff0c\u8be5\u9879\u76ee\u8d1f\u8d23\u5f00\u53d1\u7528\u4e8e AI \u7f16\u7a0b\u7684 StarCoder \u7cfb\u5217\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5701a3d360bd2cff078030cae8e567a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5701a3d360bd2cff078030cae8e567a5.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aPlanning In Natural Language Improves LLM Search For Code Generation<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.03733<\/p>\n<\/li>\n<\/ul>\n<p>\u8bba\u6587\u5f00\u7bc7\uff0c\u8be5\u56e2\u961f\u63d0\u5230<mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u6559\u7236 Sutton \u7684\u7ecf\u5178\u6587\u7ae0\u300aThe Bitter Lesson\uff08\u82e6\u6da9\u7684\u6559\u8bad\uff09\u300b\u63ed\u793a\u7684 Scaling Law \u7684\u4e24\u5927\u6838\u5fc3\u539f\u5219\uff1a\u5b66\u4e60\u548c\u641c\u7d22\u3002\u968f\u7740\u5927\u578b<mark data-type=\"tech_tasks\" 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f5b869cac2e11b08d7d38794981eef44.png\"><\/a><\/p>\n<p>\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u65f6\u7f3a\u4e4f\u591a\u6837\u6027\uff0c\u8fd9\u5bf9\u4e8e\u641c\u7d22\u7684\u6548\u679c\u975e\u5e38\u4e0d\u5229\u3002\u7279\u522b\u662f\u5728\u6781\u7aef\u60c5\u51b5\uff0c\u6bd4\u5982\u91c7\u7528\u300c\u8d2a\u5fc3\u89e3\u7801\u300d\uff0c\u6a21\u578b\u7ed9\u51fa\u7684\u7b54\u6848\u4f1a\u975e\u5e38\u76f8\u4f3c\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u4ece\u6a21\u578b\u4e2d\u91cd\u590d\u62bd\u53d6\u7684\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5373\u4f7f\u6a21\u578b\u82b1\u8d39\u66f4\u591a\u63a8\u7406\u65f6\u95f4\uff0c\u4e5f\u96be\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u641c\u7d22\u7ed3\u679c\u3002<\/p>\n<p>\u901a\u884c\u7684\u5927\u6a21\u578b\u6392\u884c\u699c\uff0c\u4f8b\u5982\u4f8b\u5982 LMSYS Chatbot 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data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002<\/p>\n<p>\u8fd9\u4e2a\u64cd\u4f5c\u9700\u8981\u5bf9\u751f\u6210\u7684\u89c2\u5bdf\u7684\u6bcf\u4e2a\u53ef\u80fd\u5b50\u96c6\u90fd\u6267\u884c\uff0c\u4ee5\u6700\u5927\u5316\u5730\u9f13\u52b1\u5728\u601d\u8def\u7a7a\u95f4\u4e2d\u8fdb\u884c\u63a2\u7d22\uff0c\u4e4b\u540e\u518d\u5c06\u7ed3\u679c\u8f6c\u8bd1\u6210\u6700\u7ec8\u7684\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u7684\u5b9e\u9a8c\u53d1\u73b0\uff0c\u5728\u63a8\u7406\u65f6\u6709\u6548\u4f7f\u7528\u8ba1\u7b97\u65b9\u9762\uff0c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\u65b9\u6cd5\u4f18\u4e8e\u6807\u51c6\u7684\u91cd\u590d\u91c7\u6837\u65b9\u6cd5\u4ee5\u53ca\u76f4\u63a5\u641c\u7d22\u601d\u8def\u7684\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\n<p>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u8be5\u56e2\u961f\u63a2\u7d22\u4e86\u591a\u79cd\u4e0d\u540c\u65b9\u6cd5\uff0c\u5305\u62ec\u91cd\u590d\u91c7\u6837\uff08Repeated