Neural Machine Translation of Rare Words with Subword Units
Sennrich et al., 2016, Neural Machine Translation of Rare Words with Subword Units (Proceedings of the 54th Annual Meeting of ACL (Volume 1: Long Papers))
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4 Evaluation
- How were the subword NMT systems evaluated?On WMT 2015 English→German (4.2M sentence pairs) and English→Russian (2.6M), with BLEU, chrF3 (character n-gram F3), and unigram F1 measured separately for all words, rare words (outside the 50,000 most frequent) and OOVs (unseen in training), using an attention-based encoder–decoder.
- Sennrich et al., 2016, Neural Machine Translation of Rare Words with Subword Units (Proceedings of the 54th Annual Meeting of ACL (Volume 1: Long Papers)), §4, pp. 1718–1719
Source
- Rico Sennrich, Barry Haddow and Alexandra Birch. 2016. Neural Machine Translation of Rare Words with Subword Units. In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp. 1715–1725. License: CC BY 4.0. Flashcards adapted from this work. doi:10.18653/v1/P16-1162 https://aclanthology.org/P16-1162/