{"id":3606,"date":"2023-07-27T05:45:00","date_gmt":"2023-07-26T20:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3606"},"modified":"2023-07-27T05:45:00","modified_gmt":"2023-07-26T20:45:00","slug":"do-emergent-abilities-exist-in-quantized-large-language-models-an-empirical-study","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3606","title":{"rendered":"Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study\u00a0<\/strong>[90.3]<br>\u672c\u7814\u7a76\u306e\u76ee\u7684\u306f,LLM\u3092\u5c0f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u533a\u5225\u3059\u308b\u91cd\u8981\u306a\u7279\u5fb4\u3067\u3042\u308b\u73fe\u8c61\u80fd\u529b\u306b\u5bfe\u3059\u308b\u91cf\u5b50\u5316\u306e\u5f71\u97ff\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002 \u5b9f\u9a13\u306b\u3088\u308a\u3001\u3053\u308c\u3089\u306e\u5275\u767a\u80fd\u529b\u306f4\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u30e2\u30c7\u30eb\u306b\u6b8b\u3063\u3066\u304a\u308a\u30012\u30d3\u30c3\u30c8\u30e2\u30c7\u30eb\u306f\u6df1\u523b\u306a\u6027\u80fd\u52a3\u5316\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002 \u4f4e\u30d3\u30c3\u30c8\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u5411\u4e0a\u306e\u305f\u3081\u306b,(1) \u90e8\u54c1(\u307e\u305f\u306f\u30b5\u30d6\u69cb\u9020)\u304c\u91cf\u5b50\u5316\u306b\u654f\u611f\u3067\u3042\u308b\u5834\u5408\u306e\u5fae\u8996\u7684\u5f71\u97ff\u89e3\u6790,(2) \u30e2\u30c7\u30eb\u5fae\u8996\u5316\u306b\u3088\u308b\u6027\u80fd\u88dc\u511f\u306e2\u3064\u306e\u5b9f\u9a13\u3092\u884c\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2307.08072v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2307.08072v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 16 Jul 2023 15:11:01 GMT)<\/li>\n\n\n\n<li>LLM\u306e\u5229\u7528\u3067\u4e00\u306a\u4f4e\u30d3\u30c3\u30c8\u3067\u306e\u91cf\u5b50\u5316\u304c\u6027\u80fd\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u8abf\u3079\u305f\u8ad6\u6587\u30024bit\u307e\u3067\u306f\u5927\u304d\u306a\u52a3\u5316\u306f\u306a\u3044\u304c2bit\u3067\u306f\u6df1\u523b\u306a\u6027\u80fd\u52a3\u5316\u304c\u8d77\u304d\u308b\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/rucaibox\/quantizedempirical\">GitHub &#8211; RUCAIBox\/QuantizedEmpirical<\/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":[223,229],"class_list":["post-3606","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\/3606","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=3606"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3606\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}