Search Results for author: Sri Garimella

Found 5 papers, 0 papers with code

Unified Modeling of Multi-Domain Multi-Device ASR Systems

no code implementations13 May 2022 Soumyajit Mitra, Swayambhu Nath Ray, Bharat Padi, Arunasish Sen, Raghavendra Bilgi, Harish Arsikere, Shalini Ghosh, Ajay Srinivasamurthy, Sri Garimella

Modern Automatic Speech Recognition (ASR) systems often use a portfolio of domain-specific models in order to get high accuracy for distinct user utterance types across different devices.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

Improving RNN-T ASR Performance with Date-Time and Location Awareness

no code implementations11 Jun 2021 Swayambhu Nath Ray, Soumyajit Mitra, Raghavendra Bilgi, Sri Garimella

In this paper, we explore the benefits of incorporating context into a Recurrent Neural Network (RNN-T) based Automatic Speech Recognition (ASR) model to improve the speech recognition for virtual assistants.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

Knowledge Distillation and Data Selection for Semi-Supervised Learning in CTC Acoustic Models

no code implementations10 Aug 2020 Prakhar Swarup, Debmalya Chakrabarty, Ashtosh Sapru, Hitesh Tulsiani, Harish Arsikere, Sri Garimella

Semi-supervised learning (SSL) is an active area of research which aims to utilize unlabelled data in order to improve the accuracy of speech recognition systems.

Knowledge Distillation speech-recognition +1

Language Model Bootstrapping Using Neural Machine Translation For Conversational Speech Recognition

no code implementations2 Dec 2019 Surabhi Punjabi, Harish Arsikere, Sri Garimella

Machine translation (MT) offers a systematic way of incorporating collections from mature, resource-rich conversational systems that may be available for a different language.

Data Augmentation Domain Adaptation +8

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