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SSAST: Self-Supervised Audio Spectrogram Transformer


Oct 19, 2021
Yuan Gong, Cheng-I Jeff Lai, Yu-An Chung, James Glass


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Spoken ObjectNet: A Bias-Controlled Spoken Caption Dataset


Oct 14, 2021
Ian Palmer, Andrew Rouditchenko, Andrei Barbu, Boris Katz, James Glass

* Presented at Interspeech 2021. This version contains additional experiments on the Spoken ObjectNet test set 

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Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0


Oct 07, 2021
Sameer Khurana, Antoine Laurent, James Glass


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On the Interplay Between Sparsity, Naturalness, Intelligibility, and Prosody in Speech Synthesis


Oct 04, 2021
Cheng-I Jeff Lai, Erica Cooper, Yang Zhang, Shiyu Chang, Kaizhi Qian, Yi-Lun Liao, Yung-Sung Chuang, Alexander H. Liu, Junichi Yamagishi, David Cox, James Glass


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An Empirical Study on Few-shot Knowledge Probing for Pretrained Language Models


Sep 11, 2021
Tianxing He, Kyunghyun Cho, James Glass


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Interpretable Propaganda Detection in News Articles


Aug 29, 2021
Seunghak Yu, Giovanni Da San Martino, Mitra Mohtarami, James Glass, Preslav Nakov

* RANLP-2021 
* propaganda, propaganda techniques, disinformation, misinformation, fake news, explainability, interpretability 

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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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PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition


Jun 10, 2021
Cheng-I Jeff Lai, Yang Zhang, Alexander H. Liu, Shiyu Chang, Yi-Lun Liao, Yung-Sung Chuang, Kaizhi Qian, Sameer Khurana, David Cox, James Glass


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Cross-Modal Discrete Representation Learning


Jun 10, 2021
Alexander H. Liu, SouYoung Jin, Cheng-I Jeff Lai, Andrew Rouditchenko, Aude Oliva, James Glass

* Preprint 

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Spoken Moments: Learning Joint Audio-Visual Representations from Video Descriptions


May 10, 2021
Mathew Monfort, SouYoung Jin, Alexander Liu, David Harwath, Rogerio Feris, James Glass, Aude Oliva

* To appear at CVPR 2021 

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Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos


May 05, 2021
Brian Chen, Andrew Rouditchenko, Kevin Duarte, Hilde Kuehne, Samuel Thomas, Angie Boggust, Rameswar Panda, Brian Kingsbury, Rogerio Feris, David Harwath, James Glass, Michael Picheny, Shih-Fu Chang


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AST: Audio Spectrogram Transformer


Apr 06, 2021
Yuan Gong, Yu-An Chung, James Glass


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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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PSLA: Improving Audio Event Classification with Pretraining, Sampling, Labeling, and Aggregation


Feb 02, 2021
Yuan Gong, Yu-An Chung, 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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Text-Free Image-to-Speech Synthesis Using Learned Segmental Units


Dec 31, 2020
Wei-Ning Hsu, David Harwath, Christopher Song, James Glass


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Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies


Nov 01, 2020
Alexander H. Liu, Yu-An Chung, James Glass

* Preprint 

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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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Similarity Analysis of Self-Supervised Speech Representations


Oct 22, 2020
Yu-An Chung, Yonatan Belinkov, James Glass


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We Can Detect Your Bias: Predicting the Political Ideology of News Articles


Oct 11, 2020
Ramy Baly, Giovanni Da San Martino, James Glass, Preslav Nakov

* EMNLP-2020 
* Political bias, bias in news, neural networks bias, adversarial adaptation, triplet loss, transformers, recurrent neural networks 

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A Systematic Characterization of Sampling Algorithms for Open-ended Language Generation


Sep 15, 2020
Moin Nadeem, Tianxing He, Kyunghyun Cho, James Glass

* To appear at AACL 2020; 9 pages, 12 figures, 2 tables 

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Constructing a Knowledge Graph from Unstructured Documents without External Alignment


Aug 20, 2020
Seunghak Yu, Tianxing He, James Glass


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AVLnet: Learning Audio-Visual Language Representations from Instructional Videos


Jun 16, 2020
Andrew Rouditchenko, Angie Boggust, David Harwath, Dhiraj Joshi, Samuel Thomas, Kartik Audhkhasi, Rogerio Feris, Brian Kingsbury, Michael Picheny, Antonio Torralba, James Glass


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CSTNet: Contrastive Speech Translation Network for Self-Supervised Speech Representation Learning


Jun 04, 2020
Sameer Khurana, Antoine Laurent, James Glass

* submitted to INTERSPEECH 

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A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning


Jun 03, 2020
Sameer Khurana, Antoine Laurent, Wei-Ning Hsu, Jan Chorowski, Adrian Lancucki, Ricard Marxer, James Glass

* Submitted to Interspeech 2020 

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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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