{"id":3349,"date":"2023-05-24T04:35:00","date_gmt":"2023-05-23T19:35:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3349"},"modified":"2023-05-24T04:35:00","modified_gmt":"2023-05-23T19:35:00","slug":"what-in-context-learning-learns-in-context-disentangling-task-recognition-and-task-learning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3349","title":{"rendered":"What In-Context Learning &#8220;Learns&#8221; In-Context: Disentangling Task Recognition and Task Learning\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>What In-Context Learning &#8220;Learns&#8221; In-Context: Disentangling Task Recognition and Task Learning\u00a0<\/strong>[24.4]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30c7\u30e2\u3067\u30bf\u30b9\u30af\u3092\u89e3\u304f\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5185\u5b66\u7fd2(ICL)\u3092\u5229\u7528\u3059\u308b\u3002 ICL\u304c\u30c7\u30e2\u3092\u5229\u7528\u3059\u308b2\u3064\u306e\u65b9\u6cd5\u306e\u7279\u5fb4\u4ed8\u3051\u3092\u884c\u3046\u3002 TR\u306e\u307f\u3092\u7528\u3044\u3066\u975e\u81ea\u660e\u306a\u6027\u80fd\u3092\u9054\u6210\u3067\u304d\u3001TR\u306f\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3084\u3088\u308a\u591a\u304f\u306e\u30c7\u30e2\u3067\u3055\u3089\u306b\u6539\u5584\u3055\u308c\u306a\u3044\u3053\u3068TL\u306e\u6027\u80fd\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u304a\u3051\u308b\u3088\u308a\u591a\u304f\u306e\u30c7\u30e2\u3067\u4e00\u8cab\u3057\u3066\u6539\u5584\u3055\u308c\u308b\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2305.09731v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2305.09731v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 16 May 2023 18:05:19 GMT)<\/li>\n\n\n\n<li>in context learning\u3092task recognition (TR)\u3001\u00a0task learning (TL)\u306b\u5206\u3051\u3066\u691c\u8a3c\u3057\u305f\u8ad6\u6587\u3002\u00a0\u30bf\u30b9\u30af\u3092\u77e5\u308b\u52d5\u304d\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5185\u30c7\u30e2\u3067\u306e\u5b66\u7fd2\u306f\u5225\u7269\u3068\u3057\u3066\u6271\u3048\u305d\u3046\u3068\u3044\u3046\u7d50\u679c\u3067\u5927\u5909\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/princeton-nlp\/WhatICLLearns\">GitHub &#8211; princeton-nlp\/WhatICLLearns: https:\/\/arxiv.org\/abs\/2305.09731<\/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":[200],"class_list":["post-3349","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3349","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=3349"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3349\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3349"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3349"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3349"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}