activity
20182023
most citedQuality at a Glance: An Audit of Web-Crawled Multilingual Datasets

177 citations · 283 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CL2023

JWSign: A Highly Multilingual Corpus of Bible Translations for more Diversity in Sign Language Processing

Shester Gueuwou, Sophie Siake, Colin Leong +1

Advancements in sign language processing have been hindered by a lack of sufficient data, impeding progress in recognition, translation, and production tasks. The absence of compre…

cs.CL2021★ 177 cited

Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets

Julia Kreutzer, Isaac Caswell, Lisa Wang +49

With the success of large-scale pre-training and multilingual modeling in Natural Language Processing (NLP), recent years have seen a proliferation of large, web-mined text dataset…

cs.CL2020★ 6 cited

Subword Segmentation and a Single Bridge Language Affect Zero-Shot Neural Machine Translation

Annette Rios, Mathias Müller, Rico Sennrich

Zero-shot neural machine translation is an attractive goal because of the high cost of obtaining data and building translation systems for new translation directions. However, prev…

cs.CL2019★ 64 cited

Domain Robustness in Neural Machine Translation

Mathias Müller, Annette Rios, Rico Sennrich

Translating text that diverges from the training domain is a key challenge for machine translation. Domain robustness---the generalization of models to unseen test domains---is low…

cs.CL2018★ 36 cited

Why Self-Attention? A Targeted Evaluation of Neural Machine Translation Architectures

Gongbo Tang, Mathias Müller, Annette Rios +1

Recently, non-recurrent architectures (convolutional, self-attentional) have outperformed RNNs in neural machine translation. CNNs and self-attentional networks can connect distant…