{"id":7532,"date":"2025-10-06T05:57:00","date_gmt":"2025-10-05T20:57:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7532"},"modified":"2025-10-04T17:09:22","modified_gmt":"2025-10-04T08:09:22","slug":"muslr-multimodal-symbolic-logical-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7532","title":{"rendered":"MuSLR: Multimodal Symbolic Logical Reasoning\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MuSLR: Multimodal Symbolic Logical Reasoning\u00a0<\/strong>[133.9]<br>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u8ad6\u7406\u7684\u63a8\u8ad6\u306f\u3001\u81ea\u5f8b\u904b\u8ee2\u3084\u8a3a\u65ad\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u5fdc\u7528\u306b\u304a\u3044\u3066\u91cd\u8981\u3067\u3042\u308b\u3002 \u5f62\u5f0f\u8ad6\u7406\u898f\u5247\u3092\u57fa\u790e\u3068\u3057\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u8a18\u53f7\u8ad6\u7406\u7684\u63a8\u8ad6\u306e\u305f\u3081\u306e\u6700\u521d\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af Mu SLR \u3092\u5c0e\u5165\u3059\u308b\u3002 \u6211\u3005\u306f,GPT-4.1\u306eChain-of-Thought\u6027\u80fd\u309214.13%\u5411\u4e0a\u3055\u305b\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u578b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bLogiCAM\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.25851v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.25851v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 30 Sep 2025 06:42:20 GMT)<\/li>\n\n\n\n<li>Multimodal symbolic logical reasoning\u3092\u5bfe\u8c61\u3068\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30afMuSLR\u306e\u69cb\u7bc9\u3002\u307e\u305f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u3057\u3066\u30e2\u30b8\u30e5\u30e9\u30fc\u69cb\u6210\u306eLogiCAM\u3092\u63d0\u6848\u3057\u3066\u3044\u308b\u3002\u73fe\u5728\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306a\u30e2\u30c7\u30eb\u3067\u3082\u96e3\u3057\u3044\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u3088\u3046\u3002<\/li>\n\n\n\n<li>\u6539\u5584\u306e\u305f\u3081\u306e\u300cFirst, integrating dedicated symbolic modules is essential: the LogiCAM outperforms base VLMs precisely because it extracts multimodalities based on logic and embeds explicit symbolic reasoning steps. Second, existing VLMs struggle to align and fuse visual and textual information when performing formal logic; Future work should explore tighter multimodal integration, such as cross-modal architectures trained with logic-grounded objectives, to bridge this gap.\u300d\u3068\u3044\u3046\u6307\u6458\u304c\u8208\u5473\u6df1\u304f\u3001\u73fe\u884c\u30e2\u30c7\u30eb\u306f\u5f62\u5f0f\u7684\u306a\u51e6\u7406\u306b\u82e6\u52b4\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/llm-symbol.github.io\/MuSLR\/\">MuSLR: Multimodal Symbolic Logical Reasoning<\/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":[223,232,517,577],"class_list":["post-7532","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-lrm","tag-517","tag-577"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7532","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=7532"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7532\/revisions"}],"predecessor-version":[{"id":7533,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7532\/revisions\/7533"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7532"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7532"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7532"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}