{"id":498,"date":"2021-02-14T17:00:00","date_gmt":"2021-02-14T08:00:00","guid":{"rendered":"https:\/\/staka.jp\/wordpress\/?p=498"},"modified":"2021-02-14T17:00:00","modified_gmt":"2021-02-14T08:00:00","slug":"arxiv%e8%ab%96%e6%96%87%e3%81%ae%e7%bf%bb%e8%a8%b3%e3%82%b5%e3%82%a4%e3%83%88","status":"publish","type":"post","link":"https:\/\/staka.jp\/wordpress\/?p=498","title":{"rendered":"Arxiv\u8ad6\u6587\u306e\u7ffb\u8a33\u30b5\u30a4\u30c8"},"content":{"rendered":"\n<p>\u524d\u56de\u516c\u958b\u3057\u305f\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001<a href=\"https:\/\/arxiv.org\/\">arXiv<\/a>\u306b\u6295\u7a3f\u3055\u308c\u305f\u4eba\u5de5\u77e5\u80fd\u95a2\u9023\u306e\u8ad6\u6587\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\uff08\u30bf\u30a4\u30c8\u30eb\u30fb\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\uff09\u3068Creative Commons\u30e9\u30a4\u30bb\u30f3\u30b9\uff08CC 0, CC BY, CC BY SA\uff09\u306e\u672c\u6587\u3092\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3059\u308b\u30b5\u30a4\u30c8\u3092\u4f5c\u6210\u3057\u305f\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/fugumt.com\/fugumt\/paper\/index.html\">Fugu-MT: arxiv\u306e\u8ad6\u6587\u7ffb\u8a33<\/a><\/p>\n\n\n\n<p>\u30c8\u30c3\u30d7\u30da\u30fc\u30b8\u3067\u306f\u6295\u7a3f\u65e5\u5225\u306b\u6700\u65b03\u65e5\u306e\u8981\u7d04\u3092\u8868\u793a\u3057\u3066\u3044\u308b\u3002\u30e1\u30bf\u30c7\u30fc\u30bf\u30fb\u672c\u6587\u306e\u7ffb\u8a33\u306f<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/archive\/index.html\">\u65e5\u4ed8\u5225\u306e\u53c2\u7167<\/a>\u304b\u3089\u78ba\u8a8d\u3067\u304d\u308b\u3002\u5168\u6587\u7ffb\u8a33\u304c\u3042\u308b\u5834\u5408\u306f\u305d\u306e\u30ea\u30f3\u30af\u3092\u8cbc\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\u3092\u8981\u7d04\u30fb\u7ffb\u8a33\u3057\u3066\u4e00\u89a7\u5316\u3082\u884c\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/fugumt.com\/fugumt\/paper\/summary\/index.html\">Fugu-MT: arxiv\u306e\u8ad6\u6587\u7ffb\u8a33(\u6982\u8981)<\/a><\/p>\n\n\n\n<p>\u30b9\u30de\u30db\u306a\u3069\u3067\u6700\u65b0\u306e\u8ad6\u6587\u3092\u3056\u3063\u304f\u308a\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306f\u4fbf\u5229\u3060\u3068\u601d\u3046\u3002arXiv\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306fCC 0\u306a\u306e\u3067\u8981\u7d04\u3084\u7ffb\u8a33\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6280\u8853\u7684\u306a\u8a71<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b5\u30a4\u30c8\u306e\u69cb\u6210<\/h4>\n\n\n\n<p>\u3053\u306e\u30b5\u30a4\u30c8\u306farXiv\u306eAPI\u3092\u7528\u3044\u3066\u4eba\u5de5\u77e5\u80fd\u5206\u91ce\u306e\u6700\u65b0\u8ad6\u6587\u3092\u53d6\u5f97\u3001<a href=\"https:\/\/github.com\/s-taka\/fugumt\">Fugu Machine