Ke Hu

Attaining the unattainable? Reassessing claimsof human parity in neural machine translation

2018

We reassess a recent study (Hassan et al., 2018) that claimed that machine translation (MT) has reached human parity for the translation of news from Chinese into English, using pairwise ranking and considering three variables …

EMMeTT: Efficient Multimodal Machine Translation Training

2025

A rising interest in the modality extension of foundation language models warrants discussion on the most effective, and efficient, multimodal training approach. This work focuses on neural machine translation (NMT) and proposes a joint multimodal …