{"id":34101,"date":"2024-11-30T14:37:13","date_gmt":"2024-11-30T06:37:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=34101"},"modified":"2024-11-30T14:49:14","modified_gmt":"2024-11-30T06:49:14","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81%e6%85%a2%e6%80%9d%e8%80%83%ef%bc%9a%e5%88%86%e8%a7%a3%e5%8e%9f%e5%ad%90%e6%ad%a5%e9%aa%a4%e4%bb%a5%e8%a7%a3%e5%86%b3%e5%a4%8d%e6%9d%82%e6%95%b0%e5%ad%a6%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34101","title":{"rendered":"\u591a\u6a21\u6001\u6162\u601d\u8003\uff1a\u5206\u89e3\u539f\u5b50\u6b65\u9aa4\u4ee5\u89e3\u51b3\u590d\u6742\u6570\u5b66\u63a8\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=https:\/\/www.jiqizhixin.com\/articles\/2024-11-30 target=\"_blank\">\u591a\u6a21\u6001\u6162\u601d\u8003\uff1a\u5206\u89e3\u539f\u5b50\u6b65\u9aa4\u4ee5\u89e3\u51b3\u590d\u6742\u6570\u5b66\u63a8\u7406<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8b063b0d9e7742b970074120b58f1570.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8b063b0d9e7742b970074120b58f1570.png\"><\/a><\/p>\n<\/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><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u4e2d\u5c71\u5927\u5b66\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u548c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u7b49\u673a\u6784\u3002\u7b2c\u4e00\u4f5c\u8005\u9879\u9cb2\u4e3a\u4e2d\u5c71\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5218\u667a\u7acb\u4e3a\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u535a\u58eb\u751f\uff0c\u59dc\u5b50\u660a\u4e3a\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7855\u58eb\u7814\u7a76\u751f\u3002<\/strong><\/p>\n<p>AtomThink \u662f\u4e00\u4e2a\u5305\u62ec CoT \u6ce8\u91ca\u5f15\u64ce\u3001\u539f\u5b50\u6b65\u9aa4\u6307\u4ee4\u5fae\u8c03\u3001\u653f\u7b56\u641c\u7d22\u63a8\u7406\u7684\u5168\u6d41\u7a0b\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u5c06 \u201c\u6162\u601d\u8003 \u201c\u80fd\u529b\u878d\u5165\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u6765\u89e3\u51b3\u9ad8\u9636\u6570\u5b66\u63a8\u7406\u95ee\u9898\u3002\u91cf\u5316\u7ed3\u679c\u663e\u793a\u5176\u5728\u4e24\u4e2a\u57fa\u51c6\u6570\u5b66\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u5927\u5e45\u7684\u6027\u80fd\u589e\u957f\uff0c\u5e76\u80fd\u591f\u8f7b\u6613\u8fc1\u79fb\u81f3\u4e0d\u540c\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u5f53\u4e2d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-28a34c2b666fef3529eb3348fd1c15cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-28a34c2b666fef3529eb3348fd1c15cb.