Transrator<\/a>\u3092\u7528\u3044\u3066\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3057\u3066\u3044\u308b\u3002PDF\u672c\u6587\u3092\u7ffb\u8a33\u3059\u308b\u30a8\u30f3\u30b8\u30f3\u306f\u30ea\u30f3\u30af\u5148\u306egithub\u306b\u3042\u308b\u3082\u306e\u3092\u82e5\u5e72\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u4f7f\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u9759\u7684\u306aWEB\u30b5\u30a4\u30c8\u3067\u69cb\u6210\u3059\u308b\u305f\u3081[1]\u306b\u3001\u7ffb\u8a33\u7d50\u679c\u306a\u3069\u306f\u57fa\u672c\u7684\u306bHTML\u5316\u3057\u3066\u4fdd\u5b58\u3057\u3066\u3044\u308b\u3002PDF\u60c5\u5831\u3082BASE64\u3067\u57cb\u3081\u8fbc\u3093\u3067\u3044\u3066\u3001HTML\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308c\u3070\u3069\u306e\u74b0\u5883\u3067\u3082\u7ffb\u8a33\u6587\u306e\u95b2\u89a7\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>CSS\u3084JS\u306fCDN\u7d4c\u7531\u3068\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u300cwget\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u300d\u300c\u30d6\u30e9\u30a6\u30b6\u3067\u30ea\u30f3\u30af\u5148\u3092\u540d\u524d\u3092\u4ed8\u3051\u3066\u4fdd\u5b58\u300d\u306a\u3069CSS\u3084JS\u3092\u30ed\u30fc\u30ab\u30eb\u306b\u4fdd\u5b58\u3059\u308b\u52d5\u304d\u3092\u3057\u306a\u3044\u65b9\u304c\u3046\u307e\u304f\u52d5\u304f[2]\u3002<\/p>\n\n\n\n<p>2\u9031\u9593\u7a0b\u5ea6\u52d5\u304b\u3057\u3066\u307f\u3066Arxiv\u306b\u6295\u7a3f\u3055\u308c\u305f\u8ad6\u6587\u3092\u30e9\u30a4\u30bb\u30f3\u30b9\u5225\u306b\u96c6\u8a08\u3059\u308b\u3068\u5927\u4f531\/3\u304f\u3089\u3044\u306f\u5168\u6587\u7ffb\u8a33\u53ef\u80fd\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u3068\u306a\u3063\u3066\u3044\u305f\u3002\u6700\u8fd1Open\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u8ad6\u6587\u304c\u5897\u3048\u3066\u3044\u308b\u5370\u8c61\u3067\u975e\u5e38\u306b\u3042\u308a\u304c\u305f\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/creativecommons.org\/publicdomain\/zero\/1.0\/\">CC0 1.0<\/a>\uff1a27\u4ef6<\/li><li><a href=\"http:\/\/creativecommons.org\/licenses\/by\/4.0\/\">CC BY 4.0<\/a>\uff1a557\u4ef6<\/li><li><a href=\"http:\/\/creativecommons.org\/licenses\/by-sa\/4.0\/\">CC BY-SA 4.0<\/a>\uff1a48\u4ef6<\/li><li><a href=\"http:\/\/creativecommons.org\/licenses\/by-nc-sa\/4.0\/\">CC BY-NC-SA 4.0<\/a>\uff1a81\u4ef6<\/li><li><a href=\"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/\">CC BY-NC-ND 4.0<\/a>\uff1a111\u4ef6<\/li><li><a href=\"http:\/\/arxiv.org\/licenses\/nonexclusive-distrib\/1.0\/\">arXiv.org &#8211; Non-exclusive license to distribute<\/a>\uff1a1015\u4ef6<\/li><\/ul>\n\n\n\n<p>\u4f5c\u6210\u3057\u305f\u30b5\u30a4\u30c8\u3067\u306f30\u30da\u30fc\u30b8\u3092\u8d85\u3048\u308b\u8ad6\u6587\u306f\u7ffb\u8a33\u5bfe\u8c61\u5916\u3068\u3057\u3066\u3044\u308b[1]\u300230\u30da\u30fc\u30b8\u3092\u8d85\u3048\u308b\u8ad6\u6587\u306e\u548c\u8a33\u304c\u6b32\u3057\u3044\u30fbArxiv\u4ee5\u5916\u306e\u30b5\u30a4\u30c8\u3067\u7ffb\u8a33\u53ef\u80fd\u306a\u8ad6\u6587\u306e\u548c\u8a33\u304c\u6b32\u3057\u3044\u306a\u3069\u306e\u5834\u5408\u306f<a href=\"https:\/\/github.com\/s-taka\/fugumt\">Fugu Machine