3 papers
eess.AS2024
CTC Blank Triggered Dynamic Layer-Skipping for Efficient CTC-based Speech Recognition
Junfeng Hou, Peiyao Wang, Jincheng Zhang +3
Deploying end-to-end speech recognition models with limited computing resources remains challenging, despite their impressive performance. Given the gradual increase in model size…
cs.CL2023
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator
Ziwei He, Meng Yang, Minwei Feng +4
The transformer model is known to be computationally demanding, and prohibitively costly for long sequences, as the self-attention module uses a quadratic time and space complexity…
cs.CL2021
Integrating Pre-trained Model into Rule-based Dialogue Management
Jun Quan, Meng Yang, Qiang Gan +9
Rule-based dialogue management is still the most popular solution for industrial task-oriented dialogue systems for their interpretablility. However, it is hard for developers to m…