{"id":6924,"date":"2025-06-25T05:35:00","date_gmt":"2025-06-24T20:35:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6924"},"modified":"2025-06-14T21:37:43","modified_gmt":"2025-06-14T12:37:43","slug":"mmtu-a-massive-multi-task-table-understanding-and-reasoning-benchmark","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6924","title":{"rendered":"MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark\u00a0<\/strong>[70.5]<br>MMTU\u306f\u300125\u306e\u73fe\u5b9f\u4e16\u754c\u306e\u30c6\u30fc\u30d6\u30eb\u30bf\u30b9\u30af\u306b30\u4e07\u4ee5\u4e0a\u306e\u8cea\u554f\u304c\u3042\u308b\u5927\u898f\u6a21\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 MMTU\u306f\u3001\u5c02\u9580\u5bb6\u30ec\u30d9\u30eb\u3067\u5b9f\u969b\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7406\u89e3\u3057\u3001\u63a8\u8ad6\u3057\u3001\u64cd\u4f5c\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u5305\u62ec\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002 MMTU\u306f\u30c6\u30fc\u30d6\u30eb\u7406\u89e3\u3001\u63a8\u8ad6\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3063\u305f\u3001\u4eca\u65e5\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u56f0\u96e3\u306a\u30b9\u30ad\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.05587v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.05587v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 05 Jun 2025 21:05:03 GMT)<\/li>\n\n\n\n<li>\u300cWe show that MMTU require a combination of skills \u2013 includ- ing table understanding, reasoning, and coding \u2013 that remain challenging for today\u2019s frontier models, where even frontier reasoning models like OpenAI o4- mini and DeepSeek R1 score only around 60%, suggesting significant room for improvement.\u300d\u3068\u3044\u3046\u6570\u8868\u3092\u6271\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/MMTU-Benchmark\/MMTU\">GitHub &#8211; MMTU-Benchmark\/MMTU<\/a>\u3001\u30c7\u30fc\u30bf\u306f<a href=\"https:\/\/huggingface.co\/datasets\/MMTU-benchmark\/MMTU\">MMTU-benchmark\/MMTU \u00b7 Datasets at Hugging Face<\/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":[393,517],"class_list":["post-6924","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-table","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6924","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=6924"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6924\/revisions"}],"predecessor-version":[{"id":6925,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6924\/revisions\/6925"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6924"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6924"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6924"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}