{"id":8282,"date":"2026-03-10T02:59:00","date_gmt":"2026-03-09T17:59:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8282"},"modified":"2026-03-07T17:04:58","modified_gmt":"2026-03-07T08:04:58","slug":"a-very-big-video-reasoning-suite","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8282","title":{"rendered":"A Very Big Video Reasoning Suite"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Very Big Video Reasoning Suite\u00a0<\/strong>[155.7]<br>\u30d3\u30c7\u30aa\u30e2\u30c7\u30eb\u306e\u6025\u901f\u306a\u666e\u53ca\u306f\u8996\u899a\u7684\u54c1\u8cea\u3092\u6349\u3048\u3066\u304a\u308a\u3001\u305d\u306e\u63a8\u8ad6\u80fd\u529b\u306f\u672a\u89e3\u660e\u306e\u307e\u307e\u3067\u3042\u308b\u3002 Very Big Video Reasoning(VBVR)\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001200\u306e\u30ad\u30e5\u30ec\u30fc\u30c8\u3055\u308c\u305f\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u307e\u305f\u304c\u308b\u3001\u524d\u4f8b\u306e\u306a\u3044\u5927\u898f\u6a21\u306a\u30ea\u30bd\u30fc\u30b9\u3067\u3042\u308b\u3002 VBVR-Bench\u306f\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30d2\u30e5\u30fc\u30de\u30f3\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u30b9\u30b3\u30a2\u30e9\u30fc\u306b\u3088\u308b\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u306e\u5224\u65ad\u3092\u8d85\u3048\u3066\u3001\u691c\u8a3c\u53ef\u80fd\u306a\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.20159v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.20159v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 24 Feb 2026 17:59:15 GMT)<\/li>\n\n\n\n<li>\u300cwe present the VBVR suite, centered on an unprecedentedly large-scale and continually growing dataset for video reasoning, VBVR-Dataset, together with a verifiable, human-aligned evaluation toolkit, VBVR-Bench.\u300d\u3068\u306e\u3053\u3068\u3001\u3068\u3066\u3082\u898f\u6a21\u304c\u5927\u304d\u3044\u3002\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u3057\u3066\u306f\u300cProprietary models perform better overall, led by Sora 2 (0.546) and Veo 3.1 (0.480), particularly in Abstraction and Transformation categories. Fine-tuning Wan2.2-I2V-A14B on VBVR-Dataset yields VBVR-Wan2.2, which achieves a new state-of-the-art with an overall score of 0.685, representing an 84.6% relative improvement over its base model.\u00a0\u300d\u3068fine tuning\u306e\u52b9\u679c\u306f\u5927\u304d\u3044\u3088\u3046\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/video-reason.com\/\">A Very Big Video Reasoning Suite<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[491,517,552],"class_list":["post-8282","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-491","tag-517","tag-552"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8282","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8282"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8282\/revisions"}],"predecessor-version":[{"id":8283,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8282\/revisions\/8283"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8282"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8282"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8282"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}