{"id":488,"date":"2022-07-14T23:22:00","date_gmt":"2022-07-14T15:22:00","guid":{"rendered":"http:\/\/140.115.70.194:6417\/?p=488"},"modified":"2024-09-18T16:32:33","modified_gmt":"2024-09-18T08:32:33","slug":"ncuee-nlp-at-semeval-2022-task-11-chinese-named-entity-recognition-using-the-bert-bilstm-crf-model","status":"publish","type":"post","link":"https:\/\/ainlp.tw\/index.php\/2022\/07\/14\/ncuee-nlp-at-semeval-2022-task-11-chinese-named-entity-recognition-using-the-bert-bilstm-crf-model\/","title":{"rendered":"NCUEE-NLP at SemEval-2022 Task 11: Chinese Named Entity Recognition Using the BERT-BiLSTM-CRF Model"},"content":{"rendered":"\n<p>Lung-Hao Lee, Chien-Huan Lu, and Tzu-Mi Lin. <\/p>\n\n\n\n<p>In\u00a0<em>Proceedings of the 16th International Workshop on Semantic Evaluation<\/em>\u00a0(<em><strong>SemEval&#8217;22<\/strong><\/em>), pages 1597-1602.<\/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);\">This study describes the model design of the NCUEE-NLP system for the Chinese track of the SemEval-2022 MultiCoNER task. We use the BERT embedding for character representation and train the BiLSTM-CRF model to recognize complex named entities. A total of 21 teams participated in this track, with each team allowed a maximum of six submissions. Our best submission, with a macro-averaging F1-score of 0.7418, ranked the seventh position out of 21 teams.<\/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=\"473\" src=\"http:\/\/140.115.70.194:6417\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-29-\u4e0b\u534811.23.20-1024x473.png\" alt=\"\" class=\"wp-image-489\" srcset=\"https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-29-\u4e0b\u534811.23.20-1024x473.png 1024w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-29-\u4e0b\u534811.23.20-300x139.png 300w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-29-\u4e0b\u534811.23.20-768x355.png 768w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-29-\u4e0b\u534811.23.20-1536x710.png 1536w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-29-\u4e0b\u534811.23.20-2048x947.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Lung-Hao Lee, Chien-Huan Lu, and Tzu-Mi Lin<\/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":[35,17],"class_list":["post-488","post","type-post","status-publish","format-standard","hentry","category-achievements","tag-35","tag-semeval"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/488","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=488"}],"version-history":[{"count":2,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/488\/revisions"}],"predecessor-version":[{"id":794,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/488\/revisions\/794"}],"wp:attachment":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/media?parent=488"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/categories?post=488"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/tags?post=488"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}