{"id":36595,"date":"2025-01-14T17:00:12","date_gmt":"2025-01-14T09:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=36595"},"modified":"2025-01-14T17:00:12","modified_gmt":"2025-01-14T09:00:12","slug":"neurips-2024-oral-%e5%a6%82%e4%bd%95%e9%87%8f%e5%8c%96%e4%b8%8e%e6%8f%90%e5%8d%87%e6%80%9d%e7%bb%b4%e9%93%be%e7%9a%84%e6%8e%a8%e7%90%86%e8%83%bd%e5%8a%9b%e8%be%b9%e7%95%8c%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36595","title":{"rendered":"NeurIPS 2024 (Oral) | \u5982\u4f55\u91cf\u5316\u4e0e\u63d0\u5347\u601d\u7ef4\u94fe\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-10-2\" target=\"_blank\">NeurIPS 2024 (Oral) | \u5982\u4f55\u91cf\u5316\u4e0e\u63d0\u5347\u601d\u7ef4\u94fe\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff1f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5ab01482645417ef55643d363dc5b0d6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5ab01482645417ef55643d363dc5b0d6.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u672c\u7bc7\u5de5\u4f5c\u5df2\u88ab NeurIPS\uff08Conference on Neural Information Processing Systems\uff092024 \u4f1a\u8bae\u63a5\u6536\uff0c\u5e76\u88ab\u8bc4\u4e3a \u00a0Oral Presentation (72\/4553) \u3002\u8be5\u6587\u7ae0\u7684\u7b2c\u4e00\u4f5c\u8005\u9648\u9e92\u5149\uff0c\u76ee\u524d\u5c31\u8bfb\u4e8e\u54c8\u5de5\u5927\u8d5b\u5c14\u5b9e\u9a8c\u5ba4\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6a21\u578b\u601d\u7ef4\u94fe\u3001\u8de8\u8bed\u8a00\u5927\u6a21\u578b\u7b49\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4e3b\u8981\u63d0\u51fa\u4e86\u63a8\u7406\u8fb9\u754c\u6846\u67b6\uff08Reasoning Boundary Framework, RBF\uff09\uff0c\u9996\u6b21\u5c1d\u8bd5\u91cf\u5316\u5e76\u4f18\u5316\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-15bb0f58b6c4e09f55e081fede73d62f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-15bb0f58b6c4e09f55e081fede73d62f.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.05695<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/LightChen233\/reasoning-boundary<\/p>\n<\/li>\n<\/ul>\n<section><strong>1. \u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section><strong>\u4ec0\u4e48\u662f\u601d\u7ef4\u94fe\uff08Chain-of-Thought, CoT\uff09\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09 \u5728\u5904\u7406\u5404\u79cd\u590d\u6742\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u5c55\uff0c\u4ece\u6587\u672c\u751f\u6210\u5230\u95ee\u9898\u89e3\u7b54\uff0cLLMs \u51e0\u4e4e\u65e0\u6240\u4e0d\u80fd\u3002\u7136\u800c\uff0c\u9762\u5bf9\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\uff0cLLMs \u4e5f\u5b58\u5728\u74f6\u9888 \u2014\u2014 \u6a21\u578b\u5f80\u5f80\u5bb9\u6613\u8df3\u8fc7\u63a8\u7406\u7684\u4e2d\u95f4\u6b65\u9aa4\uff0c\u76f4\u63a5\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u5e94\u5bf9\u590d\u6742\u95ee\u9898\u65f6\u5bb9\u6613\u72af\u9519\u3002<\/section>\n<section><\/section>\n<section>\u601d\u7ef4\u94fe\u63a8\u7406\uff08CoT\uff09 \u662f\u4e00\u79cd\u8ba9\u6a21\u578b\u5206\u6b65\u63a8\u7406\u590d\u6742\u95ee\u9898\u7684\u65b9\u6cd5\u3002\u4e0e\u4f20\u7edf\u6a21\u578b\u7684\u76f4\u63a5\u751f\u6210\u7b54\u6848\u4e0d\u540c\uff0cCoT \u901a\u8fc7\u9010\u6b65\u7ec6\u5316\u95ee\u9898\u7684\u6bcf\u4e00\u6b65\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u51c6\u786e\u3001\u66f4\u6709\u903b\u8f91\u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e3a\u4ec0\u4e48\u5b83\u5982\u6b64\u91cd\u8981\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4ec0\u4e48 CoT \u5f88\u91cd\u8981\uff1f\u56e0\u4e3a\u9762\u5bf9\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\uff0c\u6a21\u578b\u5f80\u5f80\u4f1a\u56e0\u4e3a\u4fe1\u606f\u91cf\u5927\u3001\u63a8\u7406\u8def\u5f84\u590d\u6742\u800c\u72af\u9519\u3002CoT \u7684\u9010\u6b65\u63a8\u7406\u7b56\u7565\u4f7f\u6a21\u578b\u80fd\u591f\u5904\u7406\u66f4\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1 \u2014\u2014 \u4ece\u6570\u5b66\u9898\u89e3\u5230\u73b0\u5b9e\u51b3\u7b56\u95ee\u9898\uff0c\u5b83\u80fd\u5e2e\u52a9\u6a21\u578b\u5206\u89e3\u4efb\u52a1\uff0c\u627e\u5230\u6bcf\u4e2a\u6b65\u9aa4\u7684\u6700\u4f73\u89e3\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u663e\u8457\u589e\u5f3a\u4e86\u5b83\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u5e94\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u5b9e\u9645\u573a\u666f\u4e2d\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u6a21\u578b\u63a8\u7406\u7684\u56f0\u5883\uff1a\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u53ef\u89e3\u91ca\u6027\u96be\u9898<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u60f3\u8c61\u8fd9\u6837\u4e00\u4e2a\u60c5\u666f \uff1a\u4f60\u6b63\u5728\u5904\u7406\u4e00\u4e2a\u590d\u6742\u7684\u9879\u76ee\uff0c\u9700\u8981\u6a21\u578b\u7efc\u5408\u591a\u79cd\u80fd\u529b\uff0c\u6700\u7ec8\u901a\u8fc7\u591a\u6b65\u63a8\u7406\u627e\u5230\u6700\u4f18\u89e3\u51b3\u65b9\u6848\uff0c\u90a3\u4e48\u8fd9\u4e9b\u80fd\u529b\u548c\u63a8\u7406\u80fd\u529b\u662f\u5982\u4f55\u7ec4\u5408\uff0c\u5171\u540c\u5f71\u54cd\u5e76\u6539\u8fdb\u6700\u7ec8\u6027\u80fd\u7684\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8be5\u95ee\u9898\uff0c\u8be5\u6587\u7ae0\u901a\u8fc7\u7814\u7a76\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\u6765\u7406\u89e3\u548c\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6fddc275e3c924769ba4bc93fdbf2d7b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6fddc275e3c924769ba4bc93fdbf2d7b.png\"><\/a><\/section>\n<section><strong>2.1 \u6a21\u578b\u5728\u9762\u5bf9\u590d\u6742\u63a8\u7406\u65f6\uff0c\u5982\u4f55\u5bf9\u63a8\u7406\u80fd\u529b\u8fdb\u884c\u91cf\u5316\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u5f53\u524d\u591a\u6570\u7814\u7a76\u4f9d\u8d56\u5b9a\u6027\u5206\u6790\uff0c\u7f3a\u4e4f\u7edf\u4e00\u7684\u91cf\u5316\u6307\u6807\u6765\u7cfb\u7edf\u6bd4\u8f83\u4e0d\u540c\u7684 CoT \u63a8\u7406\u65b9\u6cd5\u3002\u8fd9\u79cd\u5c40\u9650\u6027\u5bfc\u81f4\u7814\u7a76\u8005\u96be\u4ee5\u7cbe\u786e\u8bc4\u4f30\u548c\u9884\u6d4b\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u4e0a\u9650\uff0c\u963b\u788d\u4e86\u5bf9 CoT \u63a8\u7406\u6548\u679c\u7684\u6df1\u5165\u7406\u89e3\u548c\u79d1\u5b66\u9a8c\u8bc1\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u63a8\u7406\u8fb9\u754c\u6846\u67b6\uff08Reasoning Boundary Framework, RBF\uff09\uff0c\u5b9a\u4e49\u4e86\u6a21\u578b\u5728\u4e0d\u540c\u51c6\u786e\u7387\u5bf9\u4e8e\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\u3002\u5e76\u63d0\u51fa\u4e86\u4e09\u79cd\u63a8\u7406\u8fb9\u754c\u4ee5\u91cf\u5316\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff1a\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff08CFRB\uff09\uff1b\u5b8c\u5168\u4e0d\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff08CIRB\uff09; \u90e8\u5206\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff08PFRB\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>2.2 \u63a8\u7406\u80fd\u529b\u4e0e\u4e0d\u540c\u7684\u5176\u4ed6\u80fd\u529b\u5982\u4f55\u7ec4\u5408\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u5f80\u5f80\u9700\u8981\u96c6\u6210\u591a\u79cd\u80fd\u529b\u624d\u80fd\u6709\u6548\u5730\u89e3\u51b3\u67d0\u4e00\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9a\u91cf\u63cf\u8ff0\u5982\u4f55\u901a\u8fc7\u601d\u7ef4\u94fe CoT \u673a\u5236\u5b9e\u73b0\u591a\u79cd\u80fd\u529b\u7684\u534f\u540c\u63d0\u5347\uff0c\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 \u201c \u63a8\u7406\u8fb9\u754c\u7684\u7ec4\u5408\u5f8b \u201d\uff0c\u5e76\u63a8\u5bfc\u5e76\u9a8c\u8bc1\u4e86\u8be5\u7ec4\u5408\u5f8b\u7684\u5177\u4f53\u516c\u5f0f\u3002<\/section>\n<section><\/section>\n<section><strong>2.3 \u5982\u4f55\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u6846\u67b6\u4f18\u5316\u601d\u7ef4\u94fe\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u5df2\u6709\u7814\u7a76\u63ed\u793a\u4e86 CoT \u63a8\u7406\u7684\u90e8\u5206\u673a\u5236\uff0c\u4f46\u5982\u4f55\u7cfb\u7edf\u6027\u5730\u4f18\u5316 CoT \u63a8\u7406\u7684\u6548\u7387\u548c\u6548\u679c\u4ecd\u7f3a\u5c11\u660e\u786e\u7684\u7b56\u7565\u4e0e\u65b9\u6cd5\u6307\u5bfc\u3002\u8fd9\u4e00\u4e0d\u8db3\u9650\u5236\u4e86 CoT \u6280\u672f\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u8fdb\u4e00\u6b65\u6539\u8fdb\u4e0e\u62d3\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u63a8\u7406\u8fb9\u754c\u6846\u67b6\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u6700\u77ed\u53ef\u63a5\u53d7\u63a8\u7406\u8def\u5f84\uff08MARP\uff09 \u4f18\u5316\u63a8\u7406\u6548\u7387\u3002\u65e0\u8bba\u662f\u5728\u590d\u6742\u7684\u6570\u5b66\u63a8\u7406\u8fd8\u662f\u591a\u8df3\u63a8\u7406\u4e2d\uff0cRBF \u90fd\u80fd\u5e2e\u52a9\u6a21\u578b\u5728\u6d77\u91cf\u4fe1\u606f\u4e2d\u627e\u5230\u6700\u4f18\u8def\u5f84\uff0c\u5927\u5e45\u63d0\u5347\u63a8\u7406\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u6982\u5ff5\u5b9a\u4e49<\/strong><\/section>\n<section><\/section>\n<section><strong>3.1 \u63a8\u7406\u8fb9\u754c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u91cf\u5316\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u590d\u6742\u63a8\u7406\u80fd\u529b\uff0c\u5982\u56fe 1 (a) \u6240\u793a\uff0c\u7814\u7a76\u8005\u5f15\u5165\u4e86\u63a8\u7406\u8fb9\u754c\uff08Reasoning Boundary, RB\uff09 \u7684\u6982\u5ff5\uff0c\u5b9a\u4e49\u4e86 LLMs \u5728\u7279\u5b9a\u63a8\u7406\u8fc7\u7a0b\u4e2d\u80fd\u591f\u5904\u7406\u7684\u4efb\u52a1\u96be\u5ea6\u4e0a\u9650\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0cRB \u88ab\u5b9a\u4e49\u4e3a\u6a21\u578b m\u00a0\u548c\u4efb\u52a1 t\u00a0\u4f5c\u4e3a\u95ee\u9898\u96be\u5ea6 d\u00a0\u7684\u6700\u5927\u503c\uff0c\u6a21\u578b\u7684\u51c6\u786e\u6027\u8fbe\u5230\u9884\u5b9a\u4e49\u9608\u503c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8bd4cc8efcc4b1e21c81ebf9b15723c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8bd4cc8efcc4b1e21c81ebf9b15723c7.png\"><\/a>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f4cde9699ba9b2301e5d632b717911b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f4cde9699ba9b2301e5d632b717911b8.png\"><\/a><\/section>\n<section>\u5176\u4e2d Acc (t|d, m)\u00a0\u8868\u793a\u6a21\u578b\u5728\u96be\u5ea6\u4e3a d \u7684\u4efb\u52a1 t \u4e0a\u7684\u51c6\u786e\u7387\u3002\u96be\u5ea6\u53ef\u4ee5\u901a\u8fc7\u63a8\u7406\u6b65\u9aa4\u6570\u6216\u8ba1\u7b97\u590d\u6742\u5ea6\u7b49\u56e0\u7d20\u6765\u8861\u91cf\u3002\u7b80\u800c\u8a00\u4e4b\uff0cRB \u53cd\u6620\u4e86\u6a21\u578b\u5728\u4fdd\u6301\u4e00\u5b9a\u51c6\u786e\u6027\uff08accuracy\uff09\u7684\u524d\u63d0\u4e0b\uff0c\u5176\u63a8\u7406\u80fd\u529b\u7684\u8fb9\u754c\u3002<\/section>\n<section><\/section>\n<section>* \u4e3a\u4e86\u7b80\u6d01\u8d77\u89c1\uff0c\u5728\u540e\u7eed\u6587\u7ae0\u4e2d\u5c06 RB \u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d8da0a58396da59467cead9449aae1cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d8da0a58396da59467cead9449aae1cf.