{"id":524,"date":"2021-11-12T10:25:00","date_gmt":"2021-11-12T02:25:00","guid":{"rendered":"http:\/\/140.115.70.194:6417\/?p=524"},"modified":"2024-11-09T19:21:52","modified_gmt":"2024-11-09T11:21:52","slug":"chinese-grammatical-error-detection-using-adversarial-electra-transformers","status":"publish","type":"post","link":"https:\/\/ainlp.tw\/index.php\/2021\/11\/12\/chinese-grammatical-error-detection-using-adversarial-electra-transformers\/","title":{"rendered":"Chinese Grammatical Error Detection Using Adversarial ELECTRA Transformers"},"content":{"rendered":"\n<p>Lung-Hao Lee, Man-Chen Hung, Chao-Yi Chen, Rou-An Chen, and Yuen-Hsien Tseng. <\/p>\n\n\n\n<p>In\u00a0<em>Proceedings of the 29th International Conference on Computers in Education<\/em>\u00a0(<em><strong>ICCE&#8217;21<\/strong><\/em>), pages 111-113.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Abstract<\/strong><\/p>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">We explore transformer-based neural networks for Chinese grammatical error detection. The TOCFL learner corpus is used to measure the model capability of indicating whether a sentence contains errors or not. Experimental results show that ELECTRA transformers which take into account both transformer architecture and adversarial learning technique can achieve promising effectiveness with an improvement of F1-score.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"691\" src=\"http:\/\/140.115.70.194:6417\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.26.57-1024x691.png\" alt=\"\" class=\"wp-image-525\" srcset=\"https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.26.57-1024x691.png 1024w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.26.57-300x202.png 300w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.26.57-768x518.png 768w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.26.57.png 1132w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Lung-Hao Lee, Man-Chen Hung, Chao-Yi Chen, Rou-An Chen, and Yuen-Hsien Tseng<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[6],"tags":[36,45,22],"class_list":["post-524","post","type-post","status-publish","format-standard","hentry","category-achievements","tag-36","tag-education","tag-icce"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/524","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/comments?post=524"}],"version-history":[{"count":2,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/524\/revisions"}],"predecessor-version":[{"id":800,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/524\/revisions\/800"}],"wp:attachment":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/media?parent=524"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/categories?post=524"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/tags?post=524"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}