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Introducing Semantics into Speech Encoders


Nov 15, 2022
Derek Xu, Shuyan Dong, Changhan Wang, Suyoun Kim, Zhaojiang Lin, Akshat Shrivastava, Shang-Wen Li, Liang-Hsuan Tseng, Alexei Baevski, Guan-Ting Lin, Hung-yi Lee, Yizhou Sun, Wei Wang

* 11 pages, 3 figures 

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SUPERB @ SLT 2022: Challenge on Generalization and Efficiency of Self-Supervised Speech Representation Learning


Oct 16, 2022
Tzu-hsun Feng, Annie Dong, Ching-Feng Yeh, Shu-wen Yang, Tzu-Quan Lin, Jiatong Shi, Kai-Wei Chang, Zili Huang, Haibin Wu, Xuankai Chang, Shinji Watanabe, Abdelrahman Mohamed, Shang-Wen Li, Hung-yi Lee

* Accepted by 2022 SLT Workshop 

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Exploring Efficient-tuning Methods in Self-supervised Speech Models


Oct 10, 2022
Zih-Ching Chen, Chin-Lun Fu, Chih-Ying Liu, Shang-Wen Li, Hung-yi Lee

* SLT 2022 

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Self-Supervised Speech Representation Learning: A Review


May 21, 2022
Abdelrahman Mohamed, Hung-yi Lee, Lasse Borgholt, Jakob D. Havtorn, Joakim Edin, Christian Igel, Katrin Kirchhoff, Shang-Wen Li, Karen Livescu, Lars Maaløe, Tara N. Sainath, Shinji Watanabe


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Meta Learning for Natural Language Processing: A Survey


May 03, 2022
Hung-yi Lee, Shang-Wen Li, Ngoc Thang Vu

* Accepted by NAACL 2022 

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DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings


Apr 21, 2022
Yung-Sung Chuang, Rumen Dangovski, Hongyin Luo, Yang Zhang, Shiyu Chang, Marin Soljačić, Shang-Wen Li, Wen-tau Yih, Yoon Kim, James Glass

* NAACL 2022 main conference (Long paper). Pretrained models and code are available at https://github.com/voidism/DiffCSE 

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An Exploration of Prompt Tuning on Generative Spoken Language Model for Speech Processing Tasks


Mar 31, 2022
Kai-Wei Chang, Wei-Cheng Tseng, Shang-Wen Li, Hung-yi Lee

* Submitted to Interspeech 2022 

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Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition


Mar 27, 2022
Guan-Ting Lin, Shang-Wen Li, Hung-yi Lee

* Submitted to Interspeech 2022 

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DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question Answering


Mar 26, 2022
Guan-Ting Lin, Yung-Sung Chuang, Ho-Lam Chung, Shu-wen Yang, Hsuan-Jui Chen, Shuyan Dong, Shang-Wen Li, Abdelrahman Mohamed, Hung-yi Lee, Lin-shan Lee

* Submitted to Interspeech 2022 

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SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities


Mar 14, 2022
Hsiang-Sheng Tsai, Heng-Jui Chang, Wen-Chin Huang, Zili Huang, Kushal Lakhotia, Shu-wen Yang, Shuyan Dong, Andy T. Liu, Cheng-I Jeff Lai, Jiatong Shi, Xuankai Chang, Phil Hall, Hsuan-Jui Chen, Shang-Wen Li, Shinji Watanabe, Abdelrahman Mohamed, Hung-yi Lee

* ACL 2022 main conference 

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