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-851d6b7f47c2fc00a9ea1ac45e687e6c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-851d6b7f47c2fc00a9ea1ac45e687e6c.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2411.11930<\/section>\n<\/li>\n<li>\n<section>\u4e3b\u9875\uff08\u5373\u5c06\u5f00\u6e90\uff09\uff1ahttps:\/\/github.com\/Quinn777\/AtomThink<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9886\u57df\uff0c\u9ad8\u9636\u6570\u5b66\u63a8\u7406\u4e00\u76f4\u662f\u4e00\u9879\u6781\u5177\u6311\u6218\u7684\u4efb\u52a1\u3002\u4e4b\u524d\u7684\u4e00\u4e9b\u5de5\u4f5c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1 prompt \u6765\u6fc0\u53d1\u6a21\u578b\u751f\u6210\u601d\u7ef4\u94fe\uff08CoT\uff09\uff0c\u800c\u6700\u8fd1\u5927\u70ed\u7684 OpenAI o1 \u7684\u63a8\u51fa\u66f4\u662f\u6807\u5fd7\u7740\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u5de8\u5927\u98de\u8dc3\uff0c\u5b83\u64c5\u957f\u901a\u8fc7\u5229\u7528\u6269\u5c55\u63a8\u7406\u94fe\u548c\u653e\u5927\u6d4b\u8bd5\u65f6\u95f4\u6765\u89e3\u51b3\u590d\u6742\u95ee\u9898\uff0c\u5373 \u201c\u6162\u601d\u8003\u201d\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u89c6\u89c9\u6570\u5b66\u4efb\u52a1\u4e2d\u7531\u4e8e\u4fe1\u606f\u5efa\u6a21\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u663e\u8457\u589e\u52a0\uff0c\u5c06\u6162\u601d\u8003\u6280\u672f\u5e94\u7528\u4e8e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u5177\u6709\u6311\u6218\u6027\u3002\u5c3d\u7ba1\u4e4b\u524d\u7684\u4e00\u4e9b\u5de5\u4f5c\u8bf4\u660e\u6fc0\u53d1\u6a21\u578b\u56fa\u6709 CoT \u80fd\u529b\u80fd\u591f\u6539\u5584\u63a8\u7406\uff0c\u4f46\u4ed6\u4eec\u5e76\u672a\u8003\u8651\u63a8\u7406\u94fe\u4e2d\u95f4\u6b65\u9aa4\u7684\u8d28\u91cf\uff0c\u4e5f\u7f3a\u4e4f\u5bf9\u591a\u6a21\u6001 CoT \u6bcf\u4e2a\u8282\u70b9\u5bf9\u5e94\u80fd\u529b\u7684\u7ec6\u7c92\u5ea6\u5206\u6790\uff0c\u56e0\u6b64\u5f88\u96be\u5e94\u7528\u6d4b\u8bd5\u65f6\u95f4\u7f29\u653e\u7b56\u7565\u6765\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p><strong>\u539f\u5b50\u6b65\u9aa4\u8d28\u91cf\u8bc4\u4f30<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c8fb872e7dc8ed6476167f06ee07316f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c8fb872e7dc8ed6476167f06ee07316f.png\"><\/a><\/p>\n<p>\u56e0\u6b64\uff0c\u672c\u7814\u7a76\u7387\u5148\u63d0\u51fa\u4e86\u4e00\u79cd\u539f\u5b50\u6b65\u9aa4\u8d28\u91cf\u8bc4\u4f30\u7b56\u7565\uff08\u5982\u4e0a\u56fe\u6240\u793a\uff09\uff0c\u4e3a\u6162\u601d\u8003\u80fd\u529b\u63d0\u4f9b\u65b0\u7684\u5206\u6790\u89c6\u89d2\u3002\u539f\u5b50\u6b65\u9aa4\u662f\u8bed\u4e49\u7ef4\u5ea6\u7684\u6700\u5c0f\u63a8\u7406\u6b65\u9aa4\u3002\u8003\u8651\u5230\u4eba\u7c7b\u53ef\u80fd\u5229\u7528\u4e0d\u540c\u7684\u8ba4\u77e5\u80fd\u529b\u6765\u89e3\u51b3\u6570\u5b66\u95ee\u9898\uff0c\u9996\u5148\u4ece