@article{omnilingualsonarcrosslingualandcrossmoda,
  title = {Omnilingual SONAR: Cross-Lingual and Cross-Modal Sentence Embeddings Bridging Massively Multilingual Text and Speech},
  author = { Omnilingual SONAR Team and João Maria Janeiro and Pere-Lluís Huguet Cabot and Ioannis Tsiamas and Yen Meng and Vivek Iyer and Guillem Ramírez and Loic Barrault and Belen Alastruey and Xiang "Tony" Cao and Yu-An Chung and Marta R. Costa-Jussa and David Dale and Kevin Heffernan and Jaehyeong Jo and Artyom Kozhevnikov and Alexandre Mourachko and Christophe Ropers and Holger Schwenk and Paul-Ambroise Duquenne},
  year = {2026},
  eprint = {2603.16606},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.16606},
}