{"id":7998,"date":"2026-01-02T05:44:00","date_gmt":"2026-01-01T20:44:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7998"},"modified":"2025-12-27T15:50:05","modified_gmt":"2025-12-27T06:50:05","slug":"can-llms-estimate-student-struggles-human-ai-difficulty-alignment-with-proficiency-simulation-for-item-difficulty-prediction","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7998","title":{"rendered":"Can LLMs Estimate Student Struggles? Human-AI Difficulty Alignment with Proficiency Simulation for Item Difficulty Prediction"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can LLMs Estimate Student Struggles? Human-AI Difficulty Alignment with Proficiency Simulation for Item Difficulty Prediction\u00a0<\/strong>[26.4]<br>\u672c\u7a3f\u3067\u306f,\u591a\u69d8\u306a\u9818\u57df\u306b\u307e\u305f\u304c\u308b20\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066,\u4eba\u9593\u3068AI\u306e\u96e3\u6613\u5ea6\u3092\u5927\u898f\u6a21\u306b\u89e3\u6790\u3059\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u306e\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u304c\u78ba\u5b9f\u3067\u306a\u3044\u4f53\u7cfb\u7684\u4e0d\u6574\u5408\u304c\u660e\u3089\u304b\u3068\u306a\u3063\u305f\u3002 \u30e2\u30c7\u30eb\u304c\u751f\u5f92\u306e\u80fd\u529b\u5236\u9650\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u306e\u306b\u82e6\u52b4\u3057\u3066\u3044\u308b\u305f\u3081,\u9ad8\u3044\u6027\u80fd\u304c\u6b63\u78ba\u306a\u96e3\u6613\u5ea6\u63a8\u5b9a\u3092\u59a8\u3052\u3066\u3044\u308b\u5834\u5408\u304c\u591a\u3044\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.18880v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.18880v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 21 Dec 2025 20:41:36 GMT)<\/li>\n\n\n\n<li>\u554f\u984c\u306e\u96e3\u6613\u5ea6\u3092\u4e88\u6e2c\u3055\u305b\u308b\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u7814\u7a76\u3002\u300cThis study demonstrates that Large Language Mod- els currently struggle to align with human percep- tion of difficulty despite their advanced problem- solving capabilities. We find that increasing model scale does not guarantee better alignment but rather fosters a machine consensus that systematically diverges from student reality.\u300d\u77e5h\u4e0a\u306b\u8208\u5473\u6df1\u3044\u7d50\u679c\u3002\u6559\u80b2\u76ee\u7684\u306e\u5229\u7528\u3067\u5927\u304d\u306a\u8ab2\u984c\u306b\u306a\u308b\u306e\u3068\u540c\u6642\u306b\u4e00\u822c\u7684\u306a\u5229\u7528\u306b\u304a\u3044\u3066\u3082\u6ce8\u610f\u3059\u3079\u304d\u3082\u306e\u306b\u601d\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/MingLiiii\/Difficulty_Alignment\">GitHub &#8211; MingLiiii\/Difficulty_Alignment: Can LLMs Estimate Student Struggles? Human-LLM Difficulty Alignment with Proficiency Simulation for Item Difficulty Prediction<\/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":[622],"class_list":["post-7998","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7998","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=7998"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7998\/revisions"}],"predecessor-version":[{"id":7999,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7998\/revisions\/7999"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7998"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7998"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7998"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}