{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,22]],"date-time":"2025-02-22T05:28:40Z","timestamp":1740202120236,"version":"3.37.3"},"reference-count":0,"publisher":"IOS Press","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"abstract":"<jats:p>Quality estimation is an essential step in applying machine translation systems in practice, however state-of-the-art approaches require manual post-edits and other expensive resources. We introduce an approach to quality estimation that uses the attention weights of a neural machine translation system and can be applied to a translation produced by any machine translation system; a lighter version of the approach does not even require any post-edits. Our experiments with German-Estonian and English-Estonian translations show that its performance matches the state-of-the-art baseline.<\/jats:p>","DOI":"10.3233\/978-1-61499-912-6-175","type":"book-chapter","created":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T10:26:53Z","timestamp":1740133613000},"source":"Crossref","is-referenced-by-count":0,"title":["Low-Resource Translation Quality Estimation for Estonian"],"prefix":"10.3233","author":[{"family":"Yankovskaya Elizaveta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"family":"Fishel Mark","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","Human Language Technologies &amp;ndash; The Baltic Perspective"],"original-title":[],"deposited":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T11:37:51Z","timestamp":1740137871000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.medra.org\/servlet\/aliasResolver?alias=iospressISBN&isbn=978-1-61499-911-9&spage=175&doi=10.3233\/978-1-61499-912-6-175"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/978-1-61499-912-6-175","relation":{},"ISSN":["0922-6389"],"issn-type":[{"value":"0922-6389","type":"print"}],"subject":[],"published":{"date-parts":[[2018]]}}}