GPT-4o \u7684\u63a8\u7406\u884c\u4e3a\u5206\u5e03\u4e2d\u6784\u5efa\u4e00\u4e2a\u89c4\u8303\u7684\u63a8\u7406\u80fd\u529b\u96c6\u5408\uff0c\u4ee3\u8868\u9ad8\u7ea7\u667a\u80fd\u6a21\u578b\u5728\u8fdb\u884c\u601d\u8003\u65f6\u6240\u4f7f\u7528\u7684\u4e0d\u540c\u80fd\u529b\u3002\u6700\u540e\uff0c\u5c06\u5019\u9009\u6a21\u578b\u8f93\u51fa\u5e94\u7528\u7ed3\u679c\u76d1\u7763\u548c\u91cd\u6620\u5c04\u6765\u4f30\u8ba1\u5176\u5bf9\u5e94\u80fd\u529b\u7684\u7efc\u5408\u5f97\u5206\u3002<\/p>\n<p>\u4e0b\u56fe\u6240\u793a\u7684\u7ed3\u679c\u8868\u660e\u5f53\u524d\u5f00\u6e90\u6a21\u578b\u7684\u5e73\u5747\u539f\u5b50\u6b65\u9aa4\u8d28\u91cf\u8f83\u5dee\uff0c\u7279\u522b\u662f\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u53d8\u91cf\u5b9a\u4e49\u548c\u8ba1\u7b97\u7b49\u80fd\u529b\u9879\u4e0a\u5b58\u5728\u660e\u663e\u7f3a\u9677\u3002\u8fd9\u4e00\u53d1\u73b0\u8fdb\u4e00\u6b65\u4fc3\u4f7f\u6211\u4eec\u5173\u6ce8\u73b0\u6709\u6a21\u578b\u6267\u884c\u5355\u6b65\u63a8\u7406\u7684\u80fd\u529b\uff0c\u5e76\u901a\u8fc7\u63d0\u9ad8\u539f\u5b50\u63a8\u7406\u6b65\u9aa4\u7684\u8d28\u91cf\u6765\u5f15\u5165\u66f4\u5f3a\u5927\u7684\u6162\u601d\u8003\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e907efa0e1c88072ada8499b2024627c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e907efa0e1c88072ada8499b2024627c.png\"><\/a><\/p>\n<p><strong>AtomThink \u6162\u601d\u8003\u6846\u67b6<\/strong><\/p>\n<p>\u56e0\u6b64\uff0c\u4e3a\u4e86\u89e3\u51b3\u5f00\u6e90 MLLM \u539f\u5b50\u6b65\u9aa4\u8d28\u91cf\u8f83\u5dee\u7684\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86 AtomThink \u6162\u601d\u8003\u6846\u67b6\uff0c\u901a\u8fc7\u5f15\u5165\u591a\u6a21\u6001 CoT \u6ce8\u91ca\u5f15\u64ce\u3001\u539f\u5b50\u6b65\u9aa4\u5fae\u8c03\u7b56\u7565\u548c\u653f\u7b56\u641c\u7d22\u7b56\u7565\uff0c\u65e8\u5728\u901a\u8fc7\u4ed4\u7ec6\u8bad\u7ec3\u6765\u589e\u5f3a MLLM \u7684\u89e3\u7801\u80fd\u529b\uff0c\u5e76\u7ed3\u5408\u91c7\u6837\u540e\u641c\u7d22\u6765\u8bc6\u522b\u6700\u4f73\u9884\u6d4b\u8282\u70b9\uff0c\u4ee5\u9010\u6b65\u751f\u6210\u4e00\u6761\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u8def\u5f84\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-596f9692382880605b7a1cf74cc38da1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-596f9692382880605b7a1cf74cc38da1.png\"><\/a><\/p>\n<p><strong>1. \u591a\u6a21\u6001\u6ce8\u91ca\u5f15\u64ce<\/strong><\/p>\n<p>\u9996\u5148\u6587\u4e2d\u4ece\u6570\u636e\u89d2\u5ea6\u5f15\u5165\u4e86\u52a8\u6001\u63d0\u793a\u548c\u77ed CoT \u589e\u5f3a\u7b56\u7565\u6765\u6784\u5efa\u6570\u636e\u5f15\u64ce\u3002\u52a8\u6001\u63d0\u793a\u7b56\u7565\u4fc3\u4f7f\u5df2\u6709 LLM \u8fed\u4ee3\u5730\u6784\u5efa\u72b6\u6001\u63a8\u7406\u8def\u5f84\u3002\u6bcf\u4e2a\u8def\u5f84\u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u63a8\u7406\u6b65\u9aa4\uff0c\u5305\u62ec\u524d\u4e00\u9636\u6bb5\u3001\u5f53\u524d\u72b6\u6001\u548c\u53ef\u80fd\u7684\u52a8\u4f5c\u3002\u53ef\u80fd\u7684\u884c\u52a8\u5305\u62ec\u7ee7\u7eed\u63a8\u7406\u3001\u9a8c\u8bc1\u548c\u5f97\u51fa\u7ed3\u8bba\uff0c\u8fd9\u7531 LLM \u81ea\u8eab\u51b3\u5b9a\u3002\u4e3a\u5145\u5206\u5229\u7528\u73b0\u6709 VQA \u6570\u636e\u96c6\u7684\u77ed CoT \u6ce8\u91ca\u548c\u7b54\u6848\uff0c\u672c\u6587\u8fd8\u4f7f\u7528 GPT-4o \u6765\u6267\u884c\u539f\u5b50\u5316\u5206\u5272\u548c\u6ce8\u91ca\u589e\u5f3a\uff0c\u8fd9\u5141\u8bb8\u6211\u4eec\u901a\u8fc7\u7b80\u5355\u7684\u63d0\u793a\u6765\u5c06\u539f\u59cb\u63a8\u7406\u8fc7\u7a0b\u4ece\u8bed\u4e49\u4e0a\u5212\u5206\u4e3a\u591a\u4e2a\u79bb\u6563\u7684\u6b65\u9aa4\u3002<\/p>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u65b9\u5f0f\uff0c\u672c\u6587\u4ece\u516c\u5f00\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u6570\u5b66\u95ee\u9898\u5e76\u751f\u6210\u957f\u601d\u7ef4\u94fe\uff0c\u901a\u8fc7\u4eba\u5de5\u7b5b\u67e5\u548c\u540e\u5904\u7406\u53bb\u9664\u4e0d\u6b63\u786e\u7684\u8282\u70b9\uff0c\u6700\u7ec8\u5236\u4f5c\u4e86 AtomMATH \u6570\u636e\u96c6\u3002\u5b83\u5305\u62ec AMATH-SFT \u548c AMATH-PRM \u4e24\u4e2a\u5b50\u96c6\uff0c\u5206\u522b\u7528\u4e8e\u76d1\u7763\u6307\u4ee4\u5fae\u8c03\u548c\u8fc7\u7a0b\u76d1\u7763\u8bad\u7ec3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-62e1f12ecb67af1e39a3693e7ea49e84.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-62e1f12ecb67af1e39a3693e7ea49e84.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-67453c5abd9a88aba4693d6a0e07f0e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-67453c5abd9a88aba4693d6a0e07f0e5.png\"><\/a><\/p>\n<p>\u4e0a\u8868 2 \u4e2d\u663e\u793a\u4e86\u8be5\u6570\u636e\u96c6\u7684\u8d28\u91cf\u8f83\u9ad8\uff0c\u751a\u81f3\u5728 GPT-4o \u7684\u8bc4\u5206\u4e2d\u8d85\u8d8a\u4e86\u4eba\u5de5\u6807\u6ce8\u7684 PRM800k \u6570\u636e\u96c6\u3002<\/p>\n<p><strong>2. \u539f\u5b50\u6b65\u9aa4\u5fae\u8c03<\/strong><\/p>\n<p>\u8be5\u90e8\u5206\u5305\u62ec\u5bf9\u73b0\u6709 MLLM \u7684\u6307\u4ee4\u5fae\u8c03\u548c\u5bf9 PRM \u7684\u5bf9\u9f50\u8bad\u7ec3\u3002\u9996\u5148\u901a\u8fc7\u5c06\u8f93\u5165\u6570\u636e\u91cd\u6784\u4e3a\u72ec\u7acb\u7684\u5386\u53f2\u72b6\u6001\u548c\u5f53\u524d\u52a8\u4f5c\uff0c\u8ba9\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b66\u4e60\u8fd1\u4f3c\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u7684\u8f93\u51fa\u683c\u5f0f\u3002\u800c\u5728 