{"id":6528,"date":"2025-04-08T05:38:00","date_gmt":"2025-04-07T20:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6528"},"modified":"2025-04-08T05:38:00","modified_gmt":"2025-04-07T20:38:00","slug":"model-hemorrhage-and-the-robustness-limits-of-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6528","title":{"rendered":"Model Hemorrhage and the Robustness Limits of Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Model Hemorrhage and the Robustness Limits of Large Language Models\u00a0<\/strong>[119.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u5168\u4f53\u3067\u5f37\u529b\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3059\u304c\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u7528\u306b\u4fee\u6b63\u3055\u308c\u305f\u5834\u5408\u3001\u5927\u5e45\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u4f4e\u4e0b\u3092\u7d4c\u9a13\u3059\u308b\u3002 \u3053\u306e\u73fe\u8c61\u3092\u30e2\u30c7\u30eb\u51fa\u8840(\u30d1\u30e9\u30e1\u30fc\u30bf\u5909\u66f4\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5909\u66f4\u306b\u3088\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u4f4e\u4e0b)\u3068\u5b9a\u7fa9\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.23924v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.23924v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 31 Mar 2025 10:16:03 GMT)<\/li>\n\n\n\n<li>\u300cModel Hemorrhage refers to the phenomenon where large language models (LLMs) and their extended frameworks (e g , multimodal models) experience performance degradation, robustness weakening, or adaptability failure during training, optimization, deployment, or task adaptation\u300d\u3068\u5178\u578b\u7684\u306b\u306f\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u6642\u306e\u91cf\u5b50\u5316\u3067\u751f\u3058\u308b\u6027\u80fd\u52a3\u5316\u306a\u3069\u306b\u95a2\u3059\u308b\u7814\u7a76<\/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":[255],"class_list":["post-6528","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-model-hemorrhage"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6528","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=6528"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6528\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6528"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6528"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6528"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}