{"id":682,"date":"2021-09-17T05:00:00","date_gmt":"2021-09-16T20:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=682"},"modified":"2021-09-17T05:00:00","modified_gmt":"2021-09-16T20:00:00","slug":"strataself-training-with-task-augmentation-%e3%82%bf%e3%82%b9%e3%82%af%e6%8b%a1%e5%bc%b5%e3%81%ab%e3%82%88%e3%82%8b%e8%87%aa%e5%b7%b1%e5%ad%a6%e7%bf%92","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=682","title":{"rendered":"STraTA(Self-Training with Task Augmentation): \u30bf\u30b9\u30af\u62e1\u5f35\u306b\u3088\u308b\u81ea\u5df1\u5b66\u7fd2"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>STraTA: Self-Training with Task Augmentation for Better Few-shot Learning\u00a0<\/strong>[77.0]<br>\u30bf\u30b9\u30af\u62e1\u5f35\u306b\u3088\u308b\u81ea\u5df1\u5b66\u7fd2\u306e\u305f\u3081\u306eSTraTA\u3092\u63d0\u6848\u3059\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c,STraTA\u306f12\u500b\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002 \u5206\u6790\u306e\u7d50\u679c,\u30bf\u30b9\u30af\u5f37\u5316\u3068\u81ea\u5df1\u5b66\u7fd2\u306f\u76f8\u88dc\u7684\u304b\u3064\u72ec\u7acb\u7684\u306b\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2109.06270v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2109.06270v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 13 Sep 2021 19:14:01 GMT)<ul><li>\u307e\u305a\u306fNatural Language Inference\u00a0\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u5927\u91cf\u306e\u5408\u6210\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\uff08Task augmentation\uff09\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3068\u7591\u4f3c\u7684\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u53cd\u5fa9\u7684\u306b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u30fb\u6539\u5584\u3059\u308b\uff08Self-Training\uff09\u65b9\u91dd\u3002\u5404\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u306fTask Augmentaion\u306b\u3088\u308b\u88dc\u52a9\u30e2\u30c7\u30eb\u304b\u3089\u59cb\u3081\u3001\u5e83\u3044\u5206\u5e03\u306e\u7591\u4f3c\u30e9\u30d9\u30eb\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3068\u306e\u3053\u3068\u3002<ul><li>Task augmentaion\u306e\u30d9\u30fc\u30b9\u306fT5-3B\u3068\u306e\u3053\u3068\u3002<\/li><\/ul><\/li><li>SST-2\u3067\u300c\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u304c\u30af\u30e9\u30b9\u3054\u3068\u306b8\u3064\u306eSTraTA\u300d\u304c67K\u30b5\u30f3\u30d7\u30eb\u306efine tuning\u306b\u5339\u6575\u3068\u306e\u3053\u3068\u3067\u7d20\u6674\u3089\u3057\u3044\u52b9\u679c\u3002Few-shot\u306e\u8a2d\u5b9a\uff08\u524d\u8ff0\u306e\u30af\u30e9\u30b9\u3054\u3068\u306b8\u30b5\u30f3\u30d7\u30eb\uff09\u3060\u3068prompt-base\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3084<a href=\"https:\/\/devneko.jp\/wordpress\/?p=147\">Entailment\u30bf\u30b9\u30af\u306b\u6301\u3061\u8fbc\u3080\u30a2\u30d7\u30ed\u30fc\u30c1<\/a>\u306b\u5bfe\u3057\u3066\u3082\u52dd\u7387\u304c\u9ad8\u3044\u3002<\/li><li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/google-research\/google-research\/tree\/master\/strata\">https:\/\/github.com\/google-research\/google-research\/tree\/master\/strata<\/a>\uff08\u73fe\u72b6\u306f\u307e\u3060\uff14\uff10\uff14\uff09<\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>STraTA: Self-Training with Task Augmentation for Better Few-shot Learning\u00a0[77.0]\u30bf\u30b9\u30af\u62e1\u5f35\u306b\u3088\u308b\u81ea\u5df1\u5b66\u7fd2\u306e\u305f\u3081\u306eSTraTA\u3092\u63d0\u6848\u3059\u308b\u3002 \u5b9f &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=682\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;STraTA(Self-Training with Task Augmentation): \u30bf\u30b9\u30af\u62e1\u5f35\u306b\u3088\u308b\u81ea\u5df1\u5b66\u7fd2&#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":[396,634],"class_list":["post-682","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-task-augmentation","tag-634"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/682","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=682"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/682\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=682"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=682"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=682"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}