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u603b\u7ed3\uff1a\u6a21\u578b\u7684\u63a8\u7406\u8fb9\u754c\u662f\u7531\u5176\u9488\u5bf9\u7ed9\u5b9a\u4efb\u52a1\u96be\u5ea6\u5b9e\u73b0\u7279\u5b9a\u51c6\u786e\u5ea6\u7684\u80fd\u529b\u6765\u5b9a\u4e49\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>3.2 \u63a8\u7406\u8fb9\u754c\u95f4\u7684\u7ec4\u5408\u5f8b<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u5f80\u5f80\u9700\u8981\u96c6\u6210\u591a\u79cd\u80fd\u529b\u624d\u80fd\u6709\u6548\u5730\u89e3\u51b3\u67d0\u4e00\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9a\u91cf\u63cf\u8ff0\u5982\u4f55\u901a\u8fc7\u601d\u7ef4\u94fe CoT \u673a\u5236\u5b9e\u73b0\u591a\u79cd\u80fd\u529b\u7684\u534f\u540c\u63d0\u5347\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u201c\u63a8\u7406\u8fb9\u754c\u7684\u7ec4\u5408\u5f8b\u201d\uff0c\u5e76\u63a8\u5bfc\u51fa CoT \u80fd\u529b\u4e0a\u9650\u7684\u5177\u4f53\u516c\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u5b9a\u5f8b\u4f30\u8ba1\u6a21\u578b m\u00a0\u5185 n\u00a0\u4e2a\u4efb\u52a1\u7684\u7edf\u4e00\u63a8\u7406\u8fb9\u754c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ec580a47d14f795ed4441c8379b1c821.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ec580a47d14f795ed4441c8379b1c821.png\"><\/a>\uff0c\u5373\u8868\u8ff0\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3071baa0e251f7bd6170c26e13965615.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3071baa0e251f7bd6170c26e13965615.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2e4dd73485f9dd7282a183893eee35a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2e4dd73485f9dd7282a183893eee35a5.png\"><\/a>\u8868\u793a\u4efb\u52a1<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-24579f347c6ec201c8719972dac9a89f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-24579f347c6ec201c8719972dac9a89f.png\"><\/a>\u7684\u63a8\u7406\u8fb9\u754c\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b91f5f85fb64b88c083b2e2390765920.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b91f5f85fb64b88c083b2e2390765920.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b231c396e8febbb040a96bd81c0044c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b231c396e8febbb040a96bd81c0044c0.png\"><\/a>\u662f\u7f29\u653e\u56e0\u5b50\uff0c\u4ec5\u53d7\u76f8\u5173\u4efb\u52a1\u5f71\u54cd\u3002\u5982\u56fe 1 (b) \u6240\u793a\uff0c\u8be5\u65b9\u7a0b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6570\u5b66\u516c\u5f0f\u6765\u4f30\u8ba1\u72ec\u7acb RB \u7684\u7ec4\u5408\uff0c\u4ece\u800c\u53ef\u4ee5\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u590d\u6742\u4efb\u52a1\u7684\u6a21\u578b\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u603b\u7ed3\uff1a\u63a8\u7406\u8fb9\u754c\u7684\u7ec4\u5408\u5f8b\u63cf\u8ff0\u4e86\u591a\u4e2a\u63a8\u7406\u80fd\u529b\u7684\u534f\u540c\u6548\u5e94\uff0c\u6ee1\u8db3\u52a0\u6743\u8c03\u548c\u5e73\u5747\u516c\u5f0f\uff0c\u7528\u4ee5\u4f30\u8ba1\u6a21\u578b\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u7684\u6574\u4f53\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>3.3 \u63a8\u7406\u8fb9\u754c\u5212\u5206<\/section>\n<section>\u6b64\u5916\uff0c\u4e3a\u4e86\u6307\u5bfc CoT \u7684\u4f18\u5316\u548c\u66f4\u65b9\u4fbf\u7684\u8868\u8fbe\uff0c\u5982\u56fe 1 (c) \u6240\u793a\uff0c\u7814\u7a76\u8005\u6839\u636e\u7ecf\u9a8c\u51c6\u786e\u6027\u5b9a\u4e49\u4e86\u4ee5\u4e0b\u4e09\u7c7b RB\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<p>\u5b8c\u5168\u53ef\u884c\u7684\u63a8\u7406\u8fb9\u754c\uff1a\u7814\u7a76\u8005\u5b9a\u4e49\u51c6\u786e\u7387\u5927\u4e8e 90% \u7684\u90e8\u5206\u662f\u5b8c\u5168\u53ef\u884c\u7684\u63a8\u7406\u8fb9\u754c (CFRB=<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fda96e3aff73a09b09182ac712d9ad24.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fda96e3aff73a09b09182ac712d9ad24.png\"><\/a>)\uff0c\u8fd9\u610f\u5473\u7740 LLM \u53ef\u4ee5\u6709\u6548\u5730\u638c\u63e1\u8fd9\u90e8\u5206\u7684\u8868\u73b0\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u5168\u4e0d\u53ef\u884c\u7684\u63a8\u7406\u8fb9\u754c\uff1a\u7814\u7a76\u8005\u8ba4\u4e3a\u51c6\u786e\u7387\u5c0f\u4e8e 10% \u7684\u90e8\u5206\u662f\u5b8c\u5168\u4e0d\u53ef\u884c\u7684\u63a8\u7406\u8fb9\u754c (CIRB=<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d22db2f810aef6d8f2dcb4654f4ccd55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d22db2f810aef6d8f2dcb4654f4ccd55.png\"><\/a>)\uff0c\u8fd9\u610f\u5473\u7740\u6a21\u578b\u6c38\u8fdc\u65e0\u6cd5\u6709\u6548\u638c\u63e1\u8fd9\u90e8\u5206\u7684\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u90e8\u5206\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff1a\u7814\u7a76\u8005\u5c06\u9664 CFRB \u548c CIRB \u4e4b\u5916\u7684\u5176\u4f59\u90e8\u5206\u4e2d\u7684 RB \u5b9a\u4e49\u4e3a\u90e8\u5206\u53ef\u884c\u63a8\u7406\u8fb9\u754c (PFRB=<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c7e8503173b9bb395131592af60edbd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c7e8503173b9bb395131592af60edbd2.png\"><\/a>)\uff0c\u8fd9\u9700\u8981\u6a21\u578b\u91cd\u590d\u601d\u8003\u6216\u8005\u66f4\u6e05\u6670\u7684\u4fe1\u606f\u6765\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<\/li>\n<\/ol>\n<section>\u7814\u7a76\u8005\u901a\u8fc7\u8be6\u7ec6\u5206\u6790\u4e86\u8fd9\u4e09\u7c7b