{"id":7543,"date":"2025-10-17T05:25:00","date_gmt":"2025-10-16T20:25:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7543"},"modified":"2025-10-12T09:14:41","modified_gmt":"2025-10-12T00:14:41","slug":"accidentbench-benchmarking-multimodal-understanding-and-reasoning-in-vehicle-accidents-and-beyond","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7543","title":{"rendered":"AccidentBench: Benchmarking Multimodal Understanding and Reasoning in Vehicle Accidents and Beyond\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>AccidentBench: Benchmarking Multimodal Understanding and Reasoning in Vehicle Accidents and Beyond\u00a0<\/strong>[101.2]<br>AccidentBench\u306f\u3001\u81ea\u52d5\u8eca\u4e8b\u6545\u30b7\u30ca\u30ea\u30aa\u3068Beyond\u30c9\u30e1\u30a4\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5927\u898f\u6a21\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u3053\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u306f\u3001\u7d042000\u306e\u30d3\u30c7\u30aa\u306819000\u4ee5\u4e0a\u306e\u4eba\u9593\u306b\u3088\u308b\u8cea\u554f\u5fdc\u7b54\u30da\u30a2\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.26636v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.26636v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 30 Sep 2025 17:59:13 GMT)<\/li>\n\n\n\n<li>\u4e8b\u6545\u30b7\u30ca\u30ea\u30aa\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3001\u300cAccidentBench targets understanding and reasoning across diverse vehicle accident scenarios (83.0%), while also encompassing airspace (10.2%) and waterway (6.8%) domains, in which safety, perception, and decision-making are deeply interdependent. Unlike benchmarks that emphasize isolated skills or single domains, AccidentBench systematically challenges models across several critical understanding and reasoning capabilities: temporal understanding and reasoning (tracking event sequences and causality over extended periods); spatial understanding and reasoning (understanding dynamic spatial relationships and multi-agent trajectories); and intent and goal reasoning (inferring agent intentions and planning goals), which further includes complex strategic and counterfactual reasoning (evaluating higher-order strategies, action implications, and \u201cwhat-if\u201d scenarios).\u300d<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/SafeRL-Lab\/AccidentBench\">GitHub &#8211; SafeRL-Lab\/AccidentBench: AccidentBench: Benchmarking Multimodal Understanding and Reasoning in Vehicle Accidents and Beyond<\/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":[517,631],"class_list":["post-7543","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517","tag-631"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7543","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=7543"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7543\/revisions"}],"predecessor-version":[{"id":7544,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7543\/revisions\/7544"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7543"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7543"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7543"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}