Search Results for author: Yikai Zhou

Found 2 papers, 1 papers with code

Self-Paced Learning for Neural Machine Translation

1 code implementation EMNLP 2020 Yu Wan, Baosong Yang, Derek F. Wong, Yikai Zhou, Lidia S. Chao, Haibo Zhang, Boxing Chen

Recent studies have proven that the training of neural machine translation (NMT) can be facilitated by mimicking the learning process of humans.

Machine Translation NMT +2

Uncertainty-Aware Curriculum Learning for Neural Machine Translation

no code implementations ACL 2020 Yikai Zhou, Baosong Yang, Derek F. Wong, Yu Wan, Lidia S. Chao

We propose uncertainty-aware curriculum learning, which is motivated by the intuition that: 1) the higher the uncertainty in a translation pair, the more complex and rarer the information it contains; and 2) the end of the decline in model uncertainty indicates the completeness of current training stage.

Machine Translation NMT +1

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