Transrator<\/a>\u3067\u3053\u306e\u30b5\u30a4\u30c8\u3068\u540c\u3058\u3088\u3046\u306a\u3053\u3068\u304c\u3067\u304d\u308b\uff08\u82e5\u5e72\u4e0d\u5177\u5408\u304c\u3042\u308b\u306e\u3067\u3001\u4eca\u6708\u4e2d\u306b\u306f\u4fee\u6b63\u4e88\u5b9a\uff09\u3002<\/p>\n\n\n\n<p>arXiv\u3078\u306e\u30a2\u30af\u30bb\u30b9\u306f\u304b\u306a\u308a\u3086\u3063\u304f\u308a\u3084\u3063\u3066\u3044\u3066\u3001API Limit\u3084robots.txt\u3067\u6c7a\u3081\u3089\u308c\u305f\u5f85\u6a5f\u6642\u9593\u3088\u308a2\u500d\u4ee5\u4e0a\u9577\u3081\u306ewait\u3092\u5165\u308c\u3066\u3044\u308b\u306e\u3067\u66f4\u65b0\u306f\u9045\u3081\u304b\u3082\u3057\u308c\u306a\u3044[3]\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8981\u7d04\u51e6\u7406<\/h4>\n\n\n\n<p>\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\u306e\u8981\u7d04\u306b\u306f<a href=\"https:\/\/huggingface.co\/transformers\/model_doc\/pegasus.html\">PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization<\/a>\uff08<a href=\"https:\/\/arxiv.org\/abs\/1912.08777\">\u8ad6\u6587<\/a>\uff09\u3092\u7528\u3044\u3066\u3044\u308b\u3002PEGASUS\u306fAbstractive Text Summarization\u30bf\u30b9\u30af\u3067\u512a\u79c0\u306a\u30e2\u30c7\u30eb\uff08<a href=\"https:\/\/paperswithcode.com\/sota\/abstractive-text-summarization-on-cnn-daily\">CNN \/ Daily Mail\u3067Papers with Code 3\u4f4d<\/a>[4]\uff09\u3068\u3057\u3066\u77e5\u3089\u308c\u3066\u3044\u308b\u3002\u8ad6\u6587\u306e\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\u3092\u3055\u3089\u306b\u8981\u7d04\u3059\u308b\u306b\u306fExtractive\u306a\u624b\u6cd5\u3067\u306f\u30a4\u30de\u30a4\u30c1\u3067\u3042\u308a\u3001Abstractive\u306a\u8981\u7d04\u624b\u6cd5\u3092\u63a1\u7528\u3057\u305f\u3002\u7d50\u679c\u3001\u307e\u305a\u307e\u305a\u826f\u3044\u611f\u3058\u306b\u8981\u7d04\u3067\u304d\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6240\u611f\u306a\u3069<\/h3>\n\n\n\n<p>arXiv\u306e\u65e5\u672c\u8a9e\u7ffb\u8a33\u3092\u884c\u3063\u3066\u3044\u308b\u30b5\u30a4\u30c8\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u3001\u307e\u305f\u3001<a href=\"https:\/\/www.arxiv-vanity.com\/\">arXiv Vanity<\/a>&nbsp;\u3092\u4f7f\u3063\u3066\u30d6\u30e9\u30a6\u30b6\u306e\u7ffb\u8a33\u6a5f\u80fd\u7d4c\u7531\u3067\u65e5\u672c\u8a9e\u7ffb\u8a33\u3092\u884c\u3046\u3053\u3068\u3092\u7d39\u4ecb\u3057\u3066\u3044\u308b\u3082\u306e\u3082\u3042\u3063\u305f\u3002arXiv Vanity\u306fPDF\u3067\u306f\u306a\u304f\u305d\u306e\u30bd\u30fc\u30b9\u3067\u3042\u308bTeX\u3092\u30d9\u30fc\u30b9\u306bHTML\u5316\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u54c1\u8cea\u304c\u9ad8\u3044[5]\u3002\u6b63\u76f4\u3001\u5b9f\u7528\u7684\u306b\u306f\u3053\u306e\u3088\u3046\u306a\u65b9\u6cd5\u3067\u5341\u5206\u3060\u3068\u601d\u3046\u304c\u3001\u81ea\u4f5c\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u8a55\u4fa1\u306e\u610f\u5473\u3092\u8fbc\u3081\u3066\u30b5\u30a4\u30c8\u3092\u4f5c\u6210\u3057\u3066\u307f\u305f\u3002<\/p>\n\n\n\n<p>\u7d50\u679c\u3001\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\u306b\u3064\u3044\u3066\u306f\u5927\u624b\u7ffb\u8a33\u30b5\u30a4\u30c8\u3068\u6bd4\u3079\u3066\u3082\u5341\u5206\u306b\u6bd4\u8f03\u53ef\u80fd\u306a\u30ec\u30d9\u30eb\u3067\u7ffb\u8a33\u304c\u3067\u304d\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u3046[6]\u3002\u8ad6\u6587\u672c\u4f53\u306fPDF\u306e\u30c6\u30ad\u30b9\u30c8\u5316\u3001\u82f1\u8a9e\u6587\u306esentence