{"id":8902,"date":"2026-06-07T03:09:45","date_gmt":"2026-06-06T19:09:45","guid":{"rendered":"https:\/\/infernews.com\/blog\/icml-26-spotlight-code-for-paper-quot-videokr-towards-knowledge-and-reasoning-in\/"},"modified":"2026-06-07T03:09:45","modified_gmt":"2026-06-06T19:09:45","slug":"icml-26-spotlight-code-for-paper-quot-videokr-towards-knowledge-and-reasoning-in","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/icml-26-spotlight-code-for-paper-quot-videokr-towards-knowledge-and-reasoning-in\/","title":{"rendered":"VideoKR\uff1a\u70ba\u5f71\u7247\u7406\u89e3\u88dc\u4e0a\u300c\u77e5\u8b58\u8207\u63a8\u7406\u300d\u62fc\u5716"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-9071e76742ab.jpg\" alt=\"overview\"><\/figure>\n<p>\u904e\u5f80\u7684\u5f71\u7247\u554f\u7b54\u6a21\u578b\uff0c\u5f80\u5f80\u53ea\u5728\u756b\u9762\u8868\u5c64\u6253\u8f49\uff0c\u78b0\u4e0a\u9700\u8981\u5c08\u696d\u80cc\u666f\u7684\u5167\u5bb9\u5c31\u986f\u5f97\u5403\u529b\u3002VideoKR \u6b63\u662f\u91dd\u5c0d\u9019\u500b\u7f3a\u53e3\u800c\u8a2d\u8a08\uff0c\u88ab\u7a31\u70ba\u9996\u500b\u5c08\u70ba\u77e5\u8b58\u8207\u63a8\u7406\u5bc6\u96c6\u578b\u5f71\u7247\u7406\u89e3\u6253\u9020\u7684\u5927\u898f\u6a21\u8a13\u7df4\u8a9e\u6599\u5eab\uff0c\u5167\u542b 31.5 \u842c\u689d\u5f71\u7247\u63a8\u7406\u7bc4\u4f8b\uff0c\u6a6b\u8de8 14.5 \u842c\u6bb5\u4ee5 CC \u6388\u6b0a\u65b0\u8490\u96c6\u7684\u5c08\u696d\u9818\u57df\u5f71\u7247\u3002<\/p>\n<p>\u6574\u500b\u8a9e\u6599\u5eab\u63a1\u7528\u300c\u4eba\u6a5f\u5354\u4f5c\u3001\u6280\u80fd\u5c0e\u5411\u300d\u7684\u751f\u6210\u6d41\u7a0b\uff0c\u523b\u610f\u63d0\u5347\u984c\u76ee\u96e3\u5ea6\u3001\u984c\u6750\u591a\u5143\u6027\uff0c\u4ee5\u53ca Chain-of-Thought\uff08CoT\uff09\u63a8\u7406\u904e\u7a0b\u7684\u54c1\u8cea\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u6a21\u578b\u4e0d\u53ea\u662f\u88ab\u9935\u5927\u91cf\u5f71\u7247\uff0c\u9084\u8981\u5b78\u6703\u300c\u600e\u6a23\u4e00\u6b65\u6b65\u63a8\u8ad6\u51fa\u7b54\u6848\u300d\uff0c\u800c\u9019\u500b\u8a13\u7df4\u6d41\u7a0b\u5206\u70ba\u76e3\u7763\u5f0f\u5fae\u8abf\uff08SFT\uff09\u8207 GRPO \u5f37\u5316\u5b78\u7fd2\u5169\u500b\u968e\u6bb5\uff0c\u4f7f\u7528\u4e86 LLaMA-Factory \u8207 verl \u5169\u500b\u6846\u67b6\u3002<\/p>\n<p>\u8a55\u6e2c\u65b9\u9762\uff0c\u9805\u76ee\u540c\u6642\u91cb\u51fa VideoKR-Eval\uff0c\u7531\u5c08\u5bb6\u4eba\u5de5\u6a19\u8a3b\uff0c\u8981\u6c42\u6a21\u578b\u771f\u6b63\u7406\u89e3\u5f71\u7247\u5167\u5bb9\uff0c\u4e0d\u80fd\u9760\u6587\u5b57\u63d0\u793a\u53d6\u5de7\u3002\u5b8c\u6210\u8a13\u7df4\u5f8c\u91cb\u51fa\u7684\u6b0a\u91cd\u5305\u62ec VideoKR-Qwen2.5-VL-7B-SFT\u3001VideoKR-Qwen3-VL-8B-SFT\uff0c\u4ee5\u53ca\u5c0d\u61c9\u7684 GRPO \u7248\u672c VideoKR-Qwen2.5-VL-7B \u8207 VideoKR-Qwen3-VL-8B\uff0c\u6db5\u84cb\u5169\u6b3e\u4e3b\u6d41\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\uff0c\u65b9\u4fbf\u4e0d\u540c\u7b97\u529b\u9580\u6abb\u7684\u7814\u7a76\u5718\u968a\u9078\u7528\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u9069\u5408\u5f9e\u4e8b\u591a\u6a21\u614b\u7814\u7a76\u3001\u9700\u8981\u9818\u57df\u77e5\u8b58\u5f71\u7247\u5206\u6790\u7684\u5718\u968a\uff0c\u4ee5\u53ca\u95dc\u6ce8 SFT-GRPO \u8a13\u7df4\u7ba1\u7dda\u6548\u679c\u7684\u5de5\u7a0b\u5e2b\u3002\u5c0d\u6559\u5b78\u8207\u79d1\u7814\u6a5f\u69cb\u800c\u8a00\uff0cCC \u6388\u6b0a\u7684\u7d20\u6750\u4e5f\u53ef\u4f5c\u70ba\u5ef6\u4f38\u61c9\u7528\u7684\u8d77\u9ede\u3002<\/p>\n<p><strong>\u91cd\u9ede\u6458\u8981<\/strong><\/p>\n<ul>\n<li><strong>\u9996\u500b\u5927\u898f\u6a21\u8a9e\u6599\u5eab<\/strong>\uff1a31.5 \u842c\u689d\u63a8\u7406\u7bc4\u4f8b\u300114.5 \u842c\u6bb5 CC \u6388\u6b0a\u5c08\u696d\u5f71\u7247\u3002<\/li>\n<li><strong>\u4eba\u6a5f\u5354\u4f5c\u751f\u6210\u6d41\u7a0b<\/strong>\uff1a\u517c\u9867\u96e3\u5ea6\u3001\u591a\u5143\u6027\u8207 CoT \u63a8\u7406\u54c1\u8cea\u3002<\/li>\n<li><strong>\u5c08\u5bb6\u6a19\u8a3b\u8a55\u6e2c\u96c6 VideoKR-Eval<\/strong>\uff1a\u907f\u514d\u6a21\u578b\u4f9d\u8cf4\u6587\u5b57\u6377\u5f91\u4f5c\u7b54\u3002<\/li>\n<li><strong>SFT \u8207 GRPO \u96d9\u968e\u6bb5\u8a13\u7df4<\/strong>\uff1a\u4f7f\u7528 LLaMA-Factory \u8207 verl \u6846\u67b6\u3002<\/li>\n<li><strong>\u958b\u6e90\u6b0a\u91cd\u9f4a\u5099<\/strong>\uff1a\u6db5\u84cb Qwen2.5-VL-7B \u8207 Qwen3-VL-8B \u5169\u500b\u898f\u6a21\u3002<\/li>\n<\/ul>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/Fu-Fu-Fu-Fu\/VideoKR\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/github.com\/Fu-Fu-Fu-Fu\/VideoKR<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u500b\u5c08\u70ba\u77e5\u8b58\u5bc6\u96c6\u5f71\u7247\u7406\u89e3\u800c\u8a2d\u7684\u5927\u578b\u8a13\u7df4\u8a9e\u6599\u5eab\uff0c\u642d\u914d\u5c08\u5bb6\u6a19\u8a3b\u8a55\u6e2c\u96c6\uff0c\u6311\u6230\u6a21\u578b\u771f\u6b63\u770b\u61c2\u5f71\u7247\u800c\u975e\u4f9d\u8cf4\u6587\u5b57\u6377\u5f91\u3002<\/p>\n","protected":false},"author":8,"featured_media":8901,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,119,76,127,149],"tags":[],"class_list":["post-8902","post","type-post","status-publish","format-standard","hentry","category-133","category-119","category-76","category-127","category-149"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8902","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=8902"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8902\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8901"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}