{"id":8182,"date":"2026-02-12T05:58:00","date_gmt":"2026-02-11T20:58:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8182"},"modified":"2026-02-01T07:06:38","modified_gmt":"2026-01-31T22:06:38","slug":"automated-safety-benchmarking-a-multi-agent-pipeline-for-lvlms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8182","title":{"rendered":"Automated Safety Benchmarking: A Multi-agent Pipeline for LVLMs\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Automated Safety Benchmarking: A Multi-agent Pipeline for LVLMs\u00a0<\/strong>[61.0]<br>\u5927\u898f\u6a21\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb(LVLM)\u306f\u3001\u30af\u30ed\u30b9\u30e2\u30fc\u30c0\u30eb\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u80fd\u529b\u3092\u793a\u3059\u304c\u3001\u91cd\u5927\u306a\u5b89\u5168\u6027\u4e0a\u306e\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002 \u65e2\u5b58\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u52b4\u50cd\u96c6\u7d04\u7684\u306a\u5efa\u8a2d\u30d7\u30ed\u30bb\u30b9\u3001\u9759\u7684\u306a\u8907\u96d1\u3055\u3001\u9650\u5b9a\u7684\u306a\u5dee\u5225\u529b\u306b\u3088\u3063\u3066\u59a8\u3052\u3089\u308c\u3066\u3044\u308b\u3002 LVLM\u306e\u5b89\u5168\u6027\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u305f\u3081\u306e\u6700\u521d\u306e\u81ea\u52d5\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308bVLSafetyBencher\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.19507v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.19507v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 27 Jan 2026 11:51:30 GMT)<\/li>\n\n\n\n<li>LVLM\u306e\u305f\u3081\u306e\u5b89\u5168\u6027\u8a55\u4fa1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3001\u300cEx-eriments validates that VLSafetyBencher can construct high-quality safety benchmarks within one week at a minimal cost. The generated benchmark effectively distinguish safety, with a safety rate disparity of 70% between the most and least safe models.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u624b\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306fGPT\u7cfb\u30e2\u30c7\u30eb\u306e\u512a\u4f4d\u6027\u304c\u76ee\u7acb\u3064\u3053\u3068\u304c\u591a\u3044\u304c\u3001\u672c\u8ad6\u6587\u3067\u306fClaude-Sonnet-4\u304c\u30c8\u30c3\u30d7\u3002LVLM\u3068\u3057\u3066\u306e\u8a55\u4fa1\u3060\u304b\u3089\u3060\u308d\u3046\u304b\u3002<\/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":[251,347,517],"class_list":["post-8182","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mllm","tag-safety","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8182","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=8182"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8182\/revisions"}],"predecessor-version":[{"id":8183,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8182\/revisions\/8183"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8182"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8182"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8182"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}