Progressive LLM-initialized training plus teacher-student distillation yields omnilingual sentence embeddings that halve FLORES error and cut BIBLE error 15× while supporting speech and zero-shot Spectrum transfer.
58 Oddur Kjartansson, Supheakmungkol Sarin, Knot Pipatsrisawat, Martin Jansche, and Linne Ha
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Omnilingual SONAR: Cross-Lingual and Cross-Modal Sentence Embeddings Bridging Massively Multilingual Text and Speech
Progressive LLM-initialized training plus teacher-student distillation yields omnilingual sentence embeddings that halve FLORES error and cut BIBLE error 15× while supporting speech and zero-shot Spectrum transfer.