{"id":38150,"date":"2025-02-11T05:00:56","date_gmt":"2025-02-10T21:00:56","guid":{"rendered":"https:\/\/17aitech.com\/?p=38150"},"modified":"2025-02-11T05:00:56","modified_gmt":"2025-02-10T21:00:56","slug":"%e5%9b%be%e5%83%8f%e7%94%9f%e6%88%90%e8%bf%8e%e6%9d%a5cot%e6%97%b6%e5%88%bb%ef%bc%81%e6%b8%af%e4%b8%ad%e6%96%87%e9%a6%96%e6%ac%a1%e6%8f%90%e5%87%ba%e6%96%87%e7%94%9f%e5%9b%be%e7%9a%84o1%e6%8e%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38150","title":{"rendered":"\u56fe\u50cf\u751f\u6210\u8fce\u6765CoT\u65f6\u523b\uff01\u6e2f\u4e2d\u6587\u9996\u6b21\u63d0\u51fa\u6587\u751f\u56fe\u7684o1\u63a8\u7406\u548cInference Scaling\u65b0\u8303\u5f0f\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-08-6\" target=\"_blank\">\u56fe\u50cf\u751f\u6210\u8fce\u6765CoT\u65f6\u523b\uff01\u6e2f\u4e2d\u6587\u9996\u6b21\u63d0\u51fa\u6587\u751f\u56fe\u7684o1\u63a8\u7406\u548cInference Scaling\u65b0\u8303\u5f0f\uff01<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1ba17fe070ba01af96e71867b7b39a01.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1ba17fe070ba01af96e71867b7b39a01.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><\/section>\n<section><strong>\u7b2c\u4e00\u4f5c\u8005\uff0c\u90ed\u5b50\u745c\uff0c\u662f\u9999\u6e2f\u4e2d\u6587\u5927\u5b66 MiuLar Lab \u7684\u535a\u58eb\u751f\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u5317\u4eac\u5927\u5b66\uff0c\u66fe\u5728 Amazon\u3001Roblox\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u3001\u817e\u8baf\u7b49\u673a\u6784\u5b9e\u4e60\uff0c\u7814\u7a76\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c 3D \u89c6\u89c9\uff0c\u4e00\u4f5c\u4ee3\u8868\u4f5c\u6709 Point-LLM\u3001PointCLIP\u3001SAM2Point \u7b49\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740 OpenAI o1 \u5411\u793e\u533a\u5c55\u793a\u4e86\u601d\u7ef4\u94fe Chain-of-Thought\uff08CoT\uff09\u5bf9\u4e8e\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u5f3a\u5927\u63d0\u5347\uff0c\u5404\u79cd\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60 RL \u548c\u63d0\u5347 test-time \u63a8\u7406\u6210\u672c\u7684\u65b9\u6848\u5df2\u7ecf\u5728\u5927\u6a21\u578b\u7406\u89e3\u9886\u57df\u53d6\u5f97\u4e86\u5f88\u5927\u7684\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5728\u56fe\u50cf\u751f\u6210\uff08Image Generation\uff09\u9886\u57df\uff0c\u4f8b\u5982\u6587\u751f\u56fe\uff08Text-to-Image\uff09\u4e0e\u6587\u751f\u89c6\u9891\uff08Text-to-Video\uff09\uff0c\u6211\u4eec\u662f\u5426\u4e5f\u53ef\u4ee5\u501f\u9274 CoT \u76f8\u5173\u7684\u7b56\u7565\uff0c\u6765\u63d0\u5347\u56fe\u7247\u6216\u89c6\u9891\u7684\u8d28\u91cf\u548c\u6587\u672c\u4e00\u81f4\u6027\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u6765\u81ea\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u3001\u5317\u4eac\u5927\u5b66\u3001\u548c\u4e0a\u6d77 AI Lab \u7684\u7814\u7a76\u8005\u4eec\u901a\u8fc7 