A co-training and stochastic-precision method achieves 1-bit and 2-bit weight quantization of Conformer ASR with no statistically significant WER increase on several test sets, yielding up to 16.6x compression.
However, performance progress tends to accompany an increasing number of model parameters and the need for computation and storage resources [7]
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Towards One-bit ASR: Extremely Low-bit Conformer Quantization Using Co-training and Stochastic Precision
A co-training and stochastic-precision method achieves 1-bit and 2-bit weight quantization of Conformer ASR with no statistically significant WER increase on several test sets, yielding up to 16.6x compression.