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Sep, 2019
超越BLEU:利用语义相似性训练神经机器翻译
Beyond BLEU: Training Neural Machine Translation with Semantic Similarity
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John Wieting, Taylor Berg-Kirkpatrick, Kevin Gimpel, Graham Neubig
TL;DR
本文提出了一种基于语义相似度的代替奖励函数来优化NMT系统,在四种不同的语言翻译成英语的情况下,本文的方法不仅能提高 BLEU 和语义相似度的评估准确性,而且优化过程更快。
Abstract
While most
neural machine translation
(NMT) systems are still trained using maximum likelihood estimation, recent work has demonstrated that optimizing systems to directly improve
evaluation metrics
such as
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