Sampling\uff09\u3001\u601d\u8def\u641c\u7d22\uff08IdeaSearch\uff09\u4ee5\u53ca\u65b0\u63d0\u51fa\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\uff08PlanSearch\uff09\u3002\u5176\u4e2d\u524d\u4e24\u79cd\u65b9\u6cd5\u987e\u540d\u601d\u4e49\uff0c\u6bd4\u8f83\u76f4\u89c2\uff0c\u8fd9\u91cc\u6211\u4eec\u91cd\u70b9\u5173\u6ce8\u65b0\u63d0\u51fa\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u89c2\u5bdf\u5230\uff0c\u867d\u7136\u91cd\u590d\u91c7\u6837\u548c\u601d\u8def\u641c\u7d22\u80fd\u6210\u529f\u5730\u63d0\u5347<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u8bc4\u6d4b\u7684\u7ed3\u679c\u3002\u4f46\u5728\u5f88\u591a\u6848\u4f8b\u4e2d\uff0c\u591a\u6b21\u63d0\u793a\uff08pass@k\uff09\uff08\u5373\u4f7f\u5728\u6e29\u5ea6\u8bbe\u7f6e\u5f88\u9ad8\uff09\u53ea\u4f1a\u5bfc\u81f4\u8f93\u51fa\u4ee3\u7801\u53d1\u751f\u5f88\u5c0f\u7684\u53d8\u5316\uff0c\u8fd9\u4e9b\u53d8\u5316\u53ea\u4f1a\u6539\u53d8\u4e00\u4e9b\u5c0f\u65b9\u9762\uff0c\u4f46\u65e0\u6cd5\u6539\u5584\u601d\u8def\u4e2d\u7684\u7f3a\u9677\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-83e750e2ea041817da12a92449a52dfe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-83e750e2ea041817da12a92449a52dfe.png\"><\/a><\/p>\n<p>\u4e0b\u9762\u6765\u770b\u5177\u4f53\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\u8fc7\u7a0b\uff1a<\/p>\n<p><strong>1. \u901a\u8fc7\u63d0\u793a\u6765\u83b7\u53d6\u89c2\u5bdf<\/strong><\/p>\n<p>\u9996\u5148\u5047\u8bbe\u6709\u4e00\u4e2a\u95ee\u9898\u9648\u8ff0 P\uff0c\u901a\u8fc7\u5411 LLM \u53d1\u9001\u63d0\u793a\u8bcd\u6765\u83b7\u53d6\u5bf9\u8be5\u95ee\u9898\u7684\u300c\u89c2\u5bdf\u300d\/ \u63d0\u793a\u3002\u8fd9\u91cc\u5c06\u8fd9\u4e9b\u89c2\u5bdf\u8bb0\u4e3a \u00a0O^1_i\uff0c\u5176\u4e2d i \u2208 {1, . . . , n_1}\uff1b\u8fd9\u662f\u56e0\u4e3a\u5b83\u4eec\u662f\u4e00\u9636\u89c2\u5bdf\u3002\u901a\u5e38\u800c\u8a00\uff0cn_1 \u7684\u6570\u91cf\u7ea7\u5728 3 \u5230 6 \u4e4b\u95f4\u3002\u5177\u4f53\u6570\u91cf\u53d6\u51b3\u4e8e LLM \u8f93\u51fa\u3002\u4e3a\u4e86\u5229\u7528\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u6765\u542f\u53d1\u672a\u6765\u7684\u601d\u8def\uff0c\u8be5\u56e2\u961f\u521b\u5efa\u4e86 O^1_i \u7684\u96c6\u5408 S^1 \u7684\u4e14\u5927\u5c0f\u81f3\u591a\u4e3a 2 \u7684\u6240\u6709\u5b50\u96c6\u3002\u5176\u4e2d\u6bcf\u4e2a\u5b50\u96c6\u90fd\u662f\u89c2\u5bdf\u7ed3\u679c\u7684\u4e00\u4e2a\u7ec4\u5408\u3002\u8fd9\u91cc\u5c06\u6bcf\u4e2a\u5b50\u96c6\u8bb0\u4e3a C^1_i\uff0c\u5176\u4e2d