DonorRank: Donor Language Selection for Low-Resource Cross-Lingual Speech Recognition
This work presents DonorRank, a learning-to-rank framework for predicting effective donor languages for zero-shot ASR and evaluates it on two multilingual speech corpora of Indic and African language families, finding transfer patterns that provide practical guidance for multilingual ASR in low-resource settings.