Conformer-Based Speech Recognition On Extreme Edge-Computing Devices

no code implementations • 16 Dec 2023 • MingBin Xu, Alex Jin, Sicheng Wang, Mu Su, Tim Ng, Henry Mason, Shiyi Han, Zhihong Lei, Yaqiao Deng, Zhen Huang, Mahesh Krishnamoorthy

With increasingly more powerful compute capabilities and resources in today's devices, traditionally compute-intensive automatic speech recognition (ASR) has been moving from the cloud to devices to better protect user privacy.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

Personalization of CTC-based End-to-End Speech Recognition Using Pronunciation-Driven Subword Tokenization

no code implementations • 16 Oct 2023 • Zhihong Lei, Ernest Pusateri, Shiyi Han, Leo Liu, MingBin Xu, Tim Ng, Ruchir Travadi, Youyuan Zhang, Mirko Hannemann, Man-Hung Siu, Zhen Huang

Recent advances in deep learning and automatic speech recognition have improved the accuracy of end-to-end speech recognition systems, but recognition of personal content such as contact names remains a challenge.

Automatic Speech Recognition speech-recognition +1

Acoustic Model Fusion for End-to-end Speech Recognition

no code implementations • 10 Oct 2023 • Zhihong Lei, MingBin Xu, Shiyi Han, Leo Liu, Zhen Huang, Tim Ng, Yuanyuan Zhang, Ernest Pusateri, Mirko Hannemann, Yaqiao Deng, Man-Hung Siu

Recent advances in deep learning and automatic speech recognition (ASR) have enabled the end-to-end (E2E) ASR system and boosted the accuracy to a new level.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +4

Neural Language Modeling for Named Entity Recognition

no code implementations • COLING 2020 • Zhihong Lei, Weiyue Wang, Christian Dugast, Hermann Ney

Named entity recognition is a key component in various natural language processing systems, and neural architectures provide significant improvements over conventional approaches.

Language Modelling named-entity-recognition +2