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Inserting Information Bottlenecks for Attribution in Transformers

Dec 27, 2020
Zhiying Jiang, Raphael Tang, Ji Xin, Jimmy Lin

* Accepted by EMNLP2020 Findings 

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Howl: A Deployed, Open-Source Wake Word Detection System

Aug 21, 2020
Raphael Tang, Jaejun Lee, Afsaneh Razi, Julia Cambre, Ian Bicking, Jofish Kaye, Jimmy Lin

* The first two authors contributed equally 

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Covidex: Neural Ranking Models and Keyword Search Infrastructure for the COVID-19 Open Research Dataset

Jul 14, 2020
Edwin Zhang, Nikhil Gupta, Raphael Tang, Xiao Han, Ronak Pradeep, Kuang