{"id":5518,"date":"2024-10-11T02:56:00","date_gmt":"2024-10-10T17:56:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5518"},"modified":"2024-10-11T02:56:00","modified_gmt":"2024-10-10T17:56:00","slug":"a-survey-of-low-bit-large-language-models-basics-systems-and-algorithms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5518","title":{"rendered":"A Survey of Low-bit Large Language Models: Basics, Systems, and Algorithms"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey of Low-bit Large Language Models: Basics, Systems, and Algorithms\u00a0<\/strong>[34.8]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u9032\u6b69\u3092\u9042\u3052\u3066\u3044\u308b\u3002 \u3057\u304b\u3057\u3001\u9ad8\u4fa1\u306a\u30e1\u30e2\u30ea\u3068\u8a08\u7b97\u306e\u8981\u6c42\u306f\u3001\u305d\u306e\u5b9f\u8df5\u7684\u306a\u5c55\u958b\u306b\u91cd\u5927\u306a\u8ab2\u984c\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u3002 \u4f4e\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u306f\u3001\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30d3\u30c3\u30c8\u5e45\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u7de9\u548c\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3057\u3066\u73fe\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.16694v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.16694v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 25 Sep 2024 07:38:02 GMT)<\/li>\n\n\n\n<li><a href=\"https:\/\/devneko.jp\/wordpress\/?p=5500\">A Comprehensive Evaluation of Quantized Instruction-Tuned Large Language Models: An Experimental Analysis up to 405B \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb (devneko.jp)<\/a>\u3000\u306b\u3082\u95a2\u9023\u3059\u308b\u4f4e\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\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":[223,229],"class_list":["post-5518","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-low-bit-quantization"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5518","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=5518"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5518\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5518"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5518"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5518"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}