RB \u7684\u6027\u8d28\uff0c\u8fdb\u4e00\u6b65\u7ed3\u5408\u7ec4\u5408\u5f8b\u6765\u4f18\u5316\u8fd9\u4e09\u4e2a\u63a8\u7406\u8fb9\u754c\uff0c\u4ece\u800c\u4e3a\u652f\u6301\u672a\u6765 CoT \u4f18\u5316\u63d0\u4f9b\u6709\u6548\u7684\u5efa\u8bae\u548c\u6307\u5bfc\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/section>\n<ol>\n<li>\n<p>\u6a21\u578b\u8bbe\u7f6e\uff1a\u7814\u7a76\u8005\u4eec\u91c7\u7528\u4e86 GPT-3.5-Turbo \u4f5c\u4e3a\u4e3b\u8981\u6a21\u578b\uff0c\u5b9e\u9a8c\u8fd8\u6db5\u76d6\u4e86\u591a\u4efb\u52a1\u573a\u666f\uff0c\u5305\u62ec\u6570\u5b66\u63a8\u7406\u3001\u591a\u8df3\u95ee\u7b54\u548c\u591a\u8bed\u8a00\u63a8\u7406\u7b49\u9886\u57df\uff0c\u4ee5\u786e\u4fdd\u63a8\u7406\u8fb9\u754c\u7684\u5168\u9762\u8bc4\u4f30\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u51c6\u8bbe\u7f6e\uff1a\u4e3a\u4e86\u66f4\u597d\u5730\u8bc4\u4f30 LLMs \u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f5c\u8005\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u7684\u6570\u636e\u96c6 \u2014\u2014BigGSM\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0d\u4ec5\u5177\u6709\u8f83\u9ad8\u7684\u8ba1\u7b97\u590d\u6742\u6027\uff0c\u8fd8\u5305\u542b\u66f4\u957f\u7684\u63a8\u7406\u94fe\uff0c\u80fd\u591f\u66f4\u597d\u5730\u6311\u6218\u6a21\u578b\u7684\u63a8\u7406\u4e0a\u9650\u3002<\/p>\n<\/li>\n<\/ol>\n<section><strong>5. \u9a8c\u8bc1\u6027\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section><strong>5.1 \u63a8\u7406\u8fb9\u754c\u5b58\u5728\u6027\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u5b9e\u8bc1\u5206\u6790\uff0c\u9a8c\u8bc1\u4e86\u63a8\u7406\u8fb9\u754c\u5728\u4e09\u7c7b\u4efb\u52a1\u4e2d\u7684\u666e\u904d\u6027\uff1a<\/section>\n<section><\/section>\n<section>\u5728\u57fa\u7840\u7b97\u672f\u8fd0\u7b97\u4e2d\uff0c\u5448\u73b0\u51fa\u4e09\u79cd\u4e0d\u540c\u7684\u63a8\u7406\u8fb9\u754c (\u56fe 2 (a))\uff1b<\/section>\n<section>\u5728\u81ea\u7136\u8bed\u8a00\u89c4\u5212\u4efb\u52a1\u4e2d\uff0c\u540c\u6837\u5c55\u73b0\u51fa\u4e09\u79cd\u4e0d\u540c\u7684\u63a8\u7406\u8fb9\u754c (\u56fe 2 (b))\uff1b<\/section>\n<section>\u5728\u4ee3\u7801\u89c4\u5212\u4efb\u52a1\u4e2d\uff0c\u4ecd\u7136\u8868\u73b0\u51fa\u4e00\u81f4\u7684\u4e09\u79cd\u63a8\u7406\u8fb9\u754c (\u56fe 2 (c))\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f408eb86c80ee49f2e2dea18fa9ea78e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f408eb86c80ee49f2e2dea18fa9ea78e.png\"><\/a><\/section>\n<section><strong>5.2 \u63a8\u7406\u8fb9\u754c\u7ec4\u5408\u5f8b\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6a21\u578b\u901a\u5e38\u9700\u8981\u96c6\u6210\u591a\u79cd\u80fd\u529b\u624d\u80fd\u9ad8\u6548\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u8fdb\u4e00\u6b65\u5730\u9a8c\u8bc1\u4e86\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u63a8\u7406\u8fb9\u754c\u7ec4\u5408\u5f8b\u7684\u5e7f\u6cdb\u9002\u7528\u6027\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u590d\u6742\u591a\u9879\u5f0f\u8ba1\u7b97\u7684\u63a8\u7406\u8fb9\u754c<\/strong>\uff1a\u53ef\u89c6\u4e3a \u2460\u8ba1\u7b97\u6b65\u9aa4\u89c4\u5212 \u4e0e \u2461\u6570\u5b66\u8fd0\u7b97 \u4e24\u4e2a\u63a8\u7406\u8fb9\u754c\u7684\u7ed3\u5408\u3002\u5982\u56fe 3 (a) \u6240\u793a\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\u4e86\u4e09\u4e2a\u5177\u6709\u660e\u663e\u8fb9\u754c\u7684\u63a8\u7406\u8fb9\u754c\u5212\u5206\u533a\u57df\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u590d\u6742\u5c0f\u5b66\u6570\u5b66\u63a8\u7406\u7684\u63a8\u7406\u8fb9\u754c<\/strong>\uff1a\u53ef\u7406\u89e3\u4e3a \u2460\u81ea\u7136\u8bed\u8a00\u6b65\u9aa4\u89c4\u5212 \u4e0e \u2461\u6570\u5b66\u8fd0\u7b97 \u7684\u7ed3\u5408\uff0c\u56fe 3 (b) \u4e2d\u540c\u6837\u5c55\u793a\u4e86\u4e09\u4e2a\u6e05\u6670\u7684\u63a8\u7406\u8fb9\u754c\u5212\u5206\u533a\u57df\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u591a\u8df3\u95ee\u7b54\u7684\u63a8\u7406\u8fb9\u754c<\/strong>\uff1a\u53ef\u88ab\u89c6\u4f5c \u2460\u591a\u8df3\u89c4\u5212 \u4e0e \u2461\u5b9e\u4f53\u63a8\u7406 \u7684\u7ed3\u5408\u3002\u6b63\u5982\u56fe 3 (c) \u6240\u793a\uff0c\u4e09\u4e2a\u63a8\u7406\u8fb9\u754c\u5212\u5206\u7684\u6709\u6548\u533a\u57df\u540c\u6837\u53ef\u89c1\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-81fc7d3da1b787ac400d23ccbd1f4117.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-81fc7d3da1b787ac400d23ccbd1f4117.png\"><\/a><\/section>\n<section><strong>5.3 \u4e0d\u540c\u63a8\u7406\u8fb9\u754c\u7684\u4e0d\u540c\u6027\u8d28<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u9a8c\u8bc1\u4e86\u4e0d\u540c\u63a8\u7406\u8fb9\u754c\u5728\u6a21\u578b\u4e2d\u7684\u6027\u8d28\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<p>\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c&#8211;&gt;\u5b8c\u5168\u638c\u63e1\uff1a\u5982\u56fe 4 (a, b) \u6240\u793a\uff0c\u5728\u8fd9\u4e00\u8fb9\u754c\u4e0b\uff0c\u6a21\u578b\u5373\u4f7f\u5728\u6ca1\u6709\u793a\u4f8b\u3001\u65e0\u9700 self-consistency \u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u591f\u9ad8\u6548\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u90e8\u5206\u53ef\u884c\u63a8\u7406\u8fb9\u754c&#8211;&gt;\u4e0d\u5b8c\u5168\u638c\u63e1\uff1a\u5728\u8fd9\u4e00\u63a8\u7406\u8fb9\u754c\u4e0b\uff0c\u5982\u56fe 