{"id":10114,"date":"2026-07-10T14:24:01","date_gmt":"2026-07-10T06:24:01","guid":{"rendered":"https:\/\/infernews.com\/blog\/learning-to-reason-through-video-generation\/"},"modified":"2026-07-10T14:24:01","modified_gmt":"2026-07-10T06:24:01","slug":"learning-to-reason-through-video-generation","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/learning-to-reason-through-video-generation\/","title":{"rendered":"OpenCoF \u7528\u5f71\u7247\u5b78\u6703\u63a8\u7406"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-d4a9e31627e5.jpg\" alt=\"Repository image for xinyan-cxy\/OpenCoF\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u5b57 Chain-of-Thought (CoT) \u4e4b\u5916\uff0cOpenCoF \u628a\u63a8\u7406\u642c\u5230\u5f71\u7247\u6642\u9593\u8ef8\u4e0a\uff0c\u4e3b\u6253 Chain-of-Frame (CoF) reasoning\uff1a\u6a21\u578b\u4e0d\u662f\u9760\u5916\u90e8\u5de5\u5177\u62c6\u6b65\u9a5f\uff0c\u800c\u662f\u5728\u9023\u7e8c\u751f\u6210\u7684\u756b\u9762\u88e1\u7406\u89e3\u56e0\u679c\u3001\u898f\u5247\u540c\u72c0\u614b\u8b8a\u5316\u3002\u9019\u5c6c\u65bc\u4e00\u500b\u7814\u7a76\u578b\u6846\u67b6\uff0c\u6838\u5fc3\u60f3\u8655\u7406\u7684\u554f\u984c\uff0c\u662f\u73fe\u6709\u5f71\u7247\u751f\u6210\u6a21\u578b\u591a\u6578\u53ea\u898b\u904e\u4e00\u822c\u5f71\u7247\u8cc7\u6599\uff0c\u672a\u5fc5\u5b78\u5230\u7a69\u5b9a\u7684\u6642\u5e8f\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u5c0d\u65e2\u6709\u505a\u6cd5\u7684\u6279\u8a55\u5f88\u660e\u78ba\uff1a\u4ee5\u5f80\u5f71\u7247\u6a21\u578b\u901a\u5e38\u7528\u901a\u7528\u5f71\u7247\u8a9e\u6599\u8a13\u7df4\uff0c\u7f3a\u5c11\u5c08\u9580\u91dd\u5c0d CoF reasoning \u7684\u76e3\u7763\uff0c\u56e0\u6b64\u5373\u4f7f\u756b\u9762\u80fd\u52d5\u8d77\u4f86\uff0c\u90fd\u672a\u5fc5\u771f\u4fc2\u300c\u8b58\u63a8\u300d\u3002OpenCoF \u65bc\u662f\u88dc\u4e0a\u5169\u5c64\u6771\u897f\uff1a\u5148\u6709 OpenCoF-17K \u9019\u500b\u5305\u542b 17,312 \u6bb5\u5f71\u7247\u3001\u8986\u84cb 11 \u985e\u4efb\u52d9\u7684\u8cc7\u6599\u96c6\uff0c\u518d\u7528\u5b83\u628a Wan2.2-I2V-A14B \u7d93 LoRA \u5fae\u8abf\u6210 Wan-CoF\uff0c\u4e4b\u5f8c\u518d\u52a0\u4e0a Visual Reasoning Tokens (vt) \u8207 Textual Reasoning Tokens (tt) \u5169\u7a2e\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OpenCoF \u5148\u7528\u8cc7\u6599\u76e3\u7763\u9a57\u8b49\u5f71\u7247\u63a8\u7406\u80fd\u5426\u88ab\u6559\u51fa\u4f86\uff0c\u518d\u7528 token \u8a2d\u8a08\u88dc\u5f37\u4e2d\u9593\u63a8\u7406\u72c0\u614b\uff0c\u800c\u4e0d\u662f\u4e00\u958b\u59cb\u5c31\u5806\u5f88\u591a\u8907\u96dc\u63a8\u7406\u6a5f\u5236\u3002\u516c\u958b\u8cc7\u8a0a\u986f\u793a\uff0cWan-CoF \u55ae\u9760\u8cc7\u6599\u76e3\u7763\uff0c\u5df2\u7d93\u5728 MME-CoF\u3001Gen-ViRe\u3001VIPER\u3001RULER-Bench \u56db\u500b\u5916\u90e8 benchmark \u5168\u9762\u52dd\u904e\u57fa\u7dda\uff1bWan-CoF vt \u8207 Wan-CoF tt \u5247\u518d\u5411\u524d\u4e00\u6b65\uff0c\u4f46\u5169\u8005\u504f\u91cd\u4e0d\u540c\uff0cvt \u8f03\u64c5\u9577\u4f4e\u968e\u8996\u89ba\u7dda\u7d22\uff0ctt \u8f03\u8457\u91cd\u9ad8\u968e\u8a9e\u610f\u5148\u9a57\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OpenCoF-17K<\/strong> \u7531\u56db\u689d\u8cc7\u6599\u6574\u7406\u6d41\u7a0b\u5efa\u6210\uff0c\u517c\u9867\u898f\u5247\u578b\u4efb\u52d9\u3001\u7a0b\u5e8f\u751f\u6210\u5834\u666f\u8207\u771f\u5be6\u5f71\u7247\u591a\u6a23\u6027<\/li>\n<li><strong>Wan-CoF<\/strong> \u4ee5 Wan2.2-I2V-A14B \u70ba\u5e95\uff0c\u9760 LoRA \u5fae\u8abf\u9a57\u8b49\u8cc7\u6599\u672c\u8eab\u5df2\u53ef\u63d0\u5347\u63a8\u7406\u8868\u73fe<\/li>\n<li><strong>Wan-CoF vt \/ Wan-CoF tt<\/strong> \u5206\u5225\u5f9e\u8996\u89ba latent \u8207\u6587\u5b57\u689d\u4ef6\u5e8f\u5217\u52a0\u5165 reasoning tokens\uff0c\u8d70\u5169\u689d\u4e92\u88dc\u8def\u7dda<\/li>\n<li>\u8a55\u6e2c\u8986\u84cb MME-CoF\u3001Gen-ViRe\u3001VIPER\u3001RULER-Bench\uff0c\u7d50\u679c\u6307\u5411\u540c\u4e00\u4ef6\u4e8b\uff1a\u6642\u5e8f\u76e3\u7763\u5c0d\u5f71\u7247\u63a8\u7406\u6709\u660e\u986f\u5e6b\u52a9<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">OpenCoF \u9069\u5408\u7814\u7a76\u5718\u968a\u3001\u505a\u8996\u89ba\u63a8\u7406\u8a55\u6e2c\u7684\u4eba\uff0c\u6216\u8005\u95dc\u6ce8 Video reasoning \u8207 Video generation \u4ea4\u754c\u7684\u958b\u767c\u8005\u53c3\u8003\uff1a\u5132\u5b58\u5eab\u5df2\u516c\u958b\u8ad6\u6587\u8207\u65b9\u6cd5\u6846\u67b6\uff0c\u4f46 code\u3001dataset \u540c model checkpoints \u4ecd\u5728\u5167\u90e8\u5be9\u6838\uff0c\u66ab\u6642\u672a\u80fd\u76f4\u63a5\u4e0b\u8f09\u6e2c\u8a66\uff1b\u73fe\u6642\u8f03\u5408\u7406\u7684\u7406\u89e3\u65b9\u5f0f\uff0c\u662f\u5148\u628a OpenCoF \u8996\u70ba\u4e00\u500b\u91dd\u5c0d CoF reasoning \u7684\u8cc7\u6599\u8207\u8a13\u7df4\u7bc4\u5f0f\uff0c\u7b49\u6b63\u5f0f\u91cb\u51fa\u5f8c\u518d\u5224\u65b7\u91cd\u73fe\u6210\u672c\u8207\u843d\u5730\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/opencof.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/xinyan-cxy\/OpenCoF\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.08763\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u63a8\u7406\u672a\u5fc5\u53ea\u9760\u6587\u5b57\u4e00\u6b65\u6b65\u5beb\u51fa\u4f86\uff0cOpenCoF \u628a\u91cd\u9ede\u653e\u5230\u5f71\u7247\u5e40\u8207\u5e40\u4e4b\u9593\u7684\u9023\u7e8c\u8b8a\u5316\u3002\u5b83\u60f3\u8b49\u660e\uff0c\u751f\u6210\u5f71\u7247\u672c\u8eab\u90fd\u53ef\u4ee5\u6210\u70ba\u63a8\u7406\u904e\u7a0b\u3002<\/p>\n","protected":false},"author":8,"featured_media":10113,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,164,176,31,119,149,141,187,199],"tags":[],"class_list":["post-10114","post","type-post","status-publish","format-standard","hentry","category-133","category-164","category-176","category-video","category-119","category-149","category-141","category-187","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10114","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10114"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10114\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10113"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10114"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10114"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10114"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}