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Sarangarajan Parthasarathy

3 accepted papers

2022

Factorized Neural Transducer for Efficient Language Model Adaptation

ICASSP 2022accepted

In recent years, end-to-end (E2E) based automatic speech recognition (ASR) systems have achieved great success due to their simplicity and promising performance. Neural Transducer based models are increasingly popular in streaming E2E based ASR systems and have been reported to outperform the tradit…

Cited by 46SourceScholar
2021

Internal Language Model Training for Domain-Adaptive End-To-End Speech Recognition

ICASSP 2021accepted

The efficacy of external language model (LM) integration with existing end-to-end (E2E) automatic speech recognition (ASR) systems can be improved significantly using the internal language model estimation (ILME) method [1]. In this method, the internal LM score is subtracted from the score obtained…

Cited by 0SourceScholar
2015

Token-level interpolation for class-based language models

ICASSP 2015accepted

We describe a method for interpolation of class-based n-gram language models. Our algorithm is an extension of the traditional EM-based approach that optimizes perplexity of the training set with respect to a collection of n-gram language models linearly combined in the probability space. However, u…

Cited by 0SourceScholar