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Adversarial Training of End-to-end Speech Recognition Using a Criticizing Language Model

Adversarial Training of End-to-end Speech Recognition Using a Criticizing Language Model

In this paper we proposed a novel Adversarial Training (AT) approach for end-to-end speech recognition using a Criticizing Language Model (CLM). In this way the CLM and the automatic speech recognition (ASR) model can challenge and learn from each other iteratively to improve the performance. Since the CLM only takes …