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cs.CL2026
Overcoming Decoder Inconsistencies in Whisper for Dravidian and Low-Resource Languages
Chowdam Venkata Kumar, Kumud Tripathi, Pankaj Wasnik
Multilingual ASR models such as Whisper perform well on high-resource languages but exhibit substantially higher Word Error Rates (WER) for Dravidian languages compared to Indo-Ary…
eess.AS2026
Windowed SummaryMixing: An Efficient Fine-Tuning of Self-Supervised Learning Models for Low-resource Speech Recognition
Aditya Srinivas Menon, Kumud Tripathi, Raj Gohil +1
Self-supervised learning (SSL) has advanced speech processing but suffers from quadratic complexity due to self-attention. To address this, SummaryMixing (SM) has been proposed as…