Verify \u548c Reinforce \u7684\u65b9\u6848\uff0c\u7cfb\u7edf\u5730\u63a2\u7d22\u4e86\u300cCoT \u63a8\u7406 + \u6587\u751f\u56fe\u300d\u7684\u7ed3\u5408\u4e0e\u6f5c\u529b\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u63d0\u5347\u81ea\u56de\u5f52\uff08Autoregressive\uff09\u56fe\u50cf\u751f\u6210\u7684\u8d28\u91cf\uff0c\u4f5c\u8005\u4e5f\u63d0\u51fa\u4e86\u4e24\u79cd\u4e13\u95e8\u9488\u5bf9\u8be5\u4efb\u52a1\u7684\u65b0\u578b\u5956\u52b1\u6a21\u578b \u2014\u2014<strong>\u00a0\u6f5c\u529b\u8bc4\u4f30\u5956\u52b1\u6a21\u578b\uff08Potential Assessment Reward Model, PARM\uff09<\/strong> \u53ca\u5176\u589e\u5f3a\u7248\u672c <strong>PARM++<\/strong>\uff0c\u540e\u8005\u5f15\u5165\u4e86\u53cd\u601d\u673a\u5236\uff08Reflection Mechanism\uff09\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u56fe\u50cf\u751f\u6210\u8d28\u91cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58e3d715446381aca29e2c937b062ee9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58e3d715446381aca29e2c937b062ee9.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aCan We Generate Images with CoT? Let\u2019s Verify and Reinforce Image Generation Step by Step<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2501.13926<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/ZiyuGuo99\/Image-Generation-CoT<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7814\u7a76\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0cCoT \u63a8\u7406\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMM\uff09\uff0c\u5c24\u5176\u5728\u6570\u5b66\u63a8\u7406\u3001\u79d1\u5b66\u8ba1\u7b97\u7b49\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u5728\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5982\u4f55\u6709\u6548\u5730\u9a8c\u8bc1\uff08Verify\uff09\u548c\u5f3a\u5316\uff08Reinforce\uff09\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\uff0c\u4ecd\u662f\u4e00\u4e2a\u5c1a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5de6\u8fb9\u90e8\u5206\u662f\u76ee\u524d\u9886\u57df\u4f7f\u7528\u300cCoT \u63a8\u7406 + \u89e3\u6570\u5b66\u9898\u300d\u7684\u65b9\u6848\u6982\u8ff0\uff0c\u800c\u53f3\u8fb9\u90e8\u5206\u5219\u662f\u672c\u6587\u5bf9\u4e8e\u300cCoT \u63a8\u7406 + \u6587\u751f\u56fe\u300d\u7684\u5168\u9762\u63a2\u7d22\u3002\u7814\u7a76\u56e2\u961f\u89c2\u5bdf\u5230\uff0c\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u4e0e LLM\/LMM \u5177\u6709\u7c7b\u4f3c\u7684\u63a8\u7406\u67b6\u6784\uff0c\u5373\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u79bb\u6563\u5316 Token \u8868\u793a\uff1a\u65e0\u8bba\u662f\u8bed\u8a00\u8fd8\u662f\u56fe\u50cf\u6570\u636e\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u90fd\u5c06\u5176\u91cf\u5316\u4e3a\u79bb\u6563 Token\uff0c\u5e76\u901a\u8fc7\u9010\u6b65\u9884\u6d4b\u7684\u65b9\u5f0f\u8fdb\u884c\u751f\u6210\u3002<\/section>\n<\/li>\n<li>\n<section>\u9010\u6b65\u89e3\u7801\uff08Step-by-Step