{"id":6852,"date":"2025-06-04T05:49:00","date_gmt":"2025-06-03T20:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6852"},"modified":"2025-06-01T10:53:46","modified_gmt":"2025-06-01T01:53:46","slug":"mllms-are-deeply-affected-by-modality-bias","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6852","title":{"rendered":"MLLMs are Deeply Affected by Modality Bias"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MLLMs are Deeply Affected by Modality Bias\u00a0<\/strong>[158.6]<br>MLLM(Multimodal Large Language Models)\u306e\u6700\u8fd1\u306e\u9032\u6b69\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u306a\u3069\u306e\u591a\u69d8\u306a\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u7d71\u5408\u3059\u308b\u4e0a\u3067\u3001\u6709\u671b\u306a\u6210\u679c\u3092\u793a\u3057\u3066\u3044\u308b\u3002 MLLM\u306f\u30e2\u30c0\u30ea\u30c6\u30a3\u30d0\u30a4\u30a2\u30b9\u306b\u5f37\u304f\u5f71\u97ff\u3055\u308c\u3001\u3057\u3070\u3057\u3070\u8a00\u8a9e\u306b\u4f9d\u5b58\u3057\u3001\u8996\u899a\u5165\u529b\u306e\u3088\u3046\u306a\u4ed6\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u904e\u5c0f\u8a55\u4fa1\u3059\u308b\u3002 \u672c\u7a3f\u3067\u306f,MLLM\u306f\u30e2\u30c0\u30ea\u30c6\u30a3\u30d0\u30a4\u30a2\u30b9\u306e\u5f71\u97ff\u3092\u5f37\u304f\u53d7\u3051\u3066\u304a\u308a,\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u307e\u305f\u304c\u3063\u3066\u305d\u306e\u767a\u73fe\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.18657v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.18657v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 24 May 2025 11:49:31 GMT)<\/li>\n\n\n\n<li>\u300cModality bias arises when certain modalities dominate the learning process, while others are underutilized or contribute less effectively\u300d\u3068\u3044\u3046\u30e2\u30c0\u30ea\u30c6\u30a3\u30d0\u30a4\u30a2\u30b9\u306e\u691c\u8a3c\u3002<\/li>\n\n\n\n<li>\u300cFrom a model learning perspective, [49] identifies the differing convergence rates of modalities as a core cause of modality bias. The varying levels of difficulty in fitting category labels across different modalities contribute to this disparity.\u300d\u3068\u3044\u3046\u306e\u306f\u76f4\u89b3\u7684\u306b\u3082\u305d\u3046\u3060\u3068\u601d\u3044\u3064\u3064\u3001\u89e3\u6d88\u3059\u308b\u306e\u306f\u5927\u5909\u305d\u3046\u3002\u300c\u767e\u805e\u306f\u4e00\u898b\u306b\u5982\u304b\u305a\u300d\u3068\u304b\u3044\u3046\u304c\u4eba\u9593\u306f\u3069\u3046\u3084\u3063\u3066\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3093\u3060\u308d\u3046\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":[47,251],"class_list":["post-6852","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-bias","tag-mllm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6852","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=6852"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6852\/revisions"}],"predecessor-version":[{"id":6853,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6852\/revisions\/6853"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6852"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6852"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6852"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}