{"id":2545,"date":"2022-11-07T05:26:00","date_gmt":"2022-11-06T20:26:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=2545"},"modified":"2022-11-07T05:26:00","modified_gmt":"2022-11-06T20:26:00","slug":"crosslingual-generalization-through-multitask-finetuning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=2545","title":{"rendered":"Crosslingual Generalization through Multitask Finetuning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Crosslingual Generalization through Multitask Finetuning&nbsp;<\/strong>[80.9]<br>\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u8a98\u5c0e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(MTF)\u306f\u3001\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u8a2d\u5b9a\u3067\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u4e00\u822c\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002 MTF\u3092\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305f\u591a\u8a00\u8a9eBLOOM\u304a\u3088\u3073mT5\u30e2\u30c7\u30eb\u30d5\u30a1\u30df\u30ea\u30fc\u306b\u9069\u7528\u3057\u3001BLOOMZ\u304a\u3088\u3073mT0\u3068\u547c\u3070\u308c\u308b\u5fae\u8abf\u6574\u3055\u308c\u305f\u5909\u7a2e\u3092\u751f\u6210\u3059\u308b\u3002 \u82f1\u8a9e\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7528\u3044\u305f\u82f1\u8a9e\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u591a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574\u306b\u3088\u308a\u3001\u975e\u82f1\u8a9e\u8a00\u8a9e\u3078\u306e\u30bf\u30b9\u30af\u4e00\u822c\u5316\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2211.01786v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2211.01786v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 3 Nov 2022 13:19:32 GMT)<\/li>\n\n\n\n<li>Multitask prompted \ufb01netuning\u306e\u591a\u8a00\u8a9e\u3078\u306e\u9069\u7528\u306b\u3064\u3044\u3066\u8a73\u7d30\u306b\u8abf\u3079\u305f\u8ad6\u6587\u3002\u300cWe conjecture that the models are learning higher-level capabilities that are both task- and languageagnostic.\u300d\u306f\u975e\u5e38\u306b\u8208\u5473\u6df1\u3044\uff08\u3068\u540c\u6642\u306b\u9a5a\u304d\uff09\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/github.com\/bigscience-workshop\/xmtf\">bigscience-workshop\/xmtf: Crosslingual Generalization through Multitask Finetuning (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":[267,567],"class_list":["post-2545","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-multilingual","tag-567"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2545","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=2545"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2545\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}