{"id":5931,"date":"2024-12-27T05:37:00","date_gmt":"2024-12-26T20:37:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5931"},"modified":"2024-12-27T05:37:00","modified_gmt":"2024-12-26T20:37:00","slug":"combating-multimodal-llm-hallucination-via-bottom-up-holistic-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5931","title":{"rendered":"Combating Multimodal LLM Hallucination via Bottom-up Holistic Reasoning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Combating Multimodal LLM Hallucination via Bottom-up Holistic Reasoning\u00a0<\/strong>[151.4]<br>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(MLLM)\u306f\u3001\u8996\u899a\u8a00\u8a9e\u30bf\u30b9\u30af\u3092\u524d\u9032\u3055\u305b\u308b\u524d\u4f8b\u306e\u306a\u3044\u80fd\u529b\u3092\u793a\u3057\u305f\u3002 \u672c\u7a3f\u3067\u306f,MLLM\u306b\u304a\u3051\u308b\u5e7b\u899a\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306e\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\u63a8\u8ad6\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u672c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u8a8d\u8b58\u30ec\u30d9\u30eb\u60c5\u5831\u3068\u8a8d\u77e5\u30ec\u30d9\u30eb\u30b3\u30e2\u30f3\u30bb\u30f3\u30b9\u77e5\u8b58\u3092\u691c\u8a3c\u30fb\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u8996\u899a\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u4e21\u65b9\u306e\u5165\u529b\u306b\u304a\u3051\u308b\u6f5c\u5728\u7684\u306a\u554f\u984c\u306b\u4f53\u7cfb\u7684\u306b\u5bfe\u51e6\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2412.11124v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2412.11124v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 15 Dec 2024 09:10:46 GMT)<\/li>\n\n\n\n<li>MLLM\u3001VQA\u30bf\u30b9\u30af\u3092\u5bfe\u8c61\u3068\u3057\u305f\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56\u30011. Target Identification and Visual Perception, 2. Visual Perception Verification, 3. Question Validation and Adjustment, 4. Commonsense Induction, 5. Commonsense Verification, 6. Question answering\u3068\u3044\u3046\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u69cb\u6210\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":[184,251],"class_list":["post-5931","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-hallucination","tag-mllm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5931","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=5931"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5931\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5931"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5931"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}