4 (b) \u6240\u793a\uff0c\u6a21\u578b\u5bf9\u4efb\u52a1\u7684\u638c\u63e1\u7a0b\u5ea6\u6709\u9650\uff0c\u9700\u8981\u901a\u8fc7\u591a\u6b21 Self-consistency \u6765\u589e\u5f3a\u4fe1\u5fc3\uff0c\u4ece\u800c\u63d0\u9ad8\u51c6\u786e\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u5168\u4e0d\u53ef\u884c\u63a8\u7406\u8fb9\u754c&#8211;&gt;\u5b8c\u5168\u4e0d\u638c\u63e1\uff1a\u5728\u8fd9\u79cd\u8fb9\u754c\u4e0b\uff0c\u5982\u56fe 4 (b) \u6240\u793a\uff0c\u6a21\u578b\u7684\u63a8\u7406\u8868\u73b0\u6781\u5176\u6709\u9650\uff0c\u5373\u4fbf\u91c7\u7528 Self-consistency\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u4ecd\u96be\u4ee5\u5f97\u5230\u63d0\u5347\u3002<\/p>\n<\/li>\n<li>\n<p>\u5927\u6a21\u578b\u80fd\u591f\u81ea\u5df1\u610f\u8bc6\u5230\u81ea\u5df1\u7684\u63a8\u7406\u8fb9\u754c\uff1a\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u5982\u56fe 4 (c) \u6240\u793a\uff0c\u5f53\u8ba9\u6a21\u578b\u81ea\u884c\u751f\u6210 CoT \u793a\u4f8b\u65f6\uff0c\u6a21\u578b\u66f4\u503e\u5411\u4e8e\u751f\u6210\u7b26\u5408\u5176\u63a8\u7406\u8fb9\u754c\u7684\u6837\u672c\uff0c\u7279\u522b\u662f\u5728\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\u8303\u56f4\u5185\uff0c\u800c\u5f88\u5c11\u751f\u6210\u5176\u5b8c\u5168\u65e0\u6cd5\u638c\u63e1\u7684\u6837\u672c\u3002\u8fd9\u8868\u660e\u6a21\u578b\u5bf9\u63a8\u7406\u8fb9\u754c\u5177\u6709\u4e00\u5b9a\u7684\u81ea\u6211\u611f\u77e5\u80fd\u529b\uff0c\u80fd\u591f\u6839\u636e\u81ea\u8eab\u80fd\u529b\u9009\u62e9\u5408\u9002\u7684\u4efb\u52a1\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-20c4325cc49c18fbd17542629feb648d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-20c4325cc49c18fbd17542629feb648d.png\"><\/a><\/section>\n<section><strong>6. \u57fa\u4e8e\u63a8\u7406\u8fb9\u754c\u7684 CoT \u4f18\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4f18\u5316\u601d\u7ef4\u94fe\u7684\u8868\u73b0\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u63a8\u7406\u8fb9\u754c\u4f18\u5316\u7684\u591a\u79cd\u7b56\u7565\uff0c\u5e76\u5bf9\u8fd9\u4e9b\u7b56\u7565\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u63ed\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u8c03\u6574 RB \u63d0\u5347\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-03ca6c7f928adddfb568d393d2a0ad7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-03ca6c7f928adddfb568d393d2a0ad7f.png\"><\/a><\/section>\n<section><strong>6.1 \u63a8\u7406\u8fb9\u754c\u4f18\u5316\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section>\u5de5\u5177\u4f7f\u7528\u53ef\u4ee5\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u8fb9\u754c<\/section>\n<section><\/section>\n<section>\u5f53\u6a21\u578b\u4f7f\u7528\u5de5\u5177\u65f6\uff0c\u53ef\u4ee5\u7b80\u5355\u5730\u8ba4\u4e3a\u6a21\u578b\u53ef\u4ee5\u4ee5\u65e0\u9650\u7cbe\u5ea6\u6267\u884c\u8ba1\u7b97\uff0c\u56e0\u6b64\u6570\u5b66\u8ba1\u7b97\u7684\u63a8\u7406\u8fb9\u754c\u8d8b\u5411\u4e8e\u65e0\u7a77\u5927\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f23a05665600196bbce808aff9e85513.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f23a05665600196bbce808aff9e85513.png\"><\/a>\u3002\u663e\u7136\uff0c\u6a21\u578b\u7684\u7ec4\u5408\u63a8\u7406\u8fb9\u754c\u53ef\u4ee5\u8ba1\u7b97\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-56600cac55dbe11cbe47e50af47b3fa0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-56600cac55dbe11cbe47e50af47b3fa0.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0cc \u8868\u793a\u8ba1\u7b97\u4efb\u52a1\uff0cp \u8868\u793a\u89c4\u5212\u4efb\u52a1\u3002\u5f88\u5bb9\u6613\u5f97\u51fa\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-01e98de3d28c14eb40ec147c06c951f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-01e98de3d28c14eb40ec147c06c951f0.png\"><\/a>\uff0c\u8fd9\u8868\u660e\u5de5\u5177\u4f7f\u7528\u53ef\u4ee5\u63d0\u9ad8\u63a8\u7406\u7684\u8fb9\u754c\u3002\u8fd9\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5de5\u5177\u4f7f\u7528\u6bd4\u666e\u901a\u7684\u63a8\u7406\u94fe\u6027\u80fd\u66f4\u597d\uff08\u89c1\u8868 1\uff09\u3002\u6b64\u5916\uff0c\u5982\u56fe 5 \u6240\u793a\uff0c\u7406\u8bba\u63a8\u7406\u8fb9\u754c\u4e0e\u5b9e\u9645\u63a8\u7406\u8fb9\u754c\u7684\u5206\u5e03\u51e0\u4e4e\u5b8c\u7f8e\u91cd\u5408\uff0c\u8fd9\u4e5f\u8bc1\u660e\u4e86\u8be5\u5047\u8bbe\u7684\u53ef\u9760\u6027\u548c\u9002\u7528\u6027\u3002<\/section>\n<section><\/section>\n<section>\u7a0b\u5e8f\u5316\u601d\u7ef4\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u8fb9\u754c\u3002<\/section>\n<section><\/section>\n<section>\u7531\u5de5\u5177\u4f7f\u7528\u7684\u7ec4\u5408\u63a8\u7406\u8fb9\u754c\u8ba1\u7b97\u516c\u5f0f\u53ef\u5f97\uff0cLLM \u7684\u63a8\u7406\u8fb9\u754c\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u89c4\u5212\u80fd\u529b\u3002\u7531\u4e8e\u81ea\u7136\u8bed\u8a00\u53ef\u80fd\u8fc7\u4e8e\u5197\u957f\uff0c\u5b83\u4f1a\u59a8\u788d LLM \u7684\u89c4\u5212\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u7a0b\u5e8f\u5316\u601d\u7ef4\uff08Program-of-Thought\uff0cPoT\uff09\u901a\u8fc7\u4ee3\u7801\u63d0\u4f9b\u4e86\u66f4\u6e05\u6670\u7684\u903b\u8f91\u8868\u793a\uff0c\u4f7f\u5f97\u89c4\u5212\u66f4\u4e3a\u6e05\u6670\uff08\u5982\u56fe 2 (b, c) \u6240\u793a\uff09\u3002\u6240\u4ee5\uff0c\u8fd9\u5bfc\u81f4\u66f4\u597d\u7684\u6b65\u9aa4\u89c4\u5212\u63a8\u7406\u8fb9\u754c\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-821218a4adfeb8b03eaf1331ae0c2586.