{"id":5500,"date":"2024-09-25T06:19:00","date_gmt":"2024-09-24T21:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5500"},"modified":"2024-09-25T06:19:00","modified_gmt":"2024-09-24T21:19:00","slug":"a-comprehensive-evaluation-of-quantized-instruction-tuned-large-language-models-an-experimental-analysis-up-to-405b","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5500","title":{"rendered":"A Comprehensive Evaluation of Quantized Instruction-Tuned Large Language Models: An Experimental Analysis up to 405B"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Comprehensive Evaluation of Quantized Instruction-Tuned Large Language Models: An Experimental Analysis up to 405B\u00a0<\/strong>[11.8]<br>\u672c\u7a3f\u3067\u306f\u30017B\u304b\u3089405B\u306e\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u547d\u4ee4\u8abf\u6574\u578bLLM\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u3002 \u6211\u3005\u306f6\u3064\u306e\u30bf\u30b9\u30af\u30bf\u30a4\u30d7(\u5e38\u8b58Q&amp;A\u3001\u77e5\u8b58\u3068\u8a00\u8a9e\u7406\u89e3\u3001\u6307\u793a\u8ffd\u5f93\u3001\u5e7b\u899a\u691c\u51fa\u3001\u6570\u5b66\u3001\u5bfe\u8a71)\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.11055v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.11055v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 17 Sep 2024 10:31:37 GMT)<\/li>\n\n\n\n<li>\u91cf\u5b50\u5316\u306e\u5f71\u97ff\u3092\u5206\u6790\u3057\u305f\u8ad6\u6587\u3001\u300cWe found that quantized LLMs generally outperformed smaller models in most tasks, except for hallucination detection and instruction-following.\u300d\u3068\u7d50\u8ad6\u3002\u5f8c\u534a\u306f\u3061\u3087\u3063\u3068\u9a5a\u304d\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-5500","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\/5500","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=5500"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5500\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5500"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5500"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5500"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}