Decoding\uff09\uff1a\u7c7b\u4f3c\u4e8e CoT \u5728\u6570\u5b66\u95ee\u9898\u4e0a\u7684\u9010\u6b65\u63a8\u7406\uff0c\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u4e5f\u53ef\u4ee5\u9010\u6b65\u751f\u6210\u4e2d\u95f4\u56fe\u50cf\uff0c\u5e76\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u9a8c\u8bc1\u4e0e\u4f18\u5316\u3002<\/section>\n<\/li>\n<\/ol>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b161d8c6d72aca8c27352721a256f742.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b161d8c6d72aca8c27352721a256f742.png\"><\/a><\/section>\n<section><strong>CoT \u5982\u4f55\u5e94\u7528\u4e8e\u56fe\u50cf\u751f\u6210\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u8003\u8651\u5230 Autoregressive \u56fe\u50cf\u751f\u6210\u548c LLM \u5728\u6570\u636e\u8868\u5f81\u548c\u63a8\u7406\u67b6\u6784\u7684\u76f8\u4f3c\u6027\uff0c\u8bba\u6587\u8c03\u7814\u4e86\u5305\u62ec\u4f7f\u7528 ORM \u548c PRM \u7684 Test-time Verification\u3001\u6784\u9020 Preference Ranking Data\u3001\u548c\u901a\u8fc7 DPO \u8fdb\u884c\u504f\u597d\u5bf9\u9f50\u7b49\u65b9\u6848\uff0c\u9996\u6b21\u8bc1\u660e\u4e86\u300cCoT + \u6587\u751f\u56fe\u300d\u7684\u53ef\u884c\u6027\uff01\u672c\u6587\u4e5f\u63d0\u51fa\u4e86\u4e24\u79cd\u65b0\u578b\u7684 reward model\uff0cPARM \u548c PARM++\uff0c\u6765\u4f18\u5316\u56fe\u50cf\u751f\u6210\u8d28\u91cf\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u901a\u8fc7\u672c\u6587\u63a2\u7d22\u7684\u63a8\u7406\u7b56\u7565\uff0c\u5927\u5e45\u5ea6\u63d0\u5347\u4e86 Autoregressive Image Generation \u7684\u6548\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c2e780ab9157915a21722fa65c08ad55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c2e780ab9157915a21722fa65c08ad55.png\"><\/a><\/section>\n<section><strong>\u5177\u4f53\u65b9\u6848<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u7684\u63a2\u7d22\u4ee5\u300c\u6587\u751f\u56fe\u300d\u4e3a\u4efb\u52a1\u573a\u666f\uff0c\u5e76\u4f7f\u7528\u4e86 Show-o \u6765\u4f5c\u4e3a baseline \u6a21\u578b\uff0c\u4e3b\u8981\u5206\u4e3a 3 \u4e2a\u90e8\u5206\uff1a<\/section>\n<section><\/section>\n<section><strong>1\u3001\u6d4b\u8bd5\u65f6\u9a8c\u8bc1\uff08Test-time Verification\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u8bba\u6587\u63a2\u7d22\u5982\u4f55\u4f7f\u7528\u5956\u52b1\u6a21\u578b\uff08Reward Model, RM\uff09 \u6765\u8fdb\u884c Test-time Verification\uff0c\u5b9e\u73b0\u4e86 Outcome Reward Model\uff08ORM\uff0c\u4e0b\u56fe\u5de6\u8fb9\u90e8\u5206\uff09\u548c Process Reward Model\uff08PRM\uff0c\u4e0b\u56fe\u4e2d\u95f4\u90e8\u5206\uff09\u65b9\u6848\uff0c\u5e76\u5728\u4e24\u8005\u7684\u57fa\u7840\u4e0a\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u9488\u5bf9\u4e8e\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u7684 Potential Assessment Reward Model\uff08PARM\uff0c\u4e0b\u56fe\u53f3\u8fb9\u90e8\u5206\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-15c113dec54c4d92ffd25224e7a8b282.