PRM \u7684\u8bad\u7ec3\u5219\u57fa\u4e8e\u5df2\u6709 LLM \u6765\u6267\u884c\u540e\u8bad\u7ec3\u5bf9\u9f50\uff0c\u901a\u8fc7\u6700\u5c0f\u5316\u4e0b\u9762\u7684\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\u6765\u8fdb\u884c\u4f18\u5316\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fdd63c2163c92b4ddeb3eeec74b4377c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fdd63c2163c92b4ddeb3eeec74b4377c.png\"><\/a><\/p>\n<p><strong>3. \u7b56\u7565\u641c\u7d22<\/strong><\/p>\n<p>\u7531\u4e8e\u6269\u5927\u6d4b\u8bd5\u65f6\u95f4\u4f1a\u4ea7\u751f\u591a\u4e2a\u5019\u9009\u6b65\u9aa4\uff0c\u6587\u4e2d\u5c06\u73b0\u6709\u7684\u7b56\u7565\u5206\u4e3a\u8def\u5f84\u7ef4\u5ea6\u641c\u7d22\u548c\u6b65\u9aa4\u7ef4\u5ea6\u641c\u7d22\u3002\u8def\u5f84\u7ef4\u5ea6\u641c\u7d22\u5305\u62ec\uff1a<\/p>\n<p>1\uff09\u591a\u6570\u6295\u7968\uff1a\u901a\u8fc7\u9009\u62e9\u591a\u4e2a\u63a8\u7406\u8def\u5f84\u4e2d\u6700\u5e38\u89c1\u7684\u7ed3\u679c\u6765\u9009\u62e9\u6700\u4f18\u3002<\/p>\n<p>2\uff09Best-of-N\uff1a\u8ba1\u7b97\u6bcf\u4e2a\u5019\u9009\u8def\u5f84\u7684\u6240\u6709\u8282\u70b9\u5f97\u5206\uff0c\u901a\u8fc7\u4e0d\u540c\u805a\u5408\u7b56\u7565\u6765\u5c06\u5bc6\u96c6\u5206\u6570\u6620\u5c04\u5230\u6574\u6761\u8def\u5f84\u3002\u805a\u5408\u7b56\u7565\u5305\u62ec\u6700\u574f\u52a8\u4f5c\u3001\u6700\u540e\u52a8\u4f5c\u548c\u5e73\u5747\u5f97\u5206\u3002<\/p>\n<p>\u6b65\u9aa4\u7ef4\u5ea6\u641c\u7d22\u5305\u62ec\uff1a<\/p>\n<p>1\uff09\u8d2a\u5fc3\u7b97\u6cd5\uff1a\u4fa7\u91cd\u4e8e\u5728\u63a8\u7406\u8fc7\u7a0b\u7684\u6bcf\u4e00\u6b65\u505a\u51fa\u5c40\u90e8\u6700\u4f18\u9009\u62e9\u3002\u5b83\u6839\u636e\u5f53\u524d\u72b6\u6001\u9009\u62e9\u6700\u4f73\u7684\u5373\u65f6\u884c\u52a8\uff08\u6b65\u9aa4\uff09\uff0c\u800c\u4e0d\u8003\u8651\u672a\u6765\u7684\u540e\u679c\u3002<\/p>\n<p>2\uff09Beam Search\uff1a\u5728\u6bcf\u4e2a\u63a8\u7406\u52a8\u4f5c\u4e2d\u63a2\u7d22\u591a\u4e2a\u5206\u652f\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u63a8\u7406\u9636\u6bb5\u7ef4\u62a4\u56fa\u5b9a\u6570\u91cf\u7684\u8f83\u4f18\u5019\u9009\u539f\u5b50\u6b65\u9aa4\u3002\u5b83\u5728\u63a2\u7d22\u4e0d\u540c\u7684\u63a8\u7406\u94fe\u548c\u5f53\u524d\u6700\u4f18\u6b65\u9aa4\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u5b9e\u9a8c\u6d4b\u8bd5\u4e86\u56db\u79cd\u4e0d\u540c\u7684\u63a8\u7406\u8303\u5f0f\uff0c\u5305\u62ec\uff1a<\/p>\n<p>1\uff09\u76f4\u63a5\u8f93\u51fa\uff1a\u76f4\u63a5\u8f93\u51fa\u7b54\u6848\u3002<\/p>\n<p>2\uff09CoT \u8f93\u51fa\uff1a\u8bbe\u8ba1 CoT \u63d0\u793a\u6765\u4e00\u6b21\u6027\u4ea7\u751f\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u548c\u7b54\u6848\u3002<\/p>\n<p>3\uff09QuickThink\uff1a\u9010\u6b65\u4ea7\u751f\u4e00\u6761\u539f\u5b50\u63a8\u7406\u8def\u5f84\u800c\u4e0d\u8fdb\u884c\u641c\u7d22\uff0c\u63a8\u7406\u65f6\u95f4\u8f83\u77ed\u3002<\/p>\n<p>4\uff09SlowThink\uff1a\u4f7f\u7528 Beam Search \u6765\u641c\u7d22\u548c\u526a\u679d\u4e00\u68f5\u641c\u7d22\u6811\uff0c\u63a8\u7406\u65f6\u95f4\u8f83\u957f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3aedc9931fa8b9f8a2fd87760d922e70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3aedc9931fa8b9f8a2fd87760d922e70.png\"><\/a><\/p>\n<p>\u4e0a\u8868\u5c55\u793a\u4e86\u672c\u6587\u6846\u67b6\u7684\u6027\u80fd\u3002\u9996\u5148\u5728\u53ea\u4f7f\u7528 QuickThink \u65f6\uff0c\u5bf9\u4e8e LLaVA-Llama3-8B \u5176 AtomThink \u7248\u672c\u5c31\u5927\u5927\u8d85\u8d8a\u4e86\u57fa\u7ebf\u6a21\u578b\uff0c\u5728 MathVista \u4e0a\u5b9e\u73b0\u4e86\u7ea6 10% \u7684\u6539\u8fdb\uff0c\u5728 MathVerse \u4e0a\u5b9e\u73b0\u4e86 19% \u7684\u63d0\u5347\u3002\u8fd9\u8868\u660e\uff0c\u5f53\u6a21\u578b\u5177\u6709\u539f\u5b50\u63a8\u7406\u80fd\u529b\u65f6\uff0c\u5b83\u5df2\u7ecf\u53ef\u4ee5\u5229\u7528\u5feb\u901f\u601d\u8003\u8fdb\u884c\u66f4\u51c6\u786e\u7684\u6570\u5b66\u63a8\u7406\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8fd8\u8bc1\u660e\u4e86\u7eaf\u8bed\u8a00\u6a21\u578b\u4e5f\u80fd\u5bf9\u591a\u6a21\u6001\u63a8\u7406\u63d0\u4f9b\u6709\u6548\u7684\u8fc7\u7a0b\u76d1\u7763\u3002\u5728\u548c LLaVA-Llama3-8B \u4e0e EMOVA-8B \u7684\u5bf9\u6bd4\u4e2d SlowThink \u90fd\u83b7\u5f97\u4e86\u4e00\u81f4\u7684\u6027\u80fd\u63d0\u5347\uff0c\u7279\u522b\u662f\u5bf9\u6bd4 CoT \u8f93\u51fa\u7684\u6027\u80fd\u751a\u81f3\u63d0\u5347\u4e86\u4e00\u500d\uff0c\u8868\u660e\u8be5\u6846\u67b6\u5177\u6709\u5f3a\u5927\u7684\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-88ecd7a6b772ca8f47e421fd5a763173.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-88ecd7a6b772ca8f47e421fd5a763173.png\"><\/a><\/p>\n<p>\u5bf9\u4e8e\u4e0d\u540c\u7684\u641c\u7d22\u7b56\u7565\u672c\u6587\u4e5f\u505a\u51fa\u4e86\u7ec6\u81f4\u6bd4\u8f83\uff0c\u5b9e\u9a8c\u8bc1\u660e Best-of-N \u548c Beam Search \u6bd4\u591a\u6570\u6295\u7968\u548c\u8d2a\u5fc3\u7b97\u6cd5\u7684\u63d0\u5347\u660e\u663e\uff0c\u7279\u522b\u662f\u57fa\u4e8e\u5e73\u5747\u5f97\u5206\u805a\u5408\u7684 Best-of-N \u5728 MathVista-Math \u4efb\u52a1\u4e2d\u83b7\u5f97\u4e86\u6700\u9ad8\u7684 