{"id":5365,"date":"2024-09-05T06:21:00","date_gmt":"2024-09-04T21:21:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5365"},"modified":"2024-09-05T06:21:00","modified_gmt":"2024-09-04T21:21:00","slug":"knowledge-aware-reasoning-over-multimodal-semi-structured-tables","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5365","title":{"rendered":"Knowledge-Aware Reasoning over Multimodal Semi-structured Tables"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Knowledge-Aware Reasoning over Multimodal Semi-structured Tables\u00a0<\/strong>[85.2]<br>\u672c\u7814\u7a76\u3067\u306f\u3001\u73fe\u5728\u306eAI\u30e2\u30c7\u30eb\u304c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u77e5\u8b58\u3092\u8003\u616e\u3057\u305f\u63a8\u8ad6\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u8a0e\u3059\u308b\u3002 \u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308bMMTabQA\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u6211\u3005\u306e\u5b9f\u9a13\u306f\u3001\u8907\u6570\u306e\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u306e\u5165\u529b\u3092\u52b9\u679c\u7684\u306b\u7d71\u5408\u3057\u89e3\u91c8\u3059\u308b\u4e0a\u3067\u3001\u73fe\u5728\u306eAI\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u91cd\u5927\u306a\u8ab2\u984c\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2408.13860v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2408.13860v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 25 Aug 2024 15:17:43 GMT)<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\uff31\uff21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u63d0\u6848\u3002\u30c7\u30fc\u30bf\u516c\u958b\u4e88\u5b9a\u3068\u3057\u3066\u3044\u308b\u304c\u73fe\u6642\u70b9\u3067\u306f\u30ea\u30dd\u30b8\u30c8\u30ea\u7b49\u3078\u306e\u30ea\u30f3\u30af\u306f\u306a\u3055\u305d\u3046\u3002<\/li>\n\n\n\n<li>\u300cClosed-source models like GPT-4o and Gemini1.5 Flash outperform open-source models in multimodal tasks due to advanced training techniques and better integration of visual and textual data.\u300d\u3001\u300cIn text-only tasks, the performance gap between open-source and closed-source models narrows significantly, with open-source models like Llama-3 providing competitive results.\u300d\u3068\u306e\u3053\u3068\u3067\u73fe\u6642\u70b9\u3067\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306b\u304a\u3044\u3066\u30aa\u30fc\u30d7\u30f3\u306a\u30e2\u30c7\u30eb\u306f\u82e6\u6226\u3057\u3066\u3044\u308b\u3088\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":[322,491,524],"class_list":["post-5365","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-question-answering","tag-491","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5365","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=5365"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5365\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5365"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5365"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5365"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}