{"id":7690,"date":"2025-11-06T05:43:00","date_gmt":"2025-11-05T20:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7690"},"modified":"2025-11-02T10:46:33","modified_gmt":"2025-11-02T01:46:33","slug":"are-video-models-ready-as-zero-shot-reasoners-an-empirical-study-with-the-mme-cof-benchmark","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7690","title":{"rendered":"Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark\u00a0<\/strong>[124.0]<br>\u6211\u3005\u306f\u3001\u30d3\u30c7\u30aa\u30e2\u30c7\u30eb\u304c\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u63a8\u8ad6\u5668\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u6e96\u5099\u304c\u6574\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5b9f\u8a3c\u7814\u7a76\u3059\u308b\u3002 \u79c1\u305f\u3061\u306f\u3001\u4eba\u6c17\u306e\u9ad8\u3044Veo-3\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002 \u6211\u3005\u306f,\u7a7a\u9593\u7684,\u5e7e\u4f55\u5b66\u7684,\u7269\u7406\u7684,\u6642\u9593\u7684,\u5177\u4f53\u7684\u8ad6\u7406\u3092\u542b\u308012\u6b21\u5143\u306b\u308f\u305f\u308b\u63a8\u8ad6\u884c\u52d5\u3092\u8a55\u4fa1\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.26802v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.26802v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 30 Oct 2025 17:59:55 GMT)<\/li>\n\n\n\n<li>\u300c<a href=\"https:\/\/devneko.jp\/wordpress\/?p=7513\">Video models are zero-shot learners and reasoners \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb<\/a>\u300d\u3068\u3044\u3046\u4e3b\u5f35\u3082\u3042\u308b\u304c\u3001\u7570\u306a\u308b\u30c1\u30fc\u30e0\u306b\u3088\u308b\u8ad6\u6587\u3002\u300cOur findings reveal that while current video models demonstrate promising reasoning patterns on short-horizon spatial coherence, fine-grained grounding, and locally consistent dynamics, they remain limited in long-horizon causal reasoning, strict geometric constraints, and abstract logic. Overall, they are not yet reliable as standalone zero-shot reasoners, but exhibit encouraging signs as complementary visual engines alongside dedicated reasoning models.\u300d\u3068\u306e\u3053\u3068\u3067\u53ef\u80fd\u6027\u3092\u611f\u3058\u308b\u7d50\u679c\u3067\u306f\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/video-cof.github.io\/\">Are Video Models Ready as Zero-Shot Reasoners?<\/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":[449,510],"class_list":["post-7690","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-world-model","tag-510"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7690","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=7690"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7690\/revisions"}],"predecessor-version":[{"id":7691,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7690\/revisions\/7691"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7690"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7690"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7690"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}