{"id":11582,"date":"2026-08-27T22:57:59","date_gmt":"2026-08-27T14:57:59","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-benchmark-for-instruction-following-in-video-understanding\/"},"modified":"2026-08-27T22:57:59","modified_gmt":"2026-08-27T14:57:59","slug":"a-benchmark-for-instruction-following-in-video-understanding","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-benchmark-for-instruction-following-in-video-understanding\/","title":{"rendered":"Video-IFBench\uff1a\u8ddf\u8db3\u8981\u6c42\u7684\u5f71\u7247\u8a55\u6e2c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-27cff70c15fb.jpg\" alt=\"Overview of the Video-IFBench construction and evaluation pipeline\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Video-IFBench \u662f\u4e00\u500b\u7528\u4f86\u8a55\u6e2c\u591a\u6a21\u614b\u5927\u8a9e\u8a00\u6a21\u578b\uff08Multimodal Large Language Models, MLLMs\uff09\u5728\u5f71\u7247\u7406\u89e3\u5834\u666f\u4e2d\u662f\u5426\u8ddf\u8db3\u6307\u4ee4\u7684\u8cc7\u6599\u96c6\u8207\u57fa\u6e96\u3002\u5b83\u8655\u7406\u7684\u4e0d\u662f\u55ae\u7d14\u770b\u61c2\u5f71\u7247\uff0c\u800c\u662f\u6a21\u578b\u80fd\u5426\u5728\u8907\u96dc\u9650\u5236\u4e0b\uff0c\u4f9d\u7167\u5f71\u7247\u8b49\u64da\u4f5c\u51fa\u6b63\u78ba\u5206\u652f\u5224\u65b7\u3001\u5b8c\u6210\u591a\u91cd\u8981\u6c42\uff0c\u4e26\u4fdd\u6301\u8f38\u51fa\u683c\u5f0f\u4e00\u81f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5957\u57fa\u6e96\u628a\u4efb\u52d9\u5206\u6210 Single\u3001Multi\u3001Selection \u548c Nested \u56db\u985e\uff0c\u8986\u84cb\u7531\u7c21\u55ae\u5230\u5c64\u5c64\u52a0\u689d\u4ef6\u7684\u60c5\u5883\u3002\u9805\u76ee\u5efa\u69cb\u6d41\u7a0b\u7d50\u5408\u5f71\u7247\u6a19\u8a3b\u3001\u4efb\u52d9\u8207\u9650\u5236\u63a1\u6a23\u3001\u8907\u96dc\u6307\u4ee4\u751f\u6210\u3001checklist\u3001\u7a0b\u5e8f\u5316\u8655\u7406\u548c\u4eba\u5de5\u9a57\u8b49\uff0c\u9069\u5408\u62ff\u4f86\u6e2c\u8a66\u6a21\u578b\u5728\u771f\u5be6\u5de5\u4f5c\u6d41\u88e1\u6703\u5426\u56e0\u70ba\u689d\u4ef6\u4e00\u591a\u5c31\u5931\u624b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c\u4e00\u822c\u53ea\u770b\u6574\u9ad4\u554f\u7b54\u6b63\u78ba\u7387\u7684\u5f71\u7247\u57fa\u6e96\u76f8\u6bd4\uff0cVideo-IFBench \u66f4\u8457\u91cd\u56b4\u683c\u9075\u5faa\u6307\u4ee4\u7684\u7a0b\u5ea6\u3002\u8cc7\u6599\u96c6\u540c\u6642\u63d0\u4f9b TCSR \u548c TISR \u5169\u7a2e\u6307\u6a19\uff0c\u7d50\u679c\u986f\u793a\u5373\u4f7f\u662f\u9802\u7d1a\u5546\u7528\u6a21\u578b\uff0c\u9047\u5230\u689d\u4ef6\u7d2f\u7a4d\u6216\u9700\u8981\u6309\u8b49\u64da\u9078\u5206\u652f\u7684\u984c\u76ee\uff0c\u5206\u6578\u4e5f\u6703\u660e\u986f\u4e0b\u6ed1\uff1b\u958b\u6e90\u6a21\u578b\u7684\u5dee\u8ddd\u66f4\u5927\uff0c\u5c24\u5176\u5728 Nested \u985e\u5225\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u505a\u5f71\u7247\u7406\u89e3\u3001\u8996\u89ba\u554f\u7b54\u3001agent \u8a55\u6e2c\uff0c\u6216\u8005\u9700\u8981\u6aa2\u67e5\u6a21\u578b\u80fd\u5426\u6309\u898f\u5247\u8f38\u51fa\u5167\u5bb9\u7684\u5718\u968a\uff0c\u9019\u500b\u57fa\u6e96\u5f88\u6709\u53c3\u8003\u50f9\u503c\u3002\u5b83\u4e0d\u53ea\u770b\u6a21\u578b\u300c\u77e5\u5514\u77e5\u300d\uff0c\u800c\u662f\u770b\u6a21\u578b\u300c\u6709\u5187\u7167\u505a\u300d\uff0c\u9019\u6b63\u662f\u5f88\u591a\u843d\u5730\u61c9\u7528\u6700\u5bb9\u6613\u51fa\u554f\u984c\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8986\u84cb\u5f71\u7247\u7406\u89e3\u4e2d\u7684\u56db\u7a2e\u6307\u4ee4\u578b\u614b\uff0c\u5f9e\u55ae\u6b65\u5230\u5d4c\u5957\u689d\u4ef6\u90fd\u6709\u6e2c\u3002<\/li>\n<li>\u4ee5 checklist \u548c\u4eba\u5de5\u9a57\u8b49\u5f37\u5316\u6a19\u8a3b\u53ef\u9760\u5ea6\u3002<\/li>\n<li>\u7528 TCSR \u8207 TISR \u5206\u958b\u770b\u5167\u5bb9\u547d\u4e2d\u8207\u6307\u4ee4\u8ddf\u96a8\u3002<\/li>\n<li>\u5546\u7528\u6a21\u578b\u6574\u9ad4\u8f03\u5f37\uff0c\u4f46\u8907\u96dc\u689d\u4ef6\u4e0b\u4ecd\u6709\u660e\u986f\u5931\u5206\u3002<\/li>\n<li>\u958b\u6e90\u6a21\u578b\u5728\u591a\u689d\u4ef6\u3001\u5206\u652f\u9078\u64c7\u548c\u683c\u5f0f\u9075\u5faa\u4e0a\u5dee\u8ddd\u66f4\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/alexios-hub.github.io\/Video-IFBench\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Alexios-hub\/Video-IFBench\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/datasets\/Alexislhb\/Video-IFBench\" rel=\"noopener noreferrer\"><strong>\u6578\u64da\u96c6<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Video-IFBench \u7528\u4f86\u91cf\u5ea6\u591a\u6a21\u614b\u5927\u8a9e\u8a00\u6a21\u578b\u5728\u5f71\u7247\u7406\u89e3\u5834\u666f\u4e2d\u7684\u6307\u4ee4\u8ddf\u96a8\u80fd\u529b\u3002\u5b83\u628a\u55ae\u6b65\u3001\u591a\u6b65\u3001\u9078\u64c7\u548c\u5d4c\u5957\u6307\u4ee4\u62c6\u958b\u6e2c\uff0c\u76f4\u63a5\u770b\u6a21\u578b\u80fd\u5426\u6309\u689d\u4ef6\u505a\u5c0d\u3002<\/p>\n","protected":false},"author":8,"featured_media":11581,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,164,176,172,116,31,119,149,199],"tags":[],"class_list":["post-11582","post","type-post","status-publish","format-standard","hentry","category-133","category-164","category-176","category-172","category-agentic","category-video","category-119","category-149","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11582","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=11582"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11582\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11581"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11582"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11582"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11582"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}