{"id":7988,"date":"2026-01-06T05:03:00","date_gmt":"2026-01-05T20:03:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7988"},"modified":"2025-12-27T15:07:24","modified_gmt":"2025-12-27T06:07:24","slug":"a-benchmark-and-agentic-framework-for-omni-modal-reasoning-and-tool-use-in-long-videos","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7988","title":{"rendered":"A Benchmark and Agentic Framework for Omni-Modal Reasoning and Tool Use in Long Videos"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Benchmark and Agentic Framework for Omni-Modal Reasoning and Tool Use in Long Videos\u00a0<\/strong>[77.0]<br>LongShOTBench\u306f\u3001\u9577\u3081\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30d3\u30c7\u30aa\u7406\u89e3\u306e\u305f\u3081\u306e\u8a3a\u65ad\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u3053\u308c\u306b\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30a8\u30f3\u30c9\u3001\u30a4\u30f3\u30c6\u30f3\u30c8\u99c6\u52d5\u306e\u8cea\u554f\u3001\u30b7\u30f3\u30b0\u30eb\u30bf\u30fc\u30f3\u3068\u30de\u30eb\u30c1\u30bf\u30fc\u30f3\u306e\u5bfe\u8a71\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u63a8\u8ad6\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u304c\u542b\u307e\u308c\u308b\u3002 LongShOTAgent\u306f\u3001\u524d\u51e6\u7406\u3001\u691c\u7d22\u3001\u53cd\u5fa9\u7684\u306a\u7cbe\u7d30\u5316\u3092\u901a\u3058\u3066\u3001\u9577\u3044\u30d3\u30c7\u30aa\u3092\u5206\u6790\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.16978v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.16978v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 18 Dec 2025 18:59:27 GMT)<\/li>\n\n\n\n<li>\u300cWe present LongShOTBench, a comprehensive diagnostic benchmark for evaluating MLLMs on long-form, multi- modal video understanding, integrating vision, speech, and audio across hour-long contexts. Its open-ended, intent- driven questions and rubric-based evaluation provide fine- grained, interpretable diagnostics across perception, reason- ing, and agentic tool-use tasks.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u3067\u3082\u89e3\u304f\u306e\u304c\u96e3\u3057\u3044\u306e\u304c\u8208\u5473\u6df1\u3044\u306e\u3068\u3001\u3046\u307e\u304f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u6210\u3057Agentic\u306b\u4f7f\u3046\u3068\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u3082\u4e00\u5b9a\u5bfe\u5fdc\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u3082\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f\u3001<a href=\"https:\/\/github.com\/mbzuai-oryx\/longshot\">GitHub &#8211; mbzuai-oryx\/LongShOT: A Benchmark and Agentic Framework for Omni-Modal Reasoning and Tool Use in Long Videos<\/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":[517],"class_list":["post-7988","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7988","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=7988"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7988\/revisions"}],"predecessor-version":[{"id":7989,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7988\/revisions\/7989"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7988"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7988"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}