{"id":4016,"date":"2023-11-15T05:30:00","date_gmt":"2023-11-14T20:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4016"},"modified":"2023-11-15T05:30:00","modified_gmt":"2023-11-14T20:30:00","slug":"when-do-prompting-and-prefix-tuning-work-a-theory-of-capabilities-and-limitations","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4016","title":{"rendered":"When Do Prompting and Prefix-Tuning Work? A Theory of Capabilities and Limitations"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>When Do Prompting and Prefix-Tuning Work? A Theory of Capabilities and Limitations&nbsp;<\/strong>[105.6]<br>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30e1\u30bd\u30c3\u30c9\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u3054\u304f\u4e00\u90e8\u3067\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u30de\u30c3\u30c1\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u4eba\u6c17\u3092\u96c6\u3081\u3066\u3044\u308b\u3002 \u9023\u7d9a\u57cb\u3081\u8fbc\u307f\u7a7a\u9593\u306f\u96e2\u6563\u30c8\u30fc\u30af\u30f3\u7a7a\u9593\u3088\u308a\u3082\u8868\u73fe\u529b\u304c\u9ad8\u3044\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30bd\u30d5\u30c8\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3068\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u5b8c\u5168\u306a\u5fae\u8abf\u6574\u3088\u308a\u3082\u53b3\u5bc6\u306b\u8868\u73fe\u529b\u306b\u4e4f\u3057\u3044\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.19698v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.19698v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 30 Oct 2023 16:19:34 GMT)<\/li>\n\n\n\n<li>in-context learning, soft prompting, prefix tuning\u3068\u3044\u3063\u305f\u30c6\u30af\u30cb\u30c3\u30af\u306e\u9650\u754c\uff08LLM\u5185\u306e\u30b9\u30ad\u30eb\u306f\u5f15\u304d\u51fa\u305b\u308b\u304c\u65b0\u305f\u306a\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30d1\u30bf\u30fc\u30f3\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\uff09\u3092\u793a\u3057\u305f\u8ad6\u6587\u3001\u300cit appears to be still strictly less expressive than full fine-tuning.\u300d\u3068\u3044\u3046\u306e\u306f\u305d\u3046\u306a\u3093\u3060\u308d\u3046\u3051\u3069\u3001\u5b9f\u7528\u7684\u306b\u306f\u672c\u5f53\u304b\u3068\u601d\u308f\u306a\u304f\u3082\u306a\u3044\u6319\u52d5\u3092\u89b3\u6e2c\u3057\u305f\u308a\u3082\u3059\u308b\u3002LLM\u5185\u306e\u30c7\u30fc\u30bf\u304c\u60f3\u50cf\u4ee5\u4e0a\u306b\u591a\u69d8\u306a\u3093\u3060\u308d\u3046\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u300cThis paper formally showed that fine-tuning techniques working in embedding space, such as soft prompting and prefix-tuning, are strictly more expressive than prompting which operates in the discrete token space.\u300d\u3082\u9762\u767d\u3044\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":[150,223,314],"class_list":["post-4016","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fine-tuning","tag-llm","tag-prompting"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4016","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=4016"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4016\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4016"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4016"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4016"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}