{"id":7774,"date":"2025-11-18T05:55:00","date_gmt":"2025-11-17T20:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7774"},"modified":"2025-11-15T19:58:01","modified_gmt":"2025-11-15T10:58:01","slug":"music-flamingo-scaling-music-understanding-in-audio-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7774","title":{"rendered":"Music Flamingo: Scaling Music Understanding in Audio Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Music Flamingo: Scaling Music Understanding in Audio Language Models\u00a0<\/strong>[98.9]<br>Music Flamingo\u306f\u3001\u57fa\u790e\u7684\u306a\u30aa\u30fc\u30c7\u30a3\u30aa\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u97f3\u697d\u7406\u89e3\u3092\u4fc3\u9032\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u65b0\u3057\u3044\u5927\u304d\u306a\u30aa\u30fc\u30c7\u30a3\u30aa\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002 MF-Skills\u306f\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u901a\u3058\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3001\u8abf\u548c\u3001\u69cb\u9020\u3001\u97f3\u8272\u3001\u6b4c\u8a5e\u3001\u6587\u5316\u7684\u306a\u6587\u8108\u3092\u30ab\u30d0\u30fc\u3059\u308b\u8c4a\u5bcc\u306a\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u3068\u8cea\u554f\u5fdc\u7b54\u30da\u30a2\u3092\u751f\u6210\u3059\u308b\u3002 MF-Think\u306f\u97f3\u697d\u7406\u8ad6\u306b\u57fa\u3065\u304f\u65b0\u3057\u3044\u30c1\u30a7\u30fc\u30f3\u30fb\u30aa\u30d6\u30fb\u30b7\u30f3\u30af\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3001\u7d9a\u3044\u3066GRPO\u30d9\u30fc\u30b9\u306e\u5f37\u5316\u5b66\u7fd2\u3068\u30ab\u30b9\u30bf\u30e0\u5831\u916c\u3092\u53d6\u308a\u5165\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.10289v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.10289v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 14 Nov 2025 01:43:47 GMT)<\/li>\n\n\n\n<li>\u300cUnlike speech or environmental sounds, music is inherently layered, expressive, and structured, combining surface- level acoustic attributes (tempo, key, timbre) with mid-level organization (harmony, form, rhythm) and higher-level dimensions (lyrics, style, affect, cultural context). Capturing this multi-faceted nature of music requires models that can move beyond surface-level recognition toward reasoning and interpretation more akin to a trained musician.\u300d\u3068\u975e\u5e38\u306b\u96e3\u3057\u3044\u30bf\u30b9\u30af\u3067\u3042\u308b\u97f3\u697d\u7406\u89e3\u306e\u305f\u3081\u306e\u30e2\u30c7\u30eb\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/research.nvidia.com\/labs\/adlr\/MF\/\">Music Flamingo: Scaling Music Understanding in Audio Language Models &#8211; NVIDIA ADLR<\/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":[673],"class_list":["post-7774","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-673"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7774","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=7774"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7774\/revisions"}],"predecessor-version":[{"id":7775,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7774\/revisions\/7775"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7774"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7774"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7774"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}