{"id":3366,"date":"2023-05-29T05:31:00","date_gmt":"2023-05-28T20:31:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3366"},"modified":"2023-05-29T05:31:00","modified_gmt":"2023-05-28T20:31:00","slug":"the-false-promise-of-imitating-proprietary-llms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3366","title":{"rendered":"The False Promise of Imitating Proprietary LLMs"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The False Promise of Imitating Proprietary LLMs&nbsp;<\/strong>[158.7]<br>\u3088\u308a\u5f31\u3044\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5b89\u4fa1\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u65b9\u6cd5\u306f\u3001\u3088\u308a\u5f37\u529b\u306a\u30e2\u30c7\u30eb\u304b\u3089\u306e\u51fa\u529b\u306b\u5bfe\u3057\u3066\u305d\u308c\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002 \u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3088\u308a\u5f31\u3044\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u3092\u5b89\u4fa1\u306b\u6a21\u5023\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u308b\u3002 \u307e\u305a\u3001\u69d8\u3005\u306a\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u7528\u3044\u3066ChatGPT\u3092\u6a21\u5023\u3059\u308b\u4e00\u9023\u306eLM\u3092\u5fae\u8abf\u6574\u3059\u308b\u3002 \u6b21\u306b\u3001\u7fa4\u8846\u30ec\u30fc\u30c0\u3068\u6a19\u6e96NLP\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2305.15717v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2305.15717v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 25 May 2023 05:00:12 GMT)<\/li>\n\n\n\n<li>\u69d8\u3005\u306a\u6240\u3067\u30c8\u30e9\u30a4\u3055\u308c\u3066\u3044\u308b\u300c\u5f37\u529b\u306aLLM\u304b\u3089\u306e\u51fa\u529b\u3092\u4f7f\u3063\u3066\u3001\u305d\u3046\u3067\u3082\u306a\u3044LLM\u3092fine tune\u300d\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u691c\u8a3c\u3057\u305f\u8ad6\u6587\u3002\u6307\u793a\u306b\u826f\u304f\u5f93\u3046\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u672c\u8cea\u7684\u306a\u6027\u80fd\u5dee\u3092\u57cb\u3081\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3068\u306e\u6307\u6458\u3002<\/li>\n\n\n\n<li>\u300cWe showed that imitation can indeed improve the style, persona, and instruction adherence of open-source LMs.\u3000However, imitation falls short in improving LMs across more challenging axes such as factuality, coding, and problem solving.\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u5fdc\u7b54\u90e8\u5206\u306e\u6a21\u5023\u304c\u3046\u307e\u304f\u3044\u304f\u304b\u3089\u3068\u8a00\u3063\u3066\u554f\u984c\u3092\u89e3\u304f\u80fd\u529b\u304c\u5897\u52a0\u3057\u3066\u8a00\u3048\u308b\u308f\u3051\u3067\u306a\u3044\u3001\u3068\u3044\u3046\u5f53\u305f\u308a\u524d\u3068\u8a00\u3048\u3070\u5f53\u305f\u308a\u524d\u306e\u6307\u6458\u3002\u3002<\/li>\n<\/ul>\n\n\n\n<p>OSS\u306aLLM\u3060\u3068LLaMA\u3092outperform\u3057\u305f\u3068\u3044\u3046FALCON-40B\u3001<a href=\"https:\/\/huggingface.co\/tiiuae\/falcon-40b\">tiiuae\/falcon-40b \u00b7 Hugging Face<\/a>\u306b\u671f\u5f85\u5927\u3001<a href=\"https:\/\/huggingface.co\/spaces\/HuggingFaceH4\/open_llm_leaderboard\">Open LLM Leaderboard &#8211; a Hugging Face Space by HuggingFaceH4<\/a>\u3067\u73fe\u5728\u306e\u3068\u3053\u308d\u30c8\u30c3\u30d7\u306e\u6027\u80fd\u3002\u5546\u7528\u5229\u7528\u6642\u306b\u306f\u30e9\u30a4\u30bb\u30f3\u30b9\u5229\u7528\u6599\u304c\u5fc5\u8981\u3068\u306e\u3053\u3068\u3067\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u306f\u3088\u304f\u8aad\u3093\u3067\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>OSS\u306aLLM\u3060\u3068LLaMA\u3092outperform\u3057\u305f\u3068\u3044\u3046FALCON-40B\u3001tiiuae\/falcon-40b \u00b7 Hugging Face\u306b\u671f\u5f85\u5927\u3001Open LLM Leaderboard &#8211; a H &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=3366\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;The False Promise of Imitating Proprietary LLMs&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[150,223],"class_list":["post-3366","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fine-tuning","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3366","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=3366"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3366\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3366"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3366"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3366"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}