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cs.CL2024
Effective Text Adaptation for LLM-based ASR through Soft Prompt Fine-Tuning
Yingyi Ma, Zhe Liu, Ozlem Kalinli
The advent of Large Language Models (LLM) has reformed the Automatic Speech Recognition (ASR). Prompting LLM with audio embeddings to generate transcriptions becomes the new state-…
cs.CL2023
Correction Focused Language Model Training for Speech Recognition
Yingyi Ma, Zhe Liu, Ozlem Kalinli
Language models (LMs) have been commonly adopted to boost the performance of automatic speech recognition (ASR) particularly in domain adaptation tasks. Conventional way of LM trai…