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-821218a4adfeb8b03eaf1331ae0c2586.png\"><\/a><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d8befb3db1b4284d72e978ad58a7b22b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d8befb3db1b4284d72e978ad58a7b22b.png\"><\/a>\u3002\u90a3\u4e48\uff0cPoT \u7684\u63a8\u7406\u8fb9\u754c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3ba71d853f51e9216caaf2811a7afd18.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3ba71d853f51e9216caaf2811a7afd18.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section><strong>6.2 \u63a8\u7406\u8def\u5f84\u4f18\u5316\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u56fa\u5b9a\u63a8\u7406\u65b9\u5f0f\u7684\u6a21\u578b\u800c\u8a00\uff0c\u5176\u63a8\u7406\u8fb9\u754c\uff08\u5373\u80fd\u529b\u8fb9\u754c\uff09\u662f\u76f8\u5bf9\u56fa\u5b9a\u7684\u3002\u56e0\u6b64\uff0c\u5173\u952e\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u901a\u8fc7\u4f18\u5316\u7b56\u7565\uff0c\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f7f\u5f97\u4f18\u5316\u540e\u7684\u63a8\u7406\u8fb9\u754c\u8d85\u8d8a\u539f\u95ee\u9898\u6240\u9700\u7684\u8fb9\u754c\u3002<\/section>\n<ul>\n<li>\n<p>Complex CoT \u5728\u63a8\u7406\u6b65\u9aa4\u4e0e\u6027\u80fd\u4e4b\u95f4\u7684\u5e73\u8861<\/p>\n<\/li>\n<li>\n<p>\u5355\u6b21\u8ba1\u7b97\u8d1f\u8377\u7f13\u89e3\uff1a\u7814\u7a76\u8868\u660e\uff0c\u901a\u8fc7\u589e\u52a0\u63a8\u7406\u6b65\u9aa4\uff0c\u53ef\u4ee5\u7f13\u89e3\u5355\u6b21\u8ba1\u7b97\u7684\u8d1f\u8377\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u8ba1\u7b97\u8fb9\u754c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e7e3789ef94b868670f235bb2d718fbd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e7e3789ef94b868670f235bb2d718fbd.png\"><\/a>\uff0c\u8fd9\u6709\u52a9\u4e8e\u63d0\u9ad8\u6574\u4f53\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u89c4\u5212\u96be\u5ea6\u589e\u52a0\uff1a\u7136\u800c\uff0c\u63a8\u7406\u6b65\u9aa4\u7684\u8fc7\u5ea6\u589e\u52a0\u53ef\u80fd\u5e26\u6765\u8d1f\u9762\u5f71\u54cd\uff1a\u539f\u95ee\u9898\u5728\u51c6\u786e\u7387\u8f83\u9ad8\u7684\u8fb9\u754c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f54d73d030a5995e935df732c6ece7bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f54d73d030a5995e935df732c6ece7bc.png\"><\/a>\u4e0a\uff0c\u7ecf\u8fc7 Complex CoT\uff0c\u53ef\u80fd\u843d\u5230\u51c6\u786e\u7387\u8f83\u4f4e\u7684\u8fb9\u754c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-052aaecb7d831bb914569267f3d4d90e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-052aaecb7d831bb914569267f3d4d90e.png\"><\/a>\u4e0a\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-33dd56660efa9da21689bd14deeeb142.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-33dd56660efa9da21689bd14deeeb142.png\"><\/a>\u3002\u8fd9\u610f\u5473\u7740\u8fc7\u591a\u7684\u63a8\u7406\u6b65\u9aa4\u53ef\u80fd\u5bfc\u81f4\u7ec4\u5408\u63a8\u7406\u51c6\u786e\u5ea6\u7684\u4e0b\u964d\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-998e5d443aa4544af3f9ef8bc08e1b54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-998e5d443aa4544af3f9ef8bc08e1b54.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u5728\u89c4\u5212\u4e0e\u8ba1\u7b97\u8d1f\u8377\u4e4b\u95f4\u5b58\u5728\u4e00\u4e2a\u5e73\u8861\uff1a\u5982\u56fe 6 \u6240\u793a\uff0c\u968f\u7740\u63a8\u7406\u6b65\u9aa4\u7684\u589e\u52a0\uff0c\u6a21\u578b\u6027\u80fd\u5728\u521d\u671f\u663e\u8457\u63d0\u9ad8\uff0c\u4f46\u5f53\u6b65\u9aa4\u6570\u8d85\u8fc7\u6a21\u578b\u7684\u6700\u4f18\u63a8\u7406\u80fd\u529b\u65f6\uff0c\u6027\u80fd\u5f00\u59cb\u4e0b\u964d\u3002\u8fd9\u8868\u660e\uff0cComplex CoT \u5728\u63a8\u7406\u6b65\u9aa4\u6570\u91cf\u4e0e\u8ba1\u7b97\u8d1f\u8377\u4e4b\u95f4\u5b58\u5728\u4e00\u4e2a\u6700\u4f73\u5e73\u8861\u70b9\u3002\u8d85\u51fa\u8fd9\u4e00\u70b9\uff0c\u8ba1\u7b97\u8d1f\u8377\u7684\u589e\u52a0\u4f1a\u5bf9\u6a21\u578b\u7684\u6574\u4f53\u8868\u73b0\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002<\/p>\n<\/li>\n<li>\n<p>Least-to-Most \u7684\u5206\u6b65\u4f18\u5316\u7b56\u7565<\/p>\n<\/li>\n<\/ul>\n<section>\u5c40\u90e8\u89c4\u5212\u538b\u529b\u7f13\u89e3\uff1a\u901a\u8fc7\u5c06\u95ee\u9898\u62c6\u89e3\u4e3a\u591a\u4e2a\u5b50\u95ee\u9898\uff0c\u5982\u56fe 7 \u6240\u793a\uff0c\u53ef\u4ee5\u6709\u6548\u51cf\u5c11\u6bcf\u4e2a\u6b65\u9aa4\u5185\u7684\u89c4\u5212\u538b\u529b\uff0c\u5bf9\u5404\u79cd\u4e0d\u540c\u8ba1\u7b97\u91cf\u7684\u95ee\u9898\u90fd\u80fd\u6709\u4e00\u5b9a\u7684\u6027\u80fd\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-79cce642d827c1d98681bb729cacb684.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-79cce642d827c1d98681bb729cacb684.png\"><\/a><\/section>\n<section>\u5168\u5c40\u89c4\u5212\u96be\u5ea6\u589e\u52a0\uff1a\u867d\u7136\u8fd9\u79cd\u7b56\u7565\u80fd\u591f\u964d\u4f4e\u5c40\u90e8\u89c4\u5212\u8d1f\u62c5\uff0c\u5b83\u540c\u65f6\u5f15\u5165\u4e86\u5168\u5c40\u5206\u89e3\u89c4\u5212\u4e2d\u7684\u989d\u5916\u63a8\u7406\u8fb9\u754c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0bc3366a8b1cf07f885e0e03a228a192.