{"id":4391,"date":"2024-02-14T05:30:00","date_gmt":"2024-02-13T20:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4391"},"modified":"2024-02-14T05:30:00","modified_gmt":"2024-02-13T20:30:00","slug":"time-llm","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4391","title":{"rendered":"Time-LLM"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Time-LLM: Time Series Forecasting by Reprogramming Large Language Models\u00a0<\/strong>[110.2]<br>\u6642\u7cfb\u5217\u4e88\u6e2c\u306f\u591a\u304f\u306e\u5b9f\u4e16\u754c\u306e\u529b\u5b66\u7cfb\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u610f\u5473\u3092\u6301\u3064\u3002 \u6642\u7cfb\u5217\u4e88\u6e2c\u306e\u305f\u3081\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u518d\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u518d\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bTime-LLM\u3092\u63d0\u6848\u3059\u308b\u3002 Time-LLM\u306f\u3001\u6700\u5148\u7aef\u306e\u7279\u6b8a\u306a\u4e88\u6e2c\u30e2\u30c7\u30eb\u3088\u308a\u3082\u512a\u308c\u305f\u3001\u5f37\u529b\u306a\u6642\u7cfb\u5217\u5b66\u7fd2\u8005\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.01728v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.01728v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 29 Jan 2024 06:27:53 GMT)<\/li>\n\n\n\n<li>\u6642\u7cfb\u5217\u4e88\u6e2c\u306bLLM\u3092\u6d3b\u7528\u3057\u3066\u3044\u3053\u3046\u3068\u3044\u3046\u5831\u544a\u3002\u300cTIME-LLM shows promise in adapting frozen large language models for time series forecasting by reprogramming time series data into text prototypes more natural for LLMs and providing natural language guidance via Prompt-as-Prefix to augment reasoning.\u300d\u3068\u306e\u3053\u3068\u3060\u304c\u3001\u306a\u3093\u3067\u3053\u3093\u306a\u3053\u3068\u304c\u3067\u304d\u308b\u3093\u3060\u308d\u3046\u3002\u3002\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/KimMeen\/Time-LLM\">KimMeen\/Time-LLM: [ICLR 2024] Official implementation of &#8220;Time-LLM: Time Series Forecasting by Reprogramming Large Language Models&#8221; (github.com)<\/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":[223,595],"class_list":["post-4391","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-595"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4391","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=4391"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4391\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4391"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4391"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}