{"id":8042,"date":"2026-01-08T06:16:00","date_gmt":"2026-01-07T21:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8042"},"modified":"2026-01-04T20:23:06","modified_gmt":"2026-01-04T11:23:06","slug":"recursive-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8042","title":{"rendered":"Recursive Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Recursive Language Models\u00a0<\/strong>[14.2]<br>\u672c\u7a3f\u3067\u306f,\u9577\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5916\u90e8\u74b0\u5883\u3068\u3057\u3066\u6271\u3046\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u624b\u6cd5\u3067\u3042\u308bRecursive Language Models (RLMs)\u3092\u63d0\u6848\u3059\u308b\u3002 RLM\u306f\u30e2\u30c7\u30eb\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u8d85\u3048\u308b2\u6841\u306e\u51e6\u7406\u306b\u6210\u529f\u3057\u3001\u305f\u3068\u3048\u77ed\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3042\u3063\u3066\u3082\u3001\u30d9\u30fc\u30b9LLM\u306e\u54c1\u8cea\u3092\u5287\u7684\u306b\u4e0a\u56de\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.24601v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.24601v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 31 Dec 2025 03:43:41 GMT)<\/li>\n\n\n\n<li>\u300cWe introduced Recursive Language Models (RLMs), a general inference framework for language models that offloads the input context and enables language models to recursively sub-query lan- guage models before providing an output. We explored an instantiation of this framework that offloads the context into a Python REPL environment as a variable in memory, enabling the LM to reason over its context in code and recursive LM calls, rather than purely in token space.\u300d\u3068\u5916\u90e8\u30e1\u30e2\u30ea\u7684\u306bPython\u5b9f\u884c\u74b0\u5883\u3092\u4f7f\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u8457\u8005\u306eBlog\uff08<a href=\"https:\/\/alexzhang13.github.io\/blog\/2025\/rlm\/\">Recursive Language Models | Alex L. Zhang<\/a>\uff09\u3084X\u306e\u6295\u7a3f\uff08<a href=\"https:\/\/x.com\/a1zhang\/status\/1978469116542337259\">X\u30e6\u30fc\u30b6\u30fc\u306eAlex L Zhang\u3055\u3093: \u300cWhat if scaling the context windows of frontier LLMs is much easier than it sounds? We\u2019re excited to share our work on Recursive Language Models (RLMs). A new inference strategy where LLMs can decompose and recursively interact with input prompts of seemingly unbounded length, https:\/\/t.co\/U0tGWmPybl\u300d \/ X<\/a>\uff09\u3082\u53c2\u8003\u306b\u306a\u308b\u3002<\/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":[223,244],"class_list":["post-8042","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-memory"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8042","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=8042"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8042\/revisions"}],"predecessor-version":[{"id":8043,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8042\/revisions\/8043"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8042"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8042"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8042"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}