{"id":7711,"date":"2025-11-10T04:30:00","date_gmt":"2025-11-09T19:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7711"},"modified":"2025-11-02T11:31:36","modified_gmt":"2025-11-02T02:31:36","slug":"a-survey-on-efficient-large-language-model-training-from-data-centric-perspectives","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7711","title":{"rendered":"A Survey on Efficient Large Language Model Training: From Data-centric Perspectives"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey on Efficient Large Language Model Training: From Data-centric Perspectives\u00a0<\/strong>[42.9]<br>\u672c\u7a3f\u3067\u306f,\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e\u89b3\u70b9\u304b\u3089\u5b66\u7fd2\u5f8c\u306e\u30c7\u30fc\u30bf\u52b9\u7387\u306e\u9ad8\u3044\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u6700\u521d\u306e\u4f53\u7cfb\u7684\u306a\u8abf\u67fb\u3092\u793a\u3059\u3002 \u672c\u7a3f\u3067\u306f,\u30c7\u30fc\u30bf\u9078\u629e,\u30c7\u30fc\u30bf\u54c1\u8cea\u5411\u4e0a,\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210,\u30c7\u30fc\u30bf\u84b8\u7559\u30fb\u5727\u7e2e,\u81ea\u5df1\u9032\u5316\u578b\u30c7\u30fc\u30bf\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u5bfe\u8c61\u3068\u3059\u308b,\u30c7\u30fc\u30bf\u52b9\u7387\u306e\u9ad8\u3044LCM\u30dd\u30b9\u30c8\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u306e\u5206\u985e\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 \u6211\u3005\u306e\u7814\u7a76\u304c\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u5229\u7528\u306e\u53ef\u80fd\u6027\u306e\u6700\u5927\u5316\u306b\u3001\u3055\u3089\u306a\u308b\u63a2\u7a76\u3092\u4fc3\u3059\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.25817v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.25817v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 29 Oct 2025 17:01:55 GMT)<\/li>\n\n\n\n<li>\u300cWe propose a taxonomy of data-efficient LLM post-training methods, covering data selection, data quality enhancement, synthetic data generation, data distillation and compression, and self-evolving data ecosystems. We summarize representative approaches in each category and outline future research directions.\u300d\u3068\u3044\u3046\u30b5\u30fc\u30d9\u30a4\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/luo-junyu\/Awesome-Data-Efficient-LLM\">GitHub &#8211; luo-junyu\/Awesome-Data-Efficient-LLM: A list of data-efficient and data-centric LLM (Large Language Model) papers. Our Survey Paper: Towards Efficient LLM Post Training: A Data-centric Perspective<\/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":[223,387,551],"class_list":["post-7711","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-survey","tag-551"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7711","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=7711"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7711\/revisions"}],"predecessor-version":[{"id":7712,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7711\/revisions\/7712"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7711"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7711"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7711"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}