activity
20202022
most citedAugmentation-Free Graph Contrastive Learning of Invariant-Discriminative Representations

64 citations · 76 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CL2022

The VolcTrans System for WMT22 Multilingual Machine Translation Task

Xian Qian, Kai Hu, Jiaqiang Wang +4

This report describes our VolcTrans system for the WMT22 shared task on large-scale multilingual machine translation. We participated in the unconstrained track which allows the us…

cs.LG2022★ 64 cited

Augmentation-Free Graph Contrastive Learning of Invariant-Discriminative Representations

Haifeng Li, Jun Cao, Jiawei Zhu +3

The pretasks are mainly built on mutual information estimation, which requires data augmentation to construct positive samples with similar semantics to learn invariant signals and…

cs.CL2022★ 6 cited

Zero-shot Domain Adaptation for Neural Machine Translation with Retrieved Phrase-level Prompts

Zewei Sun, Qingnan Jiang, Shujian Huang +3

Domain adaptation is an important challenge for neural machine translation. However, the traditional fine-tuning solution requires multiple extra training and yields a high cost. I…

cs.CL2022★ 2 cited

GigaST: A 10,000-hour Pseudo Speech Translation Corpus

Rong Ye, Chengqi Zhao, Tom Ko +4

This paper introduces GigaST, a large-scale pseudo speech translation (ST) corpus. We create the corpus by translating the text in GigaSpeech, an English ASR corpus, into German an…

cs.CL2021

Learning Kernel-Smoothed Machine Translation with Retrieved Examples

Qingnan Jiang, Mingxuan Wang, Jun Cao +3

How to effectively adapt neural machine translation (NMT) models according to emerging cases without retraining? Despite the great success of neural machine translation, updating t…

cs.CL2021

The Volctrans Neural Speech Translation System for IWSLT 2021

Chengqi Zhao, Zhicheng Liu, Jian Tong +6

This paper describes the systems submitted to IWSLT 2021 by the Volctrans team. We participate in the offline speech translation and text-to-text simultaneous translation tracks. F…