Reproducing Self-Supervised Quality Estimation for Machine Translation
Reimplement SOTA paper from EMNLP 2021
Fine-tune pre-trained mBERT for quality estimation
Ablation study on backbones, datasets, and hyperparameters
Chahyon Ku, Daniel Cheng, Sherry Zhao, Shubhkarman Singh
University of Washington
Proposal Paper
Progress Slides
Final Paper
Final Poster
Code
Poster
Reference
Y. Zheng, Z. Tan, M. Zhang, M. Maimaiti, H. Luan, M. Sun, Q. Liu, and Y. Liu. Self-supervised quality estimation for machine translation. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, pages 3322–3334, Online and Punta Cana, Dominican Republic, Nov. 2021. Association for Computational Linguistics.