tokenize\u306b\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u308b\u305f\u3081\u305d\u3053\u307e\u3067\u9ad8\u7cbe\u5ea6\u3067\u306f\u306a\u3044\u304c\u300c\u6d41\u3057\u8aad\u307f\u306b\u4fbf\u5229\u300d\u7a0b\u5ea6\u306e\u30ec\u30d9\u30eb\u306b\u306f\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>Abstractive\u306a\u8981\u7d04\u3044\u308f\u3086\u308b\u62bd\u8c61\u578b\u3068\u547c\u3070\u308c\u308b\u8981\u7d04\u624b\u6cd5\u306fExtractive\u306a\u8981\u7d04\uff08\u62bd\u51fa\u578b\u8981\u7d04\uff09\u306b\u6bd4\u3079\u3066\u5b89\u5b9a\u3057\u305f\u6027\u80fd\u3092\u51fa\u3057\u306b\u304f\u3044\u3053\u3068\u304c\u591a\u3044\u304c\u3001\u4eca\u56de\u306f\u7ffb\u8a33\u3092\u901a\u3057\u3066\u3082\u6587\u306e\u7834\u7dbb\u304c\u5c11\u306a\u304f\u307e\u305a\u307e\u305a\u306e\u6027\u80fd\u304c\u51fa\u305b\u3066\u3044\u308b\u3002\uff08\u8981\u7d04\u90e8\u5206\u3082\u7ffb\u8a33\u90e8\u5206\u3082\u610f\u8a33\u306b\u8fd1\u3044\u52d5\u304d\u3092\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5185\u5bb9\u304c\u5909\u308f\u308b\u3053\u3068\u3082\u5c11\u306a\u304b\u3089\u305a\u3042\u308b\u304c\u30fb\u30fb\u30fb[7]\uff09<\/p>\n\n\n\n<p>\u524d\u56deTODO\u306b\u6319\u3052\u3066\u3044\u305f\u4e8b\u3092\u7121\u8996\u3057\u3066arXiv\u306e\u7ffb\u8a33\u30b5\u30a4\u30c8\u3092\u4f5c\u3063\u3066\u3057\u307e\u3063\u305f\u304c\u3001\u826f\u3044\u7d4c\u9a13\u306b\u306f\u306a\u3063\u305f[8]\u3002\u82f1\u8a9e\u306eNLP\u3067\u3067\u304d\u308b\u4e8b\u306f\u975e\u5e38\u306b\u591a\u3044\u306e\u3067FuguMT\u3092\u4fbf\u5229\u306b\u4f7f\u3063\u3066\u3082\u3089\u3048\u305f\u3089\u5b09\u3057\u3044[9]\u3002<\/p>\n\n\n\n<p>\u4e00\u5fdc\u30011400\u4e07\u5bfe\u8a33\u30da\u30a2\u3067\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u30011400\u4e07\u5bfe\u8a33\u21921000\u4e07\u5bfe\u8a33\u30da\u30a2\u3078\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff08\u9ad8\u54c1\u8cea\u5316\uff09\u306a\u3093\u304b\u3082\u3084\u3063\u3066\u306f\u3044\u308b\u306e\u3067\u3001\u307c\u3061\u307c\u3061\u7ffb\u8a33\u30a8\u30f3\u30b8\u30f3\u306e\u5f37\u5316\u3082\u518d\u59cb\u52d5\u3057\u305f\u3044\u3068\u601d\u3046\u6700\u8fd1\u3002NLP\u5468\u308a\u306e\u82f1\u8a9e\u3067\u306e\u6210\u679c\u3092\u4f7f\u3046\u305f\u3081\u306b\u306fEN\u2192JA\u3060\u3051\u3067\u306a\u304fJA\u2192EN\u3082\u5fc5\u8981\u306a\u306e\u3067\u305d\u306e\u30e2\u30c7\u30eb\u3082\u4f5c\u308d\u3046\u304b\u306a\u30fc\u3068\u3082\u601d\u3063\u3066\u3044\u308b[10]\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u811a\u6ce8<\/h3>\n\n\n\n<p>[1] VPS\u306e\u30b9\u30da\u30c3\u30af\u306b\u3088\u308b\u3082\u306e\u30fb\u30fb\u30fb\u3002<br \/>[2] \u30d6\u30e9\u30a6\u30b6\u304cJS\u3084CSS\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30ea\u30f3\u30af\u3092\u66f8\u304d\u63db\u3048\u308b\u3068\u3046\u307e\u304f\u52d5\u4f5c\u3057\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3002<br \/>[3] API\u306e\u30c7\u30fc\u30bf\u306f\u65e5\u672c\u6642\u9593\u5348\u524d8\u6642\u9803\u306b\u66f4\u65b0\u3055\u308c\u308b\u304c\u30a2\u30af\u30bb\u30b9\u904e\u591a\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3002\u30a2\u30af\u30bb\u30b9\u904e\u591a\u306e\u6642\u306ewait\u3082\u304b\u306a\u308a\u9577\u3081\u306b\u3068\u3063\u3066\u3044\u308b\u306e\u3067\u65b0\u898f\u8ad6\u6587\u30ea\u30b9\u30c8\u3092\u53d6\u5f97\uff06\u8ad6\u6587\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u5b8c\u4e86\u3059\u308b\u306e\u306f\u65e5\u672c\u6642\u959311\u6642\u9803\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u601d\u3046\u3002\uff08\u5927\u4f53\u3001\u6b21\u306e\u65e5\u306b\u306f\u548c\u8a33\u3067\u304d\u3066\u308b\u3001\u304f\u3089\u3044\u306e\u30a4\u30e1\u30fc\u30b8\uff09<br \/>[4] 2021\/2\/14\u73fe\u5728\u3002\u30ea\u30f3\u30af\u5148\u306b\u306fExtractive\u306a\u8981\u7d04\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u3001PwC\u306eLeader board\u306b\u8f09\u3063\u3066\u3044\u306a\u3044\u7d50\u679c\u3082\u3042\u308b\u3001\u306a\u3069\u306e\u7406\u7531\u3067\u5b9f\u969b\u306e\u9806\u4f4d\u306f\u4e0d\u660e\u3002\u3068\u306f\u3044\u3048\u3001SOTA\u3068\u6bd4\u3079\u3066\u5927\u5e45\u306b\u6027\u80fd\u304c\u4f4e\u3044\u308f\u3051\u3067\u306f\u306a\u3044\u3002\uff08\u6b63\u89e3\u304c\u6b63\u89e3\u304b\u602a\u3057\u3044\u4e16\u754c\u3067ROUGE\u3068\u3044\u3046\u5fae\u5999\u306a\u6307\u6a19\u3092\u7528\u3044\u3066\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3057\u305f\u7d50\u679c\u3088\u308a\u3082\u3001\u8981\u7d04\u3057\u305f\u3044\u30c9\u30e1\u30a4\u30f3\u3067\u306e\u76ee\u691c\u8a3c\u306e\u65b9\u304c\u91cd\u8981\u30fb\u30fb\u30fb\u3002\u672c\u4ef6\u3067\u3082\u5b9f\u306f\u69d8\u3005\u306a\u624b\u6cd5\u3092\u8a66\u3057\u3066\u3044\u308b\u3002\uff09<br \/>[5] Robots.txt\u7684\u306bTeX\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u5f97\u306fDisallow\u306a\u6c17\u3082\u3057\u3064\u3064\u3001\u3069\u3046\u5b9f\u88c5\u3057\u3066\u3044\u308b\u304b\u306f\u8b0e\u3002<br \/>[6] \u8ad6\u6587\u30c9\u30e1\u30a4\u30f3\u3067\u306efine tuning\u7121\u3057\u306e\u7d20\u306e\u7d50\u679c\u306a\u306e\u3067\u7d50\u69cb\u512a\u79c0\u3067\u306f\u306a\u304b\u308d\u3046\u304b\u3068\u81ea\u753b\u81ea\u8cdb\u3002\u305f\u3060\u3001\u8a9e\u5f59\u306e\u70b9\u3067\u8ca0\u3051\u3066\u3044\u308b\u611f\u306f\u3042\u308b\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff06\uff08\u3084\u3084\u53cd\u5247\u3060\u304c\uff09\u8ad6\u6587\u30c9\u30e1\u30a4\u30f3\u3067\u306efine