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cs.CL2022
Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust Intent Detection
Peilin Zhou, Dading Chong, Helin Wang +1
The past ten years have witnessed the rapid development of text-based intent detection, whose benchmark performances have already been taken to a remarkable level by deep learning…
cs.CL2021
Audio-Oriented Multimodal Machine Comprehension: Task, Dataset and Model
Zhiqi Huang, Fenglin Liu, Xian Wu +4
While Machine Comprehension (MC) has attracted extensive research interests in recent years, existing approaches mainly belong to the category of Machine Reading Comprehension task…
cs.CL2021
Layer Reduction: Accelerating Conformer-Based Self-Supervised Model via Layer Consistency
Jinchuan Tian, Rongzhi Gu, Helin Wang +1
Transformer-based self-supervised models are trained as feature extractors and have empowered many downstream speech tasks to achieve state-of-the-art performance. However, both th…