stopes - Modular Machine Translation Pipelines. - Pierre Andrews; Guillaume Wenzek; Kevin Heffernan; Onur Çelebi; Anna Y. Sun; Ammar Kamran; Yingzhe Guo; Alexandre Mourachko; Holger Schwenk; Angela Fan (EMNLP (Demos), 2022)

Findings of the WMT'22 Shared Task on Large-Scale Machine Translation Evaluation for African Languages. - David Ifeoluwa Adelani; Md Mahfuz Ibn Alam; Antonios Anastasopoulos; Akshita Bhagia; Marta R. Costa-jussà; Jesse Dodge; Fahim Faisal; Christian Federmann; Natalia Fedorova; Francisco Guzmán; Sergey Koshelev; Jean Maillard; et al. (WMT, 2022)

No Language Left Behind: Scaling Human-Centered Machine Translation. - Marta R. Costa-jussà; James Cross 003; Onur Çelebi; Maha Elbayad; Kenneth Heafield; Kevin Heffernan; Elahe Kalbassi; Janice Lam; Daniel Licht; Jean Maillard; Anna Y. Sun; Skyler Wang; et al. (CoRR, 2022)

BLASER: A Text-Free Speech-to-Speech Translation Evaluation Metric. - Mingda Chen; Paul-Ambroise Duquenne; Pierre Andrews; Justine Kao; Alexandre Mourachko; Holger Schwenk; Marta R. Costa-jussà (ACL (1), 2023)

xSIM++: An Improved Proxy to Bitext Mining Performance for Low-Resource Languages. - Mingda Chen; Kevin Heffernan; Onur Çelebi; Alexandre Mourachko; Holger Schwenk (ACL (2), 2023)

SeamlessM4T-Massively Multilingual & Multimodal Machine Translation. - Seamless Communication; Loïc Barrault; Yu-An Chung; Mariano Coria Meglioli; David Dale; Ning Dong; Paul-Ambroise Duquenne; Hady Elsahar; Hongyu Gong; Kevin Heffernan; John Hoffman; Christopher Klaiber; et al. (CoRR, 2023)

Seamless: Multilingual Expressive and Streaming Speech Translation. - Loïc Barrault; Yu-An Chung; Mariano Coria Meglioli; David Dale; Ning Dong; Mark Duppenthaler; Paul-Ambroise Duquenne; Brian Ellis; Hady Elsahar; Justin Haaheim; John Hoffman; Min-Jae Hwang; et al. (CoRR, 2023)

MuTox: Universal MUltilingual Audio-based TOXicity Dataset and Zero-shot Detector. - Marta R. Costa-jussà; Mariano Coria Meglioli; Pierre Andrews; David Dale; Prangthip Hansanti; Elahe Kalbassi; Alexandre Mourachko; Christophe Ropers; Carleigh Wood (ACL (Findings), 2024)

Aligning Speech Segments Beyond Pure Semantics. - Kevin Heffernan; Artyom Kozhevnikov; Loïc Barrault; Alexandre Mourachko; Holger Schwenk (ACL (Findings), 2024)

Large Concept Models: Language Modeling in a Sentence Representation Space. - LCM team; Loïc Barrault; Paul-Ambroise Duquenne; Maha Elbayad; Artyom Kozhevnikov; Belen Alastruey; Pierre Andrews; Mariano Coria; Guillaume Couairon; Marta R. Costa-jussà; David Dale; Hady Elsahar; et al. (CoRR, 2024)

Video Seal: Open and Efficient Video Watermarking. - Pierre Fernandez; Hady Elsahar; I. Zeki Yalniz; Alexandre Mourachko (CoRR, 2024)

LCFO: Long Context and Long Form Output Dataset and Benchmarking. - Marta R. Costa-jussà; Pierre Andrews; Mariano Coria Meglioli; Joy Chen; Joe Chuang; David Dale; Christophe Ropers; Alexandre Mourachko; Eduardo Sánchez; Holger Schwenk; Tuan Tran; Arina Turkatenko; et al. (ACL (Findings), 2025)

BOUQuET: dataset, Benchmark and Open initiative for Universal Quality Evaluation in Translation. - The Omnilingual MT Team; Pierre Andrews; Mikel Artetxe; Mariano Coria Meglioli; Marta R. Costa-jussà; Joe Chuang; David Dale; Cynthia Gao; Jean Maillard; Alex Mourachko; Christophe Ropers; Safiyyah Saleem; et al. (CoRR, 2025)