Low-resource ASR for Somali: Corpus Design and Whisper Fine-tuning

Abstract

We describe the construction of a 320-hour Somali speech corpus and show that fine-tuning Whisper on this data reduces WER by 41% over the zero-shot baseline, establishing a new state of the art on Somali ASR.