About
Contact & Profiles
A5084685155
Research Areas
- Music and Audio Processing
- Speech and Audio Processing
- Speech Recognition and Synthesis
Amazon (United States)
2022
Seattle University
2022
We propose a novel 2-stage sub 8-bit quantization aware training algorithm for all components of 250K parameter feedforward, streaming, state-free keyword spotting model. For the 1st-stage, we adapt recently proposed technique using non-linear transformation with tanh(.) on dense layer weights. In 2nd-stage, use linear methods rest network, including other parameters (bias, gain, batchnorm), inputs, and activations. conduct large scale experiments, 26,000 hours de-identified production,...
10.48550/arxiv.2207.06920
preprint
EN
cc-by
arXiv (Cornell University)
2022-01-01
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