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0bc3366a8b1cf07f885e0e03a228a192.png\"><\/a>\u3002\u5982\u56fe 15 \u6240\u793a\uff0c\u63a5\u8fd1 70% \u7684\u5168\u5c40\u89c4\u5212\u6570\u8d85\u8fc7\u4e86 5 \u6b65\uff0c\u4e25\u91cd\u52a0\u5927\u4e86\u6a21\u578b\u89c4\u5212\u96be\u5ea6\uff0c\u4ece\u800c\u4f7f\u5b9e\u9645\u7684\u7ec4\u5408\u63a8\u7406\u8fb9\u754c\u5bf9\u5e94\u7684\u51c6\u786e\u7387\u4e0b\u964d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fcc77a615dbdbb3edde0669b05e94ba2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fcc77a615dbdbb3edde0669b05e94ba2.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u6700\u77ed\u53ef\u63a5\u53d7\u63a8\u7406\u8def\u5f84\u63d0\u793a\uff08MARP\uff09<\/p>\n<\/li>\n<\/ul>\n<section>\u4e3a\u4e86\u514b\u670d\u4e0a\u8ff0\u7b56\u7565\u7684\u5c40\u9650\u6027\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u6700\u77ed\u53ef\u63a5\u53d7\u63a8\u7406\u8def\u5f84\u63d0\u793a\uff08MARP\uff09\u7b56\u7565\u3002\u8be5\u7b56\u7565\u901a\u8fc7\u63d0\u793a\u5927\u6a21\u578b\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u5c3d\u53ef\u80fd\u9ad8\u6548\u5730\u6267\u884c\u8ba1\u7b97\uff0c\u540c\u65f6\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5168\u5c40\u89c4\u5212\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u8ba1\u7b97\u8d1f\u62c5\u548c\u89c4\u5212\u590d\u6742\u5ea6\uff1a<\/section>\n<ul>\n<li>\n<p>\u6700\u5c0f\u5316\u63a8\u7406\u8def\u5f84\u63d0\u793a\uff1a\u4e3a\u4e86\u51cf\u8f7b\u4e0e\u89c4\u5212\u76f8\u5173\u7684\u8ba4\u77e5\u8d1f\u62c5\uff0c\u901a\u8fc7\u8be5\u63d0\u793a\u8ba9\u6a21\u578b\u5c3d\u53ef\u80fd\u7b80\u6d01\u5730\u56de\u7b54\u95ee\u9898\uff0c\u786e\u4fdd\u63d0\u4f9b\u7b80\u77ed\u3001\u6e05\u6670\u548c\u76f4\u63a5\u7684\u63a8\u7406\u8def\u5f84\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e95ba9fdc4a81758f8905f84ea2f3ddb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e95ba9fdc4a81758f8905f84ea2f3ddb.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u53ef\u63a5\u53d7\u63a8\u7406\u8def\u5f84\u63d0\u793a\uff1a\u4e3a\u4e86\u66f4\u6709\u6548\u5730\u5229\u7528\u63a8\u7406\u8fb9\u754c\u7684\u4e0a\u9650\uff0c\u901a\u8fc7\u8be5\u63d0\u793a\u8981\u6c42\u6a21\u578b\u6bcf\u4e00\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u590d\u6742\u6027\u5728\u53ef\u63a5\u53d7\u7684\u8303\u56f4\u5185\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d33d6e02daef129cd9456902a517a9d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d33d6e02daef129cd9456902a517a9d.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\uff08\u89c1\u8868 1\uff09\u663e\u793a\uff0cMARP \u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u6027\u80fd\uff0c\u5e76\u6709\u6548\u51cf\u5c11\u4e86 token \u7684\u4f7f\u7528\u91cf\u3002<\/section>\n<section><\/section>\n<section><strong>7. \u62d3\u5c55\u6027\u63a2\u7d22<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>7.1 \u6a21\u578b\u6269\u5c55\u9a8c\u8bc1<\/strong><\/section>\n<ul>\n<li>\n<p>\u63a8\u7406\u8fb9\u754c\u4e0e\u6a21\u578b\u51c6\u786e\u7387\u7684\u6b63\u76f8\u5173\u6027\uff1a\u7814\u7a76\u8005\u901a\u8fc7\u5bf9 25 \u4e2a\u4e0d\u540c\u6a21\u578b\u7684\u63a8\u7406\u8fb9\u754c\u8868\u73b0\u8fdb\u884c\u5206\u6790\uff0c\u53d1\u73b0\u63a8\u7406\u8fb9\u754c\u4e0e\u6570\u5b66\u4efb\u52a1\u4e2d\u7684\u51c6\u786e\u7387\u5448\u73b0\u51fa\u6b63\u76f8\u5173\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u5b66\u6a21\u578b\u4e0e\u901a\u7528\u6a21\u578b\u5728\u63a8\u7406\u8fb9\u754c &#8211; \u51c6\u786e\u7387\u5206\u5e03\u4e0a\u7684\u5dee\u5f02\uff1a\u901a\u8fc7\u6570\u5b66\u6570\u636e\u5fae\u8c03\u7684\u6a21\u578b\uff0c\u63a8\u7406\u8fb9\u754c &#8211; \u51c6\u786e\u7387\u5206\u5e03\u867d\u7136\u5448\u73b0\u51fa\u6b63\u76f8\u5173\uff0c\u4f46\u4e0e\u901a\u7528 LLM \u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u8fd9\u53ef\u4ee5\u4e3a\u672a\u6765\u533a\u5206\u6a21\u578b\u662f\u5426\u8fdb\u884c\u4e86\u6570\u5b66\u4e13\u9879\u8bad\u7ec3\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6f5c\u5728\u7684\u6307\u6807\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u6a21\u578b\u5728\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\u4e0a\u7684\u5c40\u9650\u6027\uff1a\u5f00\u6e90\u6a21\u578b\u5728\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff08CFRB\uff09\u4e0a\u7684\u8868\u73b0\u4e0e\u95ed\u6e90\u6a21\u578b\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u51e0\u4e4e\u6240\u6709\u5f00\u6e90\u6a21\u578b\u7684 CFRB \u503c\u5747\u4e3a 0\uff0c\u8fd9\u8868\u660e\u5f00\u6e90\u6a21\u578b\u5728\u9ad8\u7ea7\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u4e0d\u8db3\uff0c\u8868\u660e\u5176\u5728\u672a\u6765\u4f18\u5316\u4e2d\u7684\u6f5c\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2b7bdd0adf05aea82a75b03d9af43f32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2b7bdd0adf05aea82a75b03d9af43f32.png\"><\/a><\/section>\n<section><strong>7.2 \u4efb\u52a1\u6269\u5c55\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u66f4\u8fdb\u4e00\u6b65\u5730\uff0c\u8be5\u7814\u7a76\u4e0d\u4ec5\u9a8c\u8bc1\u4e86\u5728\u6570\u5b66\u8fd0\u7b97\u3001\u6570\u5b66\u63a8\u7406\u548c\u591a\u8df3\u95ee\u7b54\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u8fb9\u754c\u6269\u5c55\u89c4\u5f8b\uff0c\u8fd8\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u5728\u591a\u8bed\u8a00\u63a8\u7406\u548c\u533b\u7597\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/section>\n<ul>\n<li>\n<p>\u591a\u8bed\u8a00\u63a8\u7406\uff1a\u901a\u8fc7\u5c06\u591a\u8bed\u8a00\u80fd\u529b\u3001\u6570\u5b66\u8ba1\u7b97\u4e0e\u63a8\u7406\u89c4\u5212\u76f8\u7ed3\u5408\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u80fd\u529b\u7684\u6b63\u4ea4\u7ec4\u5408\u540e\uff0c\u63a8\u7406\u8fb9\u754c\u4f9d\u7136\u4fdd\u6301\u4e86\u4e09\u7c7b\u4e0d\u540c\u7684\u63a8\u7406\u8fb9\u754c\u6a21\u5f0f\uff0c\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86\u6b64\u65b9\u6cd5\u7684\u666e\u9002\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-391735734df88e2785fe61b499e5d7fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-391735734df88e2785fe61b499e5d7fd.