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-15c113dec54c4d92ffd25224e7a8b282.png\"><\/a><\/section>\n<section>1.1. \u7ed3\u679c\u5956\u52b1\u6a21\u578b\uff08Outcome Reward Model, ORM\uff09<\/section>\n<section><\/section>\n<section>\u8bba\u6587\u63d0\u51fa\u4e86 2 \u79cd\u65b9\u6848\uff0c\u5747\u4f7f\u7528 Best-of-N \u7684\u65b9\u5f0f\u8fdb\u884c\u9a8c\u8bc1\uff0c\u5373\u8fdb\u884c\u591a\u6b21\u5b8c\u6574\u8def\u5f84\u7684\u751f\u6210\uff0c\u5e76\u4ece\u4e2d\u9009\u62e9\u51fa\u8d28\u91cf\u6700\u9ad8\u7684\u6700\u7ec8\u56fe\u7247\u3002<\/section>\n<section><\/section>\n<section>Zero-shot ORM\uff1a\u57fa\u4e8e LLaVA-OneVision \u5f3a\u5927\u7684\u56fe\u50cf\u7406\u89e3\u80fd\u529b\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u5176 7B \u6a21\u578b\uff0c\u76f4\u63a5\u4f5c\u4e3a zero-shot ORM \u4f7f\u7528\uff0c\u5e76\u901a\u8fc7\u4e0b\u9762\u7684 prompt \u6765\u6fc0\u53d1\u5176\u4f5c\u4e3a\u6587\u751f\u56fe\u8d28\u91cf\u8bc4\u4f30\u7684\u80fd\u529b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5f09b188b5ff40a392f4d45c9f1d8ae2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5f09b188b5ff40a392f4d45c9f1d8ae2.png\"><\/a><\/section>\n<section>Fine-tuned ORM\uff1a\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a ORM \u7684\u4e13\u4e1a\u6027\u80fd\uff0c\u4f5c\u8005\u4e5f\u6784\u5efa\u4e86\u5927\u89c4\u6a21\u7684\u56fe\u6587 reward data \u6765\u5f97\u5230 fine-tuned ORM\uff0c\u6570\u636e\u5f62\u5f0f\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a98e65d5955837dfedeb36f9ffe21878.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a98e65d5955837dfedeb36f9ffe21878.png\"><\/a><\/section>\n<section>1.2. \u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff08Process Reward Model, PRM\uff09\uff1a<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4f7f\u7528\u4e86\u7c7b\u4f3c ORM \u7684\u65b9\u6848\uff0c\u540c\u6837\u5c1d\u8bd5\u4e86 Zero-shot \u548c Fine-tuned \u4e24\u79cd\u65b9\u6848\uff0c\u5e76\u5bf9\u6bcf\u4e2a step \u8fdb\u884c Best-of-N \u7684\u65b9\u6848\uff0c\u5373\u9010\u6b65\u9009\u62e9\u51fa\u8d28\u91cf\u6700\u9ad8\u7684\u4e2d\u95f4\u9636\u6bb5\u7684\u751f\u6210\u56fe\u7247\u3002\u7136\u800c\uff0c\u4f5c\u8005\u53d1\u73b0\u8fd9\u79cd naive \u7684 PRM \u65e0\u6cd5\u5bf9\u56fe\u50cf\u751f\u6210\u6709\u663e\u8457\u7684\u63d0\u5347\u3002\u901a\u8fc7\u53ef\u89c6\u5316\uff0c\u4f5c\u8005\u53d1\u73b0\uff1aPRM \u5728\u65e9\u671f\u751f\u6210\u9636\u6bb5\u7531\u4e8e\u56fe\u50cf\u6a21\u7cca\u800c\u96be\u4ee5\u8bc4\u4f30\uff0c\u800c\u5728\u540e\u671f\u751f\u6210\u9636\u6bb5\u4e0d\u540c\u8def\u5f84\u7684\u56fe\u7247\u8d8b\u4e8e\u76f8\u4f3c\uff0c\u5bfc\u81f4\u8fa8\u522b\u80fd\u529b\u53d7\u9650\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-225972edd2edd67a60ae8c9009183e9d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-225972edd2edd67a60ae8c9009183e9d.png\"><\/a><\/section>\n<section>1.3. \u6f5c\u529b\u8bc4\u4f30\u5956\u52b1\u6a21\u578b\uff08Potential