58.7% \u7684\u7cbe\u5ea6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3220416e94a04c1160c58e27582f1aa2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3220416e94a04c1160c58e27582f1aa2.png\"><\/a><\/p>\n<p>\u901a\u8fc7\u6539\u53d8\u5019\u9009\u6b65\u9aa4\u6570\u91cf\uff0c\u6587\u7ae0\u8fd8\u63a2\u8ba8\u4e86\u591a\u6a21\u6001\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d Test-time scaling law \u7684\u5b58\u5728\u3002\u968f\u7740\u5019\u9009\u6b65\u9aa4\u7684\u589e\u52a0\uff0c\u4e24\u4e2a\u6a21\u578b\u90fd\u5448\u73b0\u51fa\u4e0d\u65ad\u589e\u5f3a\u7684\u8d8b\u52bf\uff0c\u5176\u4e2d\u8f83\u5f31\u7684 LLaVA \u6a21\u578b\u5373\u4f7f\u63a8\u7406\u65f6\u95f4\u589e\u52a0\u5341\u500d\u4e5f\u6ca1\u6709\u5448\u73b0\u51fa\u8fb9\u9645\u6548\u5e94\u3002<\/p>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u672c\u6587\u5c06\u539f\u5b50\u601d\u7ef4\u80fd\u529b\u5f15\u5165\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u89e3\u51b3\u56f0\u96be\u7684\u6570\u5b66\u63a8\u7406\u95ee\u9898\u3002\u6587\u4e2d\u53d1\u5e03\u4e86\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u957f CoT \u6570\u636e\u96c6\u4ee5\u53ca\u4e00\u4e2a\u5173\u6ce8\u4e8e\u63d0\u5347\u539f\u5b50\u6b65\u9aa4\u8d28\u91cf\u7684\u6162\u601d\u8003\u6846\u67b6\u3002\u8be5\u65b9\u6cd5\u5728\u89e3\u51b3\u95ee\u9898\u7684\u6bcf\u4e00\u6b65\u90fd\u59cb\u7ec8\u4fdd\u6301\u7740\u8f83\u9ad8\u7684\u63a8\u7406\u8d28\u91cf\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u5404\u79cd\u591a\u6a21\u6001\u6570\u5b66\u4efb\u52a1\u7684\u63a8\u7406\u6027\u80fd\uff0c\u4e3a\u5f00\u53d1\u5e7f\u4e49\u6162\u601d\u8003\u6a21\u578b\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n<p><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/p>\n<p><sup><em>[1] Lightman, Hunter, et al. &#8220;Let&#8217;s verify step by step.&#8221; arXiv preprint arXiv:2305.20050 (2023).<\/em><\/sup><\/p>\n<p><sup><em>[2] Snell, Charlie, et al. &#8220;Scaling llm test-time compute optimally can be more effective than scaling model parameters.&#8221; arXiv preprint arXiv:2408.03314 (2024).<\/em><\/sup><\/p>\n<p><sup><em>[3] Wei, Jason, et al. &#8220;Chain-of-thought prompting elicits reasoning in large language models.&#8221; Advances in neural information processing systems 35 (2022): 24824-24837.<\/em><\/sup><\/p>\n<p><sup><em>[4] Wang, Peiyi, et al. &#8220;Math-shepherd: Verify and reinforce llms step-by-step without human annotations.&#8221; Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2024.<\/em><\/sup><\/p>\n<p><em><sup>[5] Wang, Jun, et al. &#8220;OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models.&#8221; arXiv preprint arXiv:2410.09671 (2024).<\/sup><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u591a\u6a21\u6001\u6162\u601d\u8003\uff1a\u5206\u89e3\u539f\u5b50 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