{"id":7098,"date":"2025-07-21T05:49:00","date_gmt":"2025-07-20T20:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7098"},"modified":"2025-07-12T20:51:29","modified_gmt":"2025-07-12T11:51:29","slug":"the-landscape-of-memorization-in-llms-mechanisms-measurement-and-mitigation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7098","title":{"rendered":"The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation\u00a0<\/strong>[97.1]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u308f\u305f\u3063\u3066\u9855\u8457\u306a\u80fd\u529b\u3092\u793a\u3057\u3066\u304d\u305f\u304c\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u8a18\u61b6\u3082\u793a\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u6700\u8fd1\u306e\u7814\u7a76\u6210\u679c\u3092\u6574\u7406\u3057,\u8a18\u61b6\u306e\u666f\u89b3,\u305d\u306e\u5f71\u97ff\u8981\u56e0,\u305d\u306e\u691c\u51fa\u30fb\u7de9\u548c\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8003\u5bdf\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.05578v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.05578v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 08 Jul 2025 01:30:46 GMT)<\/li>\n\n\n\n<li>\u300cThis investigation explores memorization mechanisms in LLMs, examining contributing factors, detection methodologies, measurement approaches, and mitigation techniques.\u300d\u3068\u3044\u3046\u30b5\u30fc\u30d9\u30a4<\/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":[387],"class_list":["post-7098","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7098","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=7098"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7098\/revisions"}],"predecessor-version":[{"id":7099,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7098\/revisions\/7099"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7098"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7098"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7098"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}