Assessment Reward Model, PARM\uff09\uff1a<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u540c\u65f6\u7ed3\u5408 ORM \u7684\u7b80\u6d01\u548c\u6709\u6548\u6027\uff0c\u4ee5\u53ca PRM \u7ec6\u7c92\u5ea6\u9010\u4e2a step \u9a8c\u8bc1\u7684\u601d\u60f3\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9 Autoregressive \u56fe\u50cf\u751f\u6210\u4efb\u52a1\u7684 reward model\uff1aPotential Assessment Reward Model\uff08PARM\uff09\u3002PARM \u901a\u8fc7\u4ee5\u4e0b\u4e09\u6b65\u63d0\u5347\u56fe\u50cf\u751f\u6210\u8d28\u91cf\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u6e05\u6670\u5ea6\u5224\u65ad\uff08Clarity Judgment\uff09\uff1a\u8bc6\u522b\u54ea\u4e9b\u4e2d\u95f4\u6b65\u9aa4\u7684\u56fe\u50cf\u5df2\u7ecf\u8db3\u591f\u6e05\u6670\uff0c\u53ef\u7528\u4e8e\u540e\u7eed\u8bc4\u4f30\u3002<\/section>\n<\/li>\n<li>\n<section>\u6f5c\u529b\u6027\u8bc4\u4f30\uff08Potential Assessment\uff09\uff1a\u5206\u6790\u5f53\u524d\u6b65\u9aa4\u662f\u5426\u6709\u6f5c\u529b\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6700\u7ec8\u56fe\u50cf\u3002<\/section>\n<\/li>\n<li>\n<section>\u6700\u4f73\u9009\u62e9\uff08Best-of-N&#8217; Selection\uff09\uff1a\u5728\u9ad8\u6f5c\u529b\u8def\u5f84\u4e2d\u9009\u62e9\u6700\u4f73\u7684\u6700\u7ec8\u56fe\u50cf\u3002<\/section>\n<\/li>\n<\/ol>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ccec398524e8bc030d9a67032ae0f5d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ccec398524e8bc030d9a67032ae0f5d1.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1114d4f7643aaf5334eb46ebc5e6884e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1114d4f7643aaf5334eb46ebc5e6884e.png\"><\/a><\/section>\n<section>1.4. \u6f5c\u529b\u8bc4\u4f30\u5956\u52b1\u6a21\u578b ++\uff08Potential Assessment Reward Model++\uff0cPARM++\uff09<\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5728 PARM \u7684\u57fa\u7840\u4e0a\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86 PARM++\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u751f\u6210\u9519\u8bef\u65f6\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u57fa\u4e8e PARM \u9009\u51fa\u7684\u6700\u7ec8\u56fe\u7247\uff0c\u4f5c\u8005\u9996\u5148\u4f7f\u7528 PARM++ \u8bc4\u4f30\u751f\u6210\u56fe\u7247\u662f\u5426\u7b26\u5408\u6587\u672c\u63cf\u8ff0\uff1b\u82e5\u56fe\u7247\u4e0d\u7b26\u5408\u8981\u6c42\uff0c\u4f1a\u8981\u6c42 RM \u63d0\u4f9b\u8be6\u7ec6\u7684\u9519\u8bef\u63cf\u8ff0\uff0c\u5e76\u6839\u636e\u8be5\u63cf\u8ff0\uff0c\u8981\u6c42\u751f\u6210\u6a21\u578b\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\uff08Self-correction\uff09\uff0c\u5373\u6a21\u578b\u63a5\u6536\u53cd\u9988\uff0c\u5e76\u53c2\u8003\u9519\u8bef\u4fe1\u606f\u91cd\u65b0\u751f\u6210\u7ed3\u679c\u3002\u7ed3\u679c\u8868\u660e\uff0cPARM++ \u8fdb\u4e00\u6b65\u63d0\u5347 GenEval +10%\u3002\u5982\u4e0b\u56fe\u53f3\u8fb9\u6240\u793a\uff0c\u751f\u6210\u7ed3\u679c\u5728\u7269\u4f53\u6570\u91cf\u3001\u989c\u8272\u3001\u7a7a\u95f4\u5173\u7cfb\u7b49\u65b9\u9762\u66f4\u52a0\u51c6\u786e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d740457d95b9e0ec7334be130f4b828a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d740457d95b9e0ec7334be130f4b828a.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0289c758f1b7fd0dd09a392eecda7bf8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0289c758f1b7fd0dd09a392eecda7bf8.png\"><\/a><\/section>\n<section><strong>2\u3001\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08Direct Preference Optimization, DPO\uff09Alignment\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u8fdb\u4e00\u6b65\u5f15\u5165 DPO \u504f\u597d\u5bf9\u9f50\uff0c\u5373\u4f7f\u7528\u5927\u89c4\u6a21\u6392\u540d\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u5176\u751f\u6210\u7ed3\u679c\u66f4\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u3002\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86 288K \u6761\u56fe\u6587\u6392\u540d\u6570\u636e\uff08Text-to-Image Ranking Data\uff09\u7528\u4e8e\u8bad\u7ec3\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u662f\u91c7\u7528\u6700\u5927\u4f3c\u7136\u4f18\u5316\uff0c\u8c03\u6574\u6a21\u578b\u8f93\u51fa\uff0c\u4f7f\u5176\u66f4\u504f\u5411\u4eba\u7c7b\u504f\u597d\u3002\u540c\u65f6\uff0c\u8bba\u6587\u4e5f\u8fdb\u4e00\u6b65\u4f7f\u7528\u8fed\u4ee3 DPO\uff08Iterative DPO\uff09\uff0c\u5728\u6a21\u578b\u4f18\u5316\u540e\u91cd\u65b0\u751f\u6210\u65b0\u6570\u636e\u8fdb\u884c\u518d\u6b21\u8bad\u7ec3\u3002\u7ed3\u679c\u8868\u660e\uff0c\u521d\u6b21 DPO \u8bad\u7ec3\u4f7f\u6a21\u578b\u5728 GenEval \u6027\u80fd\u63d0\u5347 +9%\uff0c\u800c\u8fed\u4ee3 DPO \u8fdb\u4e00\u6b65\u63d0\u9ad8\u81f3 +12%\uff0c\u8d85\u8d8a Fine-tuned ORM\u3002<\/section>\n<section><\/section>\n<section><strong>3\u3001Test-time Verification + DPO Alignment\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u524d\u8ff0\u4e24\u79cd\u65b9\u6cd5\u7684\u57fa\u7840\u4e0a\uff0c\u4f5c\u8005\u63a2\u7d22\u4e86\u5c06 Test-time Verification \u4e0e DPO \u5bf9\u9f50\u76f8\u7ed3\u5408\u7684\u7b56\u7565\uff0c\u4ee5\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u4f18\u5316\u3002\u5728 DPO \u8bad\u7ec3\u7684\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u8fdb\u4e00\u6b65\u5e94\u7528 Test-time Verification \u8fdb\u884c\u7b5b\u9009\uff0c\u4f7f\u751f\u6210\u56fe\u50cf\u8d28\u91cf\u66f4\u9ad8\uff0c\u6587\u672c\u4e00\u81f4\u6027\u66f4\u5f3a\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u7ed3\u5408 DPO \u548c Test-time Verification \u540e\uff0c\u6a21\u578b\u5728 GenEval \u6307\u6807\u4e0a\u7684\u6574\u4f53\u63d0\u5347\u8fbe +27%\uff0c\u8d85\u8d8a\u5355\u72ec\u4f7f\u7528 DPO \u6216 Test-time Verification \u7684\u65b9\u6848\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-27b163002d3f5542591004d9d66fd1be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-27b163002d3f5542591004d9d66fd1be.png\"><\/a><\/section>\n<section><strong>\u603b\u4f53\u6548\u679c\u5bf9\u6bd4<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u8868\u5c55\u793a\u4e86\u6a21\u578b\u5728 GenEval \u57fa\u51c6\u4e0a\u7684\u603b\u4f53\u6027\u80fd\u6bd4\u8f83\uff0c\u76f8\u6bd4\u4e8e\u73b0\u6709\u7684\u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u7ed3\u679c\u8bc1\u660e\u4e86\u5728\u6587\u672c\u751f\u6210\u56fe\u50cf\u4efb\u52a1\u4e2d\u4f7f\u7528 CoT \u63a8\u7406\u7b56\u7565\u7684\u6f5c\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9cef3e9ab97f7950b300ab9416b73c99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9cef3e9ab97f7950b300ab9416b73c99.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u7814\u7a76\u9996\u6b21\u7cfb\u7edf\u6027\u63a2\u7d22\u4e86 CoT \u63a8\u7406\u7b56\u7565\u5728\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u4e2d\u7684\u9002\u5e94\u6027\u53ca\u6f5c\u529b\u3002\u901a\u8fc7\u5168\u9762\u7684\u5b9e\u9a8c\u5206\u6790\u8bc1\u660e\u4e86\u4e0d\u540c\u7684\u63a8\u7406\u7b56\u7565\uff08\u5982\u6d4b\u8bd5\u65f6\u9a8c\u8bc1\u3001\u504f\u597d\u5bf9\u9f50\u53ca\u5176\u7ed3\u5408\uff09\u80fd\u591f\u6709\u6548\u63d0\u5347\u56fe\u50cf\u751f\u6210\u8d28\u91cf\u3002\u57fa\u4e8e\u8fd9\u4e9b\u89c2\u5bdf\uff0c\u672c\u6587\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e24\u79cd\u4e13\u95e8\u9488\u5bf9\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u7684\u5956\u52b1\u6a21\u578b \u2014\u2014 <strong>\u6f5c\u5728\u8bc4\u4f30\u5956\u52b1\u6a21\u578b\uff08PARM\uff09<\/strong>\u548c <strong>PARM++<\/strong>\uff0c\u524d\u8005\u80fd\u591f\u5bf9\u9010\u6b65\u751f\u6210\u8fc7\u7a0b\u8fdb\u884c\u81ea\u9002\u5e94\u5956\u52b1\u8bc4\u5206\uff0c\u540e\u8005\u5219\u7ed3\u5408\u4e86\u53cd\u601d\u673a\u5236\uff08Self-reflection\uff09\uff0c\u5b9e\u73b0\u81ea\u6211\u4fee\u6b63\u7684\u56fe\u50cf\u751f\u6210\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cCoT \u63a8\u7406\u5728\u81ea\u56de\u5f52\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u4e3a\u8be5\u9886\u57df\u7684\u53d1\u5c55\u5f00\u8f9f\u4e86\u65b0\u7684\u65b9\u5411\uff0c\u4e5f\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u5960\u5b9a\u4e86\u57fa\u7840\uff01<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-08-6\" target=\"_blank\">\u56fe\u50cf\u751f\u6210\u8fce\u6765CoT\u65f6\u523b\uff01\u6e2f\u4e2d\u6587\u9996\u6b21\u63d0\u51fa\u6587\u751f\u56fe\u7684o1\u63a8\u7406\u548cInference Scaling\u65b0\u8303\u5f0f\uff01<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u56fe\u50cf\u751f\u6210\u8fce\u6765CoT\u65f6\u523b 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