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Language Representation in Multilingual BERT and its applications to improve Cross-lingual Generalization

Oct 23, 2020
Chi-Liang Liu, Tsung-Yuan Hsu, Yung-Sung Chuang, Chung-Yi Li, Hung-yi Lee

* preprint 

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Unsupervised Deep Learning based Multiple Choices Question Answering: Start Learning from Basic Knowledge

Oct 21, 2020
Chi-Liang Liu, Hung-yi Lee

* preprint 

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What makes multilingual BERT multilingual?

Oct 20, 2020
Chi-Liang Liu, Tsung-Yuan Hsu, Yung-Sung Chuang, Hung-yi Lee

* arXiv admin note: substantial text overlap with arXiv:2004.09205 

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Language Representation in Multilingual BERTand its applications to improve Cross-lingual Generalization

Oct 20, 2020
Chi-Liang Liu, Tsung-Yuan Hsu, Yung-Sung Chuang, Hung-yi Lee


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Pretrained Language Model Embryology: The Birth of ALBERT

Oct 06, 2020
David C. Chiang, Sung-Feng Huang, Hung-yi Lee

* Accepted to EMNLP 2020, short paper 

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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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Investigation of Sentiment Controllable Chatbot

Jul 11, 2020
Hung-yi Lee, Cheng-Hao Ho, Chien-Fu Lin, Chiung-Chih Chang, Chih-Wei Lee, Yau-Shian Wang, Tsung-Yuan Hsu, Kuan-Yu Chen

* arXiv admin note: text overlap with arXiv:1804.02504 

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Hand-crafted Attention is All You Need? A Study of Attention on Self-supervised Audio Transformer

Jun 09, 2020
Tsung-Han Wu, Chun-Chen Hsieh, Yen-Hao Chen, Po-Han Chi, Hung-yi Lee


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Understanding Self-Attention of Self-Supervised Audio Transformers

Jun 05, 2020
Shu-wen Yang, Andy T. Liu, Hung-yi Lee

* 5 pages, 6 figures 

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Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning

Jun 05, 2020
Haibin Wu, Andy T. Liu, Hung-yi Lee


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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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Worse WER, but Better BLEU? Leveraging Word Embedding as Intermediate in Multitask End-to-End Speech Translation

May 21, 2020
Shun-Po Chuang, Tzu-Wei Sung, Alexander H. Liu, Hung-yi Lee

* Accepted by ACL 2020 

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Defending Your Voice: Adversarial Attack on Voice Conversion

May 18, 2020
Chien-yu Huang, Yist Y. Lin, Hung-yi Lee, Lin-shan Lee

* Submitted to INTERSPEECH 2020 

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Semi-supervised Learning for Multi-speaker Text-to-speech Synthesis Using Discrete Speech Representation

May 16, 2020
Tao Tu, Yuan-Jui Chen, Alexander H. Liu, Hung-yi Lee

* Submitted to Interspeech 2020 

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DARTS-ASR: Differentiable Architecture Search for Multilingual Speech Recognition and Adaptation

May 13, 2020
Yi-Chen Chen, Jui-Yang Hsu, Cheng-Kuang Lee, Hung-yi Lee


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End-to-end Whispered Speech Recognition with Frequency-weighted Approaches and Layer-wise Transfer Learning

May 05, 2020
Heng-Jui Chang, Alexander H. Liu, Hung-yi Lee, Lin-shan Lee

* submitted to INTERSPEECH 2020 

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Defense against adversarial attacks on spoofing countermeasures of ASV

Mar 06, 2020
Haibin Wu, Songxiang Liu, Helen Meng, Hung-yi Lee

* Accepted by ICASSP 2020 

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MITAS: A Compressed Time-Domain Audio Separation Network with Parameter Sharing

Dec 09, 2019
Chao-I Tuan, Yuan-Kuei Wu, Hung-yi Lee, Yu Tsao


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Towards Robust Neural Vocoding for Speech Generation: A Survey

Dec 05, 2019
Po-chun Hsu, Chun-hsuan Wang, Andy T. Liu, Hung-yi Lee

* Submitted to ICASSP 2020 

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Sequence-to-sequence Automatic Speech Recognition with Word Embedding Regularization and Fused Decoding

Oct 28, 2019
Alexander H. Liu, Tzu-Wei Sung, Shun-Po Chuang, Hung-yi Lee, Lin-shan Lee

* under review ICASSP 2020 

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Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning

Oct 28, 2019
Alexander H. Liu, Tao Tu, Hung-yi Lee, Lin-shan Lee

* under review ICASSP 2020 

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Interrupted and cascaded permutation invariant training for speech separation

Oct 28, 2019
Gene-Ping Yang, Szu-Lin Wu, Yao-Wen Mao, Hung-yi Lee, Lin-shan Lee


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Meta Learning for End-to-End Low-Resource Speech Recognition

Oct 26, 2019
Jui-Yang Hsu, Yuan-Jui Chen, Hung-yi Lee

* 5 pages, submitted to ICASSP 2020 

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Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders

Oct 25, 2019
Andy T. Liu, Shu-wen Yang, Po-Han Chi, Po-chun Hsu, Hung-yi Lee

* Submitted to ICASSP 2020 

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Adversarial Attacks on Spoofing Countermeasures of automatic speaker verification

Oct 19, 2019
Songxiang Liu, Haibin Wu, Hung-yi Lee, Helen Meng

* Accepted for ASRU 2019 

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DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs

Oct 01, 2019
Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee

* Accepted to EMNLP 2019 

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Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model

Sep 15, 2019
Tsung-yuan Hsu, Chi-liang Liu, Hung-yi Lee


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Polly Want a Cracker: Analyzing Performance of Parroting on Paraphrase Generation Datasets

Aug 19, 2019
Hongren Mao, Hung-yi Lee

* Accepted for EMNLP 2019 

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