Machine Translation Evaluation with BERT Regressor

July 29, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Hiroki Shimanaka, Tomoyuki Kajiwara, Mamoru Komachi arXiv ID 1907.12679 Category cs.CL: Computation & Language Citations 26 Venue arXiv.org Last Checked 4 months ago
Abstract
We introduce the metric using BERT (Bidirectional Encoder Representations from Transformers) (Devlin et al., 2019) for automatic machine translation evaluation. The experimental results of the WMT-2017 Metrics Shared Task dataset show that our metric achieves state-of-the-art performance in segment-level metrics task for all to-English language pairs.
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