Conditioned in Training, Dispensable at Inference: Typological Conditioning for Multilingual Speech Translation

Multilingual speech translation frontends built on speech large language models typically condition on language identity, as a learned embedding or a prompted language name. Such a signal, however, is learned separately for each language and transfers nothing between typologically related languages.