Zhixing Tan

A Template-based Method for Constrained Neural Machine Translation

2022 · arXiv (Cornell University)

Machine translation systems are expected to cope with various types of constraints in many practical scenarios. While neural machine translation (NMT) has achieved strong performance in unconstrained cases, it is non-trivial to impose pre-specified constraints …

Deep Semantic Role Labeling With Self-Attention

2018 · Proceedings of the AAAI Conference on Artificial Intelligence

Semantic Role Labeling (SRL) is believed to be a crucial step towards natural language understanding and has been widely studied. Recent years, end-to-end SRL with recurrent neural networks (RNN) has gained increasing attention. However, it …