tuning\u3092\u884c\u3048\u3070\u5927\u624b\u7ffb\u8a33\u30b5\u30a4\u30c8\u306e\u6027\u80fd\u3092\u8d8a\u3048\u3089\u308c\u308b\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u601d\u308f\u306a\u304f\u306f\u306a\u3044\u3002\uff08\u304cAWS\u8cbb\u7528\u304c\u3064\u3089\u3044\uff09<br \/>[7] \u8981\u7d04\u6587\u304c\u7834\u7dbb\u3057\u3066\u3044\u3066\u3082\u7ffb\u8a33\u5074\u3067\u6551\u3063\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u3063\u305f\u3002\u8981\u7d04\u7d50\u679c\u304c\u3042\u307e\u308a\u306b\u5909\u306a\u6587\u3060\u3068\u7ffb\u8a33\u5074\u304c\u58ca\u308c\u308b\uff08\u540c\u3058\u5358\u8a9e\u3092\u7e70\u308a\u8fd4\u3059\uff09\u307f\u305f\u3044\u306a\u4e8b\u3082\u8d77\u304d\u308b\u3002<br \/>[8] \u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u3068\u683c\u95d8\u3057\u306a\u3044\u3068\u5206\u304b\u3089\u306a\u3044\u3053\u3068\u306f\u591a\u3044\u3002<br \/>[9] \u65e5\u672c\u8a9e\u7248\u306epre trained\u30e2\u30c7\u30eb\u304c\u305f\u304f\u3055\u3093\u516c\u958b\u3055\u308c\u308b\u3068\u304bNLP\u306f\u65e5\u672c\u8a9e\u7248\u304cSOTA\u307f\u305f\u3044\u306a\u6642\u4ee3\u304c\u6765\u308b\u3068\u5b09\u3057\u3044\u304c\u3001\u73fe\u5b9f\u306f\u53b3\u3057\u3044\u6c17\u304c\u3057\u3066\u3044\u308b\u3002\u30de\u30eb\u30c1\u30ea\u30f3\u30ac\u30eb\u65b9\u9762\u306f\u6d41\u884c\u306a\u306e\u3067\u3001\u305d\u308c\u3067\u89e3\u6c7a\u3055\u308c\u308b\u53ef\u80fd\u6027\u3082\u611f\u3058\u3066\u3044\u308b\u304c\u30fb\u30fb\u30fb\u3002<br \/>[10] GPU\u8cb7\u3063\u3061\u3083\u304a\u3046\u304b\u306a\u30fc\u3068\u3082\u3002\u5bfe\u8a33\u30c7\u30fc\u30bf\u30921\u5186\/word\u304f\u3089\u3044\u3067\u8cb7\u3063\u3066\u304f\u308c\u308b\u3068\u3053\u306a\u3044\u304b\u306a\u3001\u3001\u3001<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u56de\u516c\u958b\u3057\u305f\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001arXiv\u306b\u6295\u7a3f\u3055\u308c\u305f\u4eba\u5de5\u77e5\u80fd\u95a2\u9023\u306e\u8ad6\u6587\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\uff08\u30bf\u30a4\u30c8\u30eb\u30fb\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\uff09\u3068Creative Commons\u30e9\u30a4\u30bb\u30f3\u30b9\uff08CC 0, CC BY, CC BY SA &hellip; <a href=\"https:\/\/staka.jp\/wordpress\/?p=498\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Arxiv\u8ad6\u6587\u306e\u7ffb\u8a33\u30b5\u30a4\u30c8&#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":[2,8,13],"tags":[14,21,78],"class_list":["post-498","post","type-post","status-publish","format-standard","hentry","category-ai","category-python","category-13","tag-abstractive-text-summarization","tag-arxiv","tag-78"],"_links":{"self":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/498","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=498"}],"version-history":[{"count":0,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/498\/revisions"}],"wp:attachment":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=498"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=498"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=498"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}