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

On Modeling ASR Word Confidence

no code implementations • 22 Jul 2019 • Woojay Jeon, Maxwell Jordan, Mahesh Krishnamoorthy

We present a new method for computing ASR word confidences that effectively mitigates the effect of ASR errors for diverse downstream applications, improves the word error rate of the 1-best result, and allows better comparison of scores across different models.