Source-side left-to-right or target-side left-to-right? An empirical comparison of two phrase-based decoding algorithms

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Abstract

This paper describes an empirical study of the phrase-based decoding algorithm proposed by Chang and Collins (2017). The algorithm produces a translation by processing the source-language sentence in strictly left-to-right order, differing from commonly used approaches that build the target-language sentence in left-to-right order. Our results show that the new algorithm is competitive with Moses (Koehn et al., 2007) in terms of both speed and BLEU scores.

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APA

Chang, Y. W., & Collins, M. (2017). Source-side left-to-right or target-side left-to-right? An empirical comparison of two phrase-based decoding algorithms. In EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings (pp. 1495–1499). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/d17-1157

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