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Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos


Apr 26, 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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Vector-Quantized Autoregressive Predictive Coding


May 17, 2020
Yu-An Chung, Hao Tang, James Glass


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What Was Written vs. Who Read It: News Media Profiling Using Text Analysis and Social Media Context


May 09, 2020
Ramy Baly, Georgi Karadzhov, Jisun An, Haewoon Kwak, Yoan Dinkov, Ahmed Ali, James Glass, Preslav Nakov

* ACL-2020 
* Factuality of reporting, fact-checking, political ideology, media bias, disinformation, propaganda, social media, news media 

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Similarity Analysis of Contextual Word Representation Models


May 03, 2020
John M. Wu, Yonatan Belinkov, Hassan Sajjad, Nadir Durrani, Fahim Dalvi, James Glass

* Accepted to ACL 2020 

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Improved Speech Representations with Multi-Target Autoregressive Predictive Coding


Apr 11, 2020
Yu-An Chung, James Glass

* Accepted to ACL 2020 

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SemEval-2016 Task 3: Community Question Answering


Dec 03, 2019
Preslav Nakov, Lluís Màrquez, Alessandro Moschitti, Walid Magdy, Hamdy Mubarak, Abed Alhakim Freihat, James Glass, Bilal Randeree

* SemEval-2016 
* community question answering, question-question similarity, question-comment similarity, answer reranking, English, Arabic. arXiv admin note: substantial text overlap with arXiv:1912.00730 

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SemEval-2015 Task 3: Answer Selection in Community Question Answering


Nov 26, 2019
Preslav Nakov, Lluís Màrquez, Walid Magdy, Alessandro Moschitti, James Glass, Bilal Randeree

* SemEval-2015 
* community question answering, answer selection, English, Arabic 

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Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech


Nov 21, 2019
David Harwath, Wei-Ning Hsu, James Glass


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On the Linguistic Representational Power of Neural Machine Translation Models


Nov 01, 2019
Yonatan Belinkov, Nadir Durrani, Fahim Dalvi, Hassan Sajjad, James Glass

* Accepted to appear in the Journal of Computational Linguistics 

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Mix-review: Alleviate Forgetting in the Pretrain-Finetune Framework for Neural Language Generation Models


Oct 29, 2019
Tianxing He, Jun Liu, Kyunghyun Cho, Myle Ott, Bing Liu, James Glass, Fuchun Peng


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Generative Pre-Training for Speech with Autoregressive Predictive Coding


Oct 23, 2019
Yu-An Chung, James Glass

* Code and pre-trained models are available at https://github.com/iamyuanchung/Autoregressive-Predictive-Coding 

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