{"id":7183,"date":"2025-07-29T07:28:00","date_gmt":"2025-07-28T22:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7183"},"modified":"2025-07-27T10:48:30","modified_gmt":"2025-07-27T01:48:30","slug":"pixels-patterns-but-no-poetry-to-see-the-world-like-humans","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7183","title":{"rendered":"Pixels, Patterns, but No Poetry: To See The World like Humans\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Pixels, Patterns, but No Poetry: To See The World like Humans&nbsp;<\/strong>[33.8]<br>\u6700\u5148\u7aef\u306eMLLM\u306f\u3001\u4eba\u9593\u306b\u3068\u3063\u3066\u7c21\u5358\u306a\u79c1\u305f\u3061\u306e\u77e5\u899a\u4e0a\u306e\u30bf\u30b9\u30af\u306b\u7834\u6ec5\u7684\u306a\u5931\u6557\u3092\u793a\u3057\u307e\u3059\u3002 \u3053\u306e\u8ad6\u6587\u306f\u3001\u63a8\u8ad6\u304b\u3089\u77e5\u899a\u3078\u3068\u7126\u70b9\u3092\u79fb\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.16863v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.16863v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 21 Jul 2025 21:50:16 GMT)<\/li>\n\n\n\n<li>\u4eba\u9593\u3060\u3068\u76f4\u611f\u7684\u306b\u7406\u89e3\u53ef\u80fd\u306a&nbsp;Turing Eye Test (TET)\u306e\u63d0\u6848\u3002\u300cThrough four diagnostic tasks involving concealed text, 3D Captchas, Chinese character compositions, and color blind test charts, we demonstrated that state-of-the-art MLLMs exhibit catastrophic failures on perceptual tasks that humans solve intuitively.\u300d\u3068AI\u306b\u306f\u3068\u3051\u306a\u3044\u3082\u306e\u304c\u591a\u3044\u3002\u5275\u4f5c\u6f22\u5b57\u30b3\u30f3\u30c6\u30b9\u30c8\u306e\u6f22\u5b57\u3092\u7406\u89e3\u3067\u304d\u308b\u304b\u8208\u5473\u6df1\u3044\u3068\u3053\u308d\uff08leak\u304c\u6016\u3044\u304c\u2026\uff09\u3002\n<ul class=\"wp-block-list\">\n<li>\u624b\u5143\u306eo3-pro\u3067\u306f<a href=\"https:\/\/sousaku-kanji.com\/archive\/contest_15th.html\">https:\/\/sousaku-kanji.com\/archive\/contest_15th.html<\/a>\u306f\u8aad\u3081\u306a\u3044\u3088\u3046\u3060\u3063\u305f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/turingeyetest.github.io\/\">Pixels, Patterns, but no Poetry: To See the World like Humans<\/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":[251,517],"class_list":["post-7183","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mllm","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7183","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=7183"}],"version-history":[{"count":3,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7183\/revisions"}],"predecessor-version":[{"id":7195,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7183\/revisions\/7195"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}