{"id":7384,"date":"2025-09-08T03:37:00","date_gmt":"2025-09-07T18:37:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7384"},"modified":"2025-09-06T20:45:03","modified_gmt":"2025-09-06T11:45:03","slug":"llava-critic-r1-your-critic-model-is-secretly-a-strong-policy-model","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7384","title":{"rendered":"LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model\u00a0<\/strong>[99.7]<br>LLaVA-Critic-R1\u306f\u9ad8\u3044\u8a55\u4fa1\u3092\u53d7\u3051\u305f\u6279\u8a55\u5bb6\u3068\u3057\u3066\u3060\u3051\u3067\u306a\u304f\u3001\u7af6\u4e89\u653f\u7b56\u30e2\u30c7\u30eb\u3068\u3057\u3066\u3082\u73fe\u308c\u308b\u3053\u3068\u3092\u793a\u3059\u3002 \u30c6\u30b9\u30c8\u6642\u306b\u81ea\u5df1\u6279\u5224\u3092\u9069\u7528\u3059\u308b\u3068\u30015\u3064\u306e\u4ee3\u8868\u7684\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u5e73\u5747+13.8%\u306e\u6539\u5584\u304c\u5f97\u3089\u308c\u308b\u3002 \u305d\u306e\u7d50\u679c,\u8a55\u4fa1\u3068\u751f\u6210\u306e\u4e21\u9762\u306b\u304a\u3044\u3066\u512a\u308c\u305f\u7d71\u4e00\u30e2\u30c7\u30eb\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.00676v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.00676v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 31 Aug 2025 03:08:02 GMT)<\/li>\n\n\n\n<li>\u300cexperimental results across massive visual benchmarks demonstrate that critic training not only substantially enhances the critic capabilities of VLMs, but also improves their performance as a general policy across a wide range of visual understanding and reasoning tasks. This dual improvement enables LLaVA- Critic-R1 to outperform other visual reasoning models trained with in-domain policy training, establishing it\u300d\u3068\u3044\u3046\u5831\u544a\u3002\u5f37\u3044\u95a2\u9023\u306f\u3042\u308b\u3068\u601d\u3044\u3064\u3064\u9762\u767d\u3044\u6319\u52d5\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/LLaVA-VL\/LLaVA-NeXT\/tree\/main\/llava-critic-r1\">LLaVA-NeXT\/llava-critic-r1 at main \u00b7 LLaVA-VL\/LLaVA-NeXT \u00b7 GitHub<\/a>\u3001<a href=\"https:\/\/github.com\/LLaVA-VL\/LLaVA-NeXT\/tree\/main\/llava-critic-r1\">LLaVA-NeXT\/llava-critic-r1 at main \u00b7 LLaVA-VL\/LLaVA-NeXT \u00b7 GitHub<\/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":[84,251],"class_list":["post-7384","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-critic","tag-mllm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7384","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=7384"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7384\/revisions"}],"predecessor-version":[{"id":7385,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7384\/revisions\/7385"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7384"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7384"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7384"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}