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Mitigating Biases in Toxic Language Detection through Invariant Rationalization


Jun 14, 2021
Yung-Sung Chuang, Mingye Gao, Hongyin Luo, James Glass, Hung-yi Lee, Yun-Nung Chen, Shang-Wen Li

* The 5th Workshop on Online Abuse and Harms at ACL 2021 

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Meta-learning for downstream aware and agnostic pretraining


Jun 06, 2021
Hongyin Luo, Shuyan Dong, Yung-Sung Chuang, Shang-Wen Li

* Meta Learning and Its Applications to Natural Language Processing workshop at ACL 2021 
* Extended abstract 

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SUPERB: Speech processing Universal PERformance Benchmark


May 03, 2021
Shu-wen Yang, Po-Han Chi, Yung-Sung Chuang, Cheng-I Jeff Lai, Kushal Lakhotia, Yist Y. Lin, Andy T. Liu, Jiatong Shi, Xuankai Chang, Guan-Ting Lin, Tzu-Hsien Huang, Wei-Cheng Tseng, Ko-tik Lee, Da-Rong Liu, Zili Huang, Shuyan Dong, Shang-Wen Li, Shinji Watanabe, Abdelrahman Mohamed, Hung-yi Lee

* Submitted to Interspeech 2021 

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Cooperative Learning of Zero-Shot Machine Reading Comprehension


Mar 22, 2021
Hongyin Luo, Shang-Wen Li, Seunghak Yu, James Glass


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Knowledge Grounded Conversational Symptom Detection with Graph Memory Networks


Jan 24, 2021
Hongyin Luo, Shang-Wen Li, James Glass

* Appears in the Proceedings of the 3rd Clinical Natural Language Processing Workshop 

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Zero-shot Generalization in Dialog State Tracking through Generative Question Answering


Jan 20, 2021
Shuyang Li, Jin Cao, Mukund Sridhar, Henghui Zhu, Shang-Wen Li, Wael Hamza, Julian McAuley

* Accepted as a Long Paper at EACL 2021 

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Educational Content Linking for Enhancing Learning Need Remediation in MOOCs


Jan 12, 2021
Shang-Wen Li


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Improving Learning Experience in MOOCs with Educational Content Linking


Dec 31, 2020
Shang-Wen Li

* Thesis: Ph. D., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2017 

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Meta learning to classify intent and slot labels with noisy few shot examples


Nov 30, 2020
Shang-Wen Li, Jason Krone, Shuyan Dong, Yi Zhang, Yaser Al-onaizan

* accepted by IEEE Spoken Language Technology Workshop, 2021 

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Towards Semi-Supervised Semantics Understanding from Speech


Nov 11, 2020
Cheng-I Lai, Jin Cao, Sravan Bodapati, Shang-Wen Li

* arXiv admin note: text overlap with arXiv:2010.13826 

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Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining


Oct 26, 2020
Cheng-I Lai, Yung-Sung Chuang, Hung-Yi Lee, Shang-Wen Li, James Glass


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Style Attuned Pre-training and Parameter Efficient Fine-tuning for Spoken Language Understanding


Oct 09, 2020
Jin Cao, Jun Wang, Wael Hamza, Kelly Vanee, Shang-Wen Li

* Accepted at INTERSPEECH 2020 

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TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech


Jul 12, 2020
Andy T. Liu, Shang-Wen Li, Hung-yi Lee

* Submitted to IEEE TASLP, currently under review 

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Audio ALBERT: A Lite BERT for Self-supervised Learning of Audio Representation


May 26, 2020
Po-Han Chi, Pei-Hung Chung, Tsung-Han Wu, Chun-Cheng Hsieh, Shang-Wen Li, Hung-yi Lee

* 5 pages, 6 figures 

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Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption


May 19, 2020
Hongyin Luo, Shang-Wen Li, James Glass


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Learning Robust Dialog Policies in Noisy Environments


Dec 11, 2017
Maryam Fazel-Zarandi, Shang-Wen Li, Jin Cao, Jared Casale, Peter Henderson, David Whitney, Alborz Geramifard

* 1st Workshop on Conversational AI at NIPS 2017 

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