{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,7]],"date-time":"2024-08-07T07:38:14Z","timestamp":1723016294176},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,8]]},"abstract":"<jats:p>State-of-the-art machine translation models are still not on a par with human translators. Previous work takes human interactions into the neural machine translation process to obtain improved results in target languages. However, not all model--translation errors are equal -- some are critical while others are minor. In the meanwhile, same translation mistakes occur repeatedly in similar context. To solve both issues, we propose CAMIT, a novel method for translating in an interactive environment. Our proposed method works with critical revision instructions, therefore allows human to correct arbitrary words in model-translated sentences. In addition, CAMIT learns from and softly memorizes revision actions based on the context, alleviating the issue of repeating mistakes. Experiments in both ideal and real interactive translation settings demonstrate that our proposed CAMIT\u00a0enhances machine translation results significantly while requires fewer revision instructions from human compared to previous methods.\u00a0<\/jats:p>","DOI":"10.24963\/ijcai.2019\/730","type":"proceedings-article","created":{"date-parts":[[2019,7,28]],"date-time":"2019-07-28T07:46:05Z","timestamp":1564299965000},"page":"5255-5263","source":"Crossref","is-referenced-by-count":3,"title":["Correct-and-Memorize: Learning to Translate from Interactive Revisions"],"prefix":"10.24963","author":[{"given":"Rongxiang","family":"Weng","sequence":"first","affiliation":[{"name":"National Key Laboratory for Novel Software Technology, Nanjing, China"},{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hao","family":"Zhou","sequence":"additional","affiliation":[{"name":"Bytedance AI Lab, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shujian","family":"Huang","sequence":"additional","affiliation":[{"name":"National Key Laboratory for Novel Software Technology, Nanjing, China"},{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Li","sequence":"additional","affiliation":[{"name":"Bytedance AI Lab, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yifan","family":"Xia","sequence":"additional","affiliation":[{"name":"National Key Laboratory for Novel Software Technology, Nanjing, China"},{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiajun","family":"Chen","sequence":"additional","affiliation":[{"name":"National Key Laboratory for Novel Software Technology, Nanjing, China"},{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"number":"28","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-2019","name":"Twenty-Eighth International Joint Conference on Artificial Intelligence {IJCAI-19}","start":{"date-parts":[[2019,8,10]]},"theme":"Artificial Intelligence","location":"Macao, China","end":{"date-parts":[[2019,8,16]]}},"container-title":["Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2019,7,28]],"date-time":"2019-07-28T07:51:25Z","timestamp":1564300285000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2019\/730"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2019,8]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2019\/730","relation":{},"subject":[],"published":{"date-parts":[[2019,8]]}}}