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u533b\u7597\u63a8\u7406\uff1a\u7c7b\u4f3c\u5730\uff0c\u5728\u533b\u7597\u9886\u57df\uff0c\u7814\u7a76\u901a\u8fc7\u5c06\u533b\u7597\u5b9e\u4f53\u63a8\u7406\u4e0e\u591a\u8df3\u63a8\u7406\u89c4\u5212\u76f8\u7ed3\u5408\uff0c\u9a8c\u8bc1\u4e86\u63a8\u7406\u8fb9\u754c\u5728\u6b63\u4ea4\u7ec4\u5408\u540e\u4ecd\u7136\u4fdd\u6301\u4e00\u81f4\uff0c\u8bf4\u660e\u8be5\u63a8\u7406\u7b56\u7565\u540c\u6837\u9002\u7528\u4e8e\u533b\u7597\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-90342933e789717d507e7745562fa0ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-90342933e789717d507e7745562fa0ff.png\"><\/a><\/section>\n<section><strong>8. \u5982\u4f55\u7406\u89e3 o1 \u7684\u4f18\u5f02\u6027\u80fd\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6df1\u5165\u7406\u89e3\u5f53\u524d\u6700\u5148\u8fdb\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b o1\uff0c\u7814\u7a76\u4eba\u5458\u5229\u7528\u63a8\u7406\u8fb9\u754c\u6846\u67b6\u5bf9 GPT \u7cfb\u5217\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 11 \u6240\u793a\uff0c\u4e0e\u65e9\u671f\u7248\u672c\u76f8\u6bd4\uff0c\u5404\u9879\u63a8\u7406\u8fb9\u754c\u6307\u6807\u5747\u6709\u663e\u8457\u63d0\u5347\uff0c\u6a21\u578b\u6027\u80fd\u4e5f\u968f\u4e4b\u589e\u5f3a\u3002\u7279\u522b\u662f\uff0c\u5c3d\u7ba1 GPT-3.5 \u4e0e GPT-4o \u4e4b\u95f4\u5728 \u5b8c\u5168\u4e0d\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff08CIRB\uff09 \u4e0a\u7684\u6539\u8fdb\u5e45\u5ea6\u8f83\u5927\uff0c\u4f46 \u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\uff08CFRB\uff09 \u7684\u63d0\u5347\u76f8\u5bf9\u8f83\u5c0f\u3002\u7136\u800c\uff0c\u5728 GPT-o1 \u7248\u672c\u4e2d\uff0c\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\u7684\u8868\u73b0\u5219\u6709\u4e86\u663e\u8457\u6539\u5584\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3582c7b33e2e2c77a09291b89ab999f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3582c7b33e2e2c77a09291b89ab999f8.png\"><\/a><\/section>\n<section>\u8fdb\u4e00\u6b65\u6765\u770b\uff0c\u56fe 14 \u63ed\u793a\u4e86 GPT-o1 \u7248\u672c\u5728\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\u4e0a\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u63d0\u5347\u5e45\u5ea6\u51e0\u4e4e\u662f\u5176\u4ed6\u6a21\u578b\u7684\u4e09\u500d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ef6ea663691b01216f3db6742515acc6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ef6ea663691b01216f3db6742515acc6.png\"><\/a><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u6210\u679c\u4e3b\u8981\u5f52\u529f\u4e8e\u903b\u8f91\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u7684\u8fdb\u6b65\u548c Inference Scaling Law \u7b56\u7565\u7684\u4f18\u5316\u3002\u8fd9\u4e9b\u65b0\u7b56\u7565\u5728\u63d0\u5347\u5b8c\u5168\u53ef\u884c\u63a8\u7406\u8fb9\u754c\u65b9\u9762\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\uff0c\u8fdc\u8fdc\u8d85\u8d8a\u4e86\u5e38\u89c4\u7684\u6539\u8fdb\u8def\u5f84\u3002\u8fd9\u4e00\u73b0\u8c61\u53ef\u80fd\u4e3a\u672a\u6765\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u548c\u542f\u793a\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e2a\u63a8\u7406\u8fb9\u754c\uff08RB\uff09\u6846\u67b6\uff0c\u7cfb\u7edf\u91cf\u5316\u5e76\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u601d\u7ef4\u94fe\uff08CoT\uff09\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\u3002\u901a\u8fc7\u5b9a\u4e49\u63a8\u7406\u8fb9\u754c\u548c\u5e94\u7528\u4f18\u5316\u7b56\u7565\uff0c\u5408\u7406\u89e3\u91ca\u4e86\u591a\u4e2a CoT \u7b56\u7565\u5176\u5728\u63a8\u7406\u6027\u80fd\u4e0a\u7684\u4f18\u52bf\u3002\u540c\u65f6\uff0c\u6700\u77ed\u53ef\u63a5\u53d7\u63a8\u7406\u8def\u5f84\uff08MARP\uff09\u7b56\u7565\u901a\u8fc7\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u6027\u80fd\u4e0e\u6548\u7387\u3002\u7814\u7a76\u8005\u5e0c\u671b RB \u6846\u67b6\u80fd\u591f\u4e3a\u76f8\u5173\u7814\u7a76\u63d0\u4f9b\u7406\u8bba\u57fa\u7840\uff0c\u63a8\u52a8 LLMs \u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u53d1\u5c55\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-10-2\" target=\"_blank\">NeurIPS 2024 (Oral) | \u5982\u4f55\u91cf\u5316\u4e0e\u63d0\u5347\u601d\u7ef4\u94fe\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&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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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-36595","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>NeurIPS 2024 (Oral) | \u5982\u4f55\u91cf\u5316\u4e0e\u63d0\u5347\u601d\u7ef4\u94fe\u7684\u63a8\u7406\u80fd\u529b\u8fb9\u754c\uff1f - \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=36595\" \/>\n<script type=\"application\/ld+json\" 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