{"id":7742,"date":"2025-11-18T05:50:00","date_gmt":"2025-11-17T20:50:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7742"},"modified":"2025-11-09T09:20:08","modified_gmt":"2025-11-09T00:20:08","slug":"when-visualizing-is-the-first-step-to-reasoning-mira-a-benchmark-for-visual-chain-of-thought","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7742","title":{"rendered":"When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought\u00a0<\/strong>[118.7]<br>MIRA\u306f,\u4e2d\u9593\u753b\u50cf\u306e\u751f\u6210\u304c\u63a8\u8ad6\u306e\u6210\u529f\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066,\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u65b0\u3057\u3044\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 546\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u554f\u984c\u3092\u542b\u307f\u3001\u4e2d\u9593\u753b\u50cf\u3068\u6700\u7d42\u56de\u7b54\u304c\u6ce8\u91c8\u4ed8\u304d\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.02779v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.02779v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 04 Nov 2025 18:00:51 GMT)<\/li>\n\n\n\n<li>\u300cTo bridge this gap, we introduce MIRA (Multimodal Imagination for Reasoning Assessment), a benchmark designed to evaluate reasoning scenarios where generating or leveraging intermediate visual representations is essential. Each instance is constructed according to three principles: (1) requiring intermediate visual cues to answer the question, (2) pairing each instance with annotated step-wise visual clues to enable evaluation under a Visual-CoT setup, and (3) enforcing strict human annotation and cross-validation to guarantee data quality.\u300d\u3068\u8996\u899a\u7684\u30fb\u753b\u50cf\u7684\u306a\u4e2d\u9593\u8868\u73fe\u3092\u5fc5\u8981\u3068\u3059\u308b\u63a8\u8ad6\u306e\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u3067\u3082\u96e3\u3057\u3044\u30bf\u30b9\u30af\u306b\u306a\u3063\u3066\u3044\u308b\uff08\u304c\u3001\u516c\u958b\u30e2\u30c7\u30eb\u3082\u5065\u95d8\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\uff09<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/mira-benchmark.github.io\/\">When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought<\/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":[59,708,517],"class_list":["post-7742","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-chain-of-thought","tag-visual-chain-of-thought","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7742","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=7742"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7742\/revisions"}],"predecessor-version":[{"id":7743,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7742\/revisions\/7743"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7742"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7742"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7742"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}