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Rebecca Knowles
Researcher at Johns Hopkins University
Publications - 37
Citations - 1798
Rebecca Knowles is an academic researcher from Johns Hopkins University. The author has contributed to research in topics: Machine translation & Computer science. The author has an hindex of 13, co-authored 31 publications receiving 1369 citations.
Papers
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Proceedings ArticleDOI
Six Challenges for Neural Machine Translation.
Philipp Koehn,Rebecca Knowles +1 more
TL;DR: The authors explore six challenges for NMT: domain mismatch, amount of training data, rare words, long sentences, word alignment, and beam search, and show both deficiencies and improvements over the quality of phrase-based statistical machine translation.
Journal Article
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
Proceedings Article
Neural Interactive Translation Prediction
Rebecca Knowles,Philipp Koehn +1 more
TL;DR: An interactive translation prediction method based on neural machine translation that yields much higher word prediction accuracy than the traditional methodbased on search graphs, mainly due to better recovery from errors.
Posted Content
Six Challenges for Neural Machine Translation
Philipp Koehn,Rebecca Knowles +1 more
TL;DR: This work explores six challenges for neural machine translation: domain mismatch, amount of training data, rare words, long sentences, word alignment, and beam search and shows both deficiencies and improvements over the quality of phrase-based statistical machine translation.
Proceedings ArticleDOI
Document-Level Adaptation for Neural Machine Translation
TL;DR: This work focuses on adaptation within a single document – appropriate for an interactive translation scenario where a model adapts to a human translator’s input over the course of a document and proposes two methods: single-sentence adaptation and dictionary adaptation.