{"id":7319,"date":"2025-08-20T05:42:00","date_gmt":"2025-08-19T20:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7319"},"modified":"2025-08-17T22:46:06","modified_gmt":"2025-08-17T13:46:06","slug":"timoe-time-aware-mixture-of-language-experts","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7319","title":{"rendered":"TiMoE: Time-Aware Mixture of Language Experts"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>TiMoE: Time-Aware Mixture of Language Experts\u00a0<\/strong>[30.8]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u901a\u5e38\u3001Web\u306e\u56fa\u5b9a\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306b\u57fa\u3065\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u308b\u3002 \u6211\u3005\u306f,2013-2024\u30b3\u30fc\u30d1\u30b9\u306e2\u5e74\u30b9\u30e9\u30a4\u30b9\u3092\u5206\u5272\u3057,TiMoE\u3067\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067,GPT\u30b9\u30bf\u30a4\u30eb\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30bb\u30c3\u30c8\u3092\u30b9\u30af\u30e9\u30c3\u30c1\u304b\u3089\u4e8b\u524d\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067,\u3053\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3002 \u63a8\u8ad6\u6642\u306bTiMoE\u306f\u3001\u30af\u30a8\u30ea\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u5f8c\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u7d42\u4e86\u3059\u308b\u3059\u3079\u3066\u306e\u5c02\u9580\u5bb6\u3092\u30de\u30b9\u30af\u3057\u3001\u6b8b\u308a\u306e\u30ed\u30b0\u78ba\u7387\u3092\u5171\u6709\u30b9\u30da\u30fc\u30b9\u306b\u30de\u30fc\u30b8\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.08827v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.08827v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 12 Aug 2025 10:36:36 GMT)<\/li>\n\n\n\n<li>\u300cTiMoE demonstrates that partitioning pre-training data into strict time slices and blending the resulting GPT-2 experts through a causal, timestamp-aware router yields language models that stay chronologically grounded without a heavy accuracy penalty. By masking out any expert trained on data newer than the query year, TiMoE eliminates future-knowledge leakage while letting earlier specialists cooperate, cutting temporally inconsistent answers on the new 10 k-question TSQA benchmark by roughly 15%and delivering steadier accuracy across years.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u6642\u9593\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044\u3002time-specific experts\u3092\u6271\u3046\u9762\u767d\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u3068\u306f\u3044\u3048\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u306b\u3069\u3046\u306a\u3093\u3060\u308d\u3046\u3068\u601d\u308f\u306a\u304f\u306f\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/epfml\/TiMoE\">https:\/\/github.com\/epfml\/TiMoE<\/a>\u3068\u306e\u3053\u3068\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":[250,595],"class_list":["post-7319","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mixture-of-experts","tag-595"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7319","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=7319"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7319\/revisions"}],"predecessor-version":[{"id":7320,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7319\/revisions\/7320"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7319"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}