The NiuTrans System for the WMT20 Quality Estimation Shared Task

no code implementations • WMT (EMNLP) 2020 • Chi Hu, Hui Liu, Kai Feng, Chen Xu, Nuo Xu, Zefan Zhou, Shiqin Yan, Yingfeng Luo, Chenglong Wang, Xia Meng, Tong Xiao, Jingbo Zhu

This paper describes the submissions of the NiuTrans Team to the WMT 2020 Quality Estimation Shared Task.

Machine Translation Multi-Task Learning +2

Character, Word, or Both? Revisiting the Segmentation Granularity for Chinese Pre-trained Language Models

1 code implementation • 20 Mar 2023 • Xinnian Liang, Zefan Zhou, Hui Huang, Shuangzhi Wu, Tong Xiao, Muyun Yang, Zhoujun Li, Chao Bian

We conduct extensive experiments on various Chinese NLP tasks to evaluate existing PLMs as well as the proposed MigBERT.

On Vision Features in Multimodal Machine Translation

2 code implementations • ACL 2022 • Bei Li, Chuanhao Lv, Zefan Zhou, Tao Zhou, Tong Xiao, Anxiang Ma, Jingbo Zhu

Previous work on multimodal machine translation (MMT) has focused on the way of incorporating vision features into translation but little attention is on the quality of vision models.

Image Captioning Multimodal Machine Translation +3

The NiuTrans Machine Translation Systems for WMT21

no code implementations • WMT (EMNLP) 2021 • Shuhan Zhou, Tao Zhou, Binghao Wei, Yingfeng Luo, Yongyu Mu, Zefan Zhou, Chenglong Wang, Xuanjun Zhou, Chuanhao Lv, Yi Jing, Laohu Wang, Jingnan Zhang, Canan Huang, Zhongxiang Yan, Chi Hu, Bei Li, Tong Xiao, Jingbo Zhu

This paper describes NiuTrans neural machine translation systems of the WMT 2021 news translation tasks.

Knowledge Distillation Machine Translation +1