{"id":7853,"date":"2025-12-12T05:08:00","date_gmt":"2025-12-11T20:08:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7853"},"modified":"2025-12-06T16:12:32","modified_gmt":"2025-12-06T07:12:32","slug":"eventbench-towards-comprehensive-benchmarking-of-event-based-mllms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7853","title":{"rendered":"EventBench: Towards Comprehensive Benchmarking of Event-based MLLMs"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>EventBench: Towards Comprehensive Benchmarking of Event-based MLLMs\u00a0<\/strong>[53.4]<br>EventBench\u306f8\u3064\u306e\u30bf\u30b9\u30af\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u5927\u898f\u6a21\u306a\u30a4\u30d9\u30f3\u30c8\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u6211\u3005\u306f\u3001GPT-5\u3084Gemini-2.5 Pro\u306e\u3088\u3046\u306a\u6700\u5148\u7aef\u306e\u30af\u30ed\u30fc\u30ba\u30c9\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3001Qwen2.5-VL\u3084InternVL3\u3068\u3044\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3001EventGPT\u306e\u3088\u3046\u306a\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9\u306eMLLM\u3092\u8a55\u4fa1\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.18448v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.18448v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 23 Nov 2025 13:39:01 GMT)<\/li>\n\n\n\n<li>MLLM\u306e\u30a4\u30d9\u30f3\u30c8\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\uff08understanding (i.e., detailed understanding), recognition (i.e., action recognition, gesture recognition, and event OCR)\u306a\u3069\uff09\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/xdusyl.github.io\/eventbench.github.io\/\">EventBench<\/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":[128,251,517],"class_list":["post-7853","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-event-extraction","tag-mllm","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7853","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=7853"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7853\/revisions"}],"predecessor-version":[{"id":7854,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7853\/revisions\/7854"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7853"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7853"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7853"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}