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05/29/2023
Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target
Spoken Language Understanding (SLU) is a task that aims to extract seman...
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03/18/2023
Weight-sharing Supernet for Searching Specialized Acoustic Event Classification Networks Across Device Constraints
Acoustic Event Classification (AEC) has been widely used in devices such...
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11/15/2022
Introducing Semantics into Speech Encoders
Recent studies find existing self-supervised speech encoders contain pri...
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10/13/2022
On the Utility of Self-supervised Models for Prosody-related Tasks
Self-Supervised Learning (SSL) from speech data has produced models that...
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03/27/2022
Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition
Although deep learning-based end-to-end Automatic Speech Recognition (AS...
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03/09/2022
DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question Answering
Spoken Question Answering (SQA) is to find the answer from a spoken docu...
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10/14/2021
Context-gloss Augmentation for Improving Word Sense Disambiguation
The goal of Word Sense Disambiguation (WSD) is to identify the sense of ...
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05/03/2021