{"id":7992,"date":"2025-12-30T07:20:00","date_gmt":"2025-12-29T22:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7992"},"modified":"2025-12-27T15:22:49","modified_gmt":"2025-12-27T06:22:49","slug":"from-word-to-world-can-large-language-models-be-implicit-text-based-world-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7992","title":{"rendered":"From Word to World: Can Large Language Models be Implicit Text-based World Models?"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>From Word to World: Can Large Language Models be Implicit Text-based World Models?\u00a0<\/strong>[82.5]<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u7d4c\u9a13\u99c6\u52d5\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306b\u307e\u3059\u307e\u3059\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002 \u4e16\u754c\u30e2\u30c7\u30eb\u306f\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3055\u308c\u305f\u7d4c\u9a13\u3092\u901a\u3057\u3066\u5b66\u7fd2\u52b9\u7387\u3092\u6539\u5584\u3059\u308b\u6f5c\u5728\u7684\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3053\u306e\u5f79\u5272\u3092\u78ba\u5b9f\u306b\u679c\u305f\u305b\u308b\u304b,\u3069\u306e\u3088\u3046\u306a\u6761\u4ef6\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6709\u610f\u7fa9\u306a\u5229\u76ca\u3092\u3082\u305f\u3089\u3059\u304b\u3092\u691c\u8a0e\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.18832v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.18832v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 21 Dec 2025 17:28:42 GMT)<\/li>\n\n\n\n<li>\u300cLLMs can function as reliable world models: they exhibit internal latent dynamics that support in-context world modeling, and supervised fine-tuning substantially improves short-term predictive fidelity and enables consistent long-horizon rollouts in well-structured domains.\u300d\u3068\u306e\u6307\u6458\u304c\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/X1AOX1A\/Word2World\">GitHub &#8211; X1AOX1A\/Word2World: From Word to World: Can Large Language Models be Implicit Text-based World Models?<\/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":[449,576],"class_list":["post-7992","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-world-model","tag-576"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7992","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=7992"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7992\/revisions"}],"predecessor-version":[{"id":7993,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7992\/revisions\/7993"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7992"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7992"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7992"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}