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Anmol Walia

2 accepted papers

2025

Retrieval Augmented Correction of Named Entity Speech Recognition Errors

ICASSP 2025accepted

In recent years, end-to-end automatic speech recognition (ASR) systems have proven themselves remarkably accurate and performant, but these systems still have a significant error rate for entity names which appear infrequently in their training data. In parallel to the rise of end-to-end ASR systems…

Cited by 0SourceScholar
2023

Training Large-Vocabulary Neural Language Models by Private Federated Learning for Resource-Constrained Devices

ICASSP 2023accepted

Federated Learning (FL) is a technique to train models on distributed edge devices with local data samples. Differential Privacy (DP) can be applied with FL to provide a formal privacy guarantee for sensitive data on device. Our goal is to train a large neural network language model (NNLM) on comput…

Cited by 0SourceScholar