i \u2208 {1, . . . , l_1}\uff0c\u800c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-55c169beb403d4871037b3eb9dcbc99a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-55c169beb403d4871037b3eb9dcbc99a.png\"><\/a><\/p>\n<p><strong>2. \u63a8\u5bfc\u65b0\u7684\u89c2\u5bdf<\/strong><\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u6240\u6709\u89c2\u5bdf\u7ed3\u679c\u7684\u96c6\u5408\u90fd\u53ef\u4ee5\u5b9a\u4e49\u4e3a\u6df1\u5ea6\u4e3a 1 \u7684\u6709\u5411\u6811\uff0c\u5176\u4e2d\u6839\u8282\u70b9\u4e3a P\uff0c\u5e76\u4e14\u6bcf\u4e2a C^1_i \u90fd\u6709\u4e00\u6761\u4ece P \u6307\u5411 C^1_i \u00a0\u7684\u8fb9\u3002<\/p>\n<p>\u7136\u540e\uff0c\u5728\u6bcf\u4e2a\u53f6\u8282\u70b9 C^1_i \u4e0a\u91cd\u590d\u4e0a\u4e00\u6b65\u6d41\u7a0b\uff0c\u4ece\u800c\u751f\u6210\u4e00\u4e2a\u4e8c\u9636\u89c2\u5bdf\u96c6 S^2\u3002\u4e3a\u4e86\u5f97\u5230\u4e8c\u9636\u89c2\u5bdf\uff0c\u8be5\u56e2\u961f\u7684\u505a\u6cd5\u662f\u5728\u7ed9\u6a21\u578b\u7684\u63d0\u793a\u8bcd\u4e2d\u5305\u542b\u539f\u59cb\u95ee\u9898 P \u548c C^1_i \u4e2d\u5305\u542b\u7684\u6240\u6709\u89c2\u5bdf \u2014\u2014 \u8fd9\u4e9b\u89c2\u5bdf\u88ab\u6784\u9020\u4e3a\u89e3\u51b3 P \u6240\u5fc5\u9700\u7684\u539f\u59cb\u89c2\u5bdf\u3002\u7136\u540e\u518d\u63d0\u793a LLM\uff0c\u8ba9\u5176\u4f7f\u7528 \/ \u5408\u5e76\u5728 C^1_i \u4e2d\u627e\u5230\u7684\u89c2\u5bdf\u6765\u5f97\u51fa\u65b0\u7684\u89c2\u5bdf\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u7ee7\u7eed\u5ef6\u4f38\uff0c\u4f46\u7531\u4e8e\u8ba1\u7b97\u9650\u5236\uff0c\u8fd9\u91cc\u5728\u6df1\u5ea6\u4e3a 2 \u65f6\u5bf9\u8be5\u6811\u8fdb\u884c\u4e86\u622a\u65ad\u64cd\u4f5c\u3002<\/p>\n<p><strong>3. \u5c06\u89c2\u5bdf\u53d8\u6210\u4ee3\u7801<\/strong><\/p>\n<p>\u5728\u5f97\u5230\u4e86\u89c2\u5bdf\u4e4b\u540e\uff0c\u5fc5\u987b\u5148\u5c06\u5b83\u4eec\u5b9e\u73b0\u6210\u5177\u4f53\u601d\u8def\uff0c\u7136\u540e\u518d\u5c06\u5b83\u4eec\u8f6c\u8bd1\u6210\u4ee3\u7801\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u53f6\u8282\u70b9\uff0c\u5c06\u6240\u6709\u89c2\u5bdf\u4ee5\u53ca\u539f\u59cb\u95ee\u9898 P \u653e\u5165\u63d0\u793a\u8bcd\u6765\u8c03\u7528 LLM\uff0c\u4ee5\u4fbf\u751f\u6210\u95ee\u9898 P \u7684\u81ea\u7136\u8bed\u8a00\u89e3\u51b3\u65b9\u6848\u3002\u4e3a\u4e86\u63d0\u5347\u591a\u6837\u6027\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u751f\u6210\u7684\u601d\u8def\uff0c\u8be5\u56e2\u961f\u901a\u8fc7\u5047\u8bbe\u8be5\u601d\u8def\u662f\u9519\u8bef\u7684\u6765\u751f\u6210\u4e00\u4e2a\u989d\u5916\u7684\u601d\u8def\uff0c\u5e76\u8981\u6c42 LLM \u7ed9\u51fa\u6279\u8bc4 \/ \u53cd\u9988\uff0c\u4ece\u800c\u5c06\u63d0\u8bae\u7684\u601d\u8def\u7ffb\u500d\u4e86\u3002<\/p>\n<p>\u7136\u540e\uff0c\u518d\u5c06\u8fd9\u4e9b\u81ea\u7136\u8bed\u8a00\u89e3\u51b3\u65b9\u6848\u8f6c\u8bd1\u6210<mark data-type=\"concepts\" data-id=\"5796887d-ff61-4bb5-8cb1-201201bd42e9\">\u4f2a\u4ee3\u7801<\/mark>\uff1b\u518d\u628a\u8fd9\u4e9b<mark data-type=\"concepts\" data-id=\"5796887d-ff61-4bb5-8cb1-201201bd42e9\">\u4f2a\u4ee3\u7801<\/mark>\u8f6c\u8bd1\u6210\u771f\u6b63\u7684 Python \u4ee3\u7801\u3002<\/p>\n<p><strong>\u5b9e\u9a8c<\/strong><\/p>\n<p>\u5b9e\u9a8c\u91c7\u7528\u4e86\u4e09\u4e2a\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff1aMBPP+\u3001HumanEval+ \u548c LiveCodeBench\u3002<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8bbe\u7f6e\u7b49\u7ec6\u8282\u8bf7\u53c2\u9605\u539f\u8bba\u6587\u3002<\/p>\n<p>\u81f3\u4e8e\u7ed3\u679c\uff0c\u8be5\u56e2\u961f\u62a5\u544a\u4e86\u4e09\u79cd\u65b9\u6cd5\u7684\u7ed3\u679c\uff0c\u5305\u62ec\u91cd\u590d\u91c7\u6837\u3001\u601d\u8def\u641c\u7d22\u548c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\uff0c\u89c1\u8868 1\u3001\u56fe 1 \u548c\u56fe 5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-941dd65c7e26ab2e2996e8c6b78e0cf6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-941dd65c7e26ab2e2996e8c6b78e0cf6.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\u548c\u601d\u8def\u641c\u7d22\u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u57fa\u7840\u7684\u91c7\u6837\u65b9\u6cd5\uff0c\u5176\u4e2d<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\u65b9\u6cd5\u5728\u6240\u6709\u5b9e\u9a8c\u65b9\u6cd5\u548c\u6a21\u578b\u4e0a\u90fd\u53d6\u5f97\u4e86\u6700\u4f73\u5206\u6570\u3002<\/p>\n<p>\u56fe 7\u30018\u30019 \u5c55\u793a\u4e86\u5728\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u8be6\u7ec6 pass@k \u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3b1d6501c84951f408f17cb4c3087b84.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3b1d6501c84951f408f17cb4c3087b84.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c93bb73d3bd5010ac9db16b071dca17b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c93bb73d3bd5010ac9db16b071dca17b.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3395ab5c2f96b945d82ded006e4813a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3395ab5c2f96b945d82ded006e4813a9.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5728 Claude 3.5 Sonnet \u4e0a\u4f7f\u7528<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u641c\u7d22\u65b9\u6cd5\u65f6\uff0c\u5728 LiveCodeBench <mark data-type=\"concepts\" 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[&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 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