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cs.CL2024
Romanized to Native Malayalam Script Transliteration Using an Encoder-Decoder Framework
Bajiyo Baiju, Kavya Manohar, Leena G Pillai +1
In this work, we present the development of a reverse transliteration model to convert romanized Malayalam to native script using an encoder-decoder framework built with attention-…
cs.CL2024
Multistage Fine-tuning Strategies for Automatic Speech Recognition in Low-resource Languages
Leena G Pillai, Kavya Manohar, Basil K Raju +1
This paper presents a novel multistage fine-tuning strategy designed to enhance automatic speech recognition (ASR) performance in low-resource languages using OpenAI's Whisper mode…
cs.CL2024
What is lost in Normalization? Exploring Pitfalls in Multilingual ASR Model Evaluations
Kavya Manohar, Leena G Pillai, Elizabeth Sherly
This paper explores the pitfalls in evaluating multilingual automatic speech recognition (ASR) models, with a particular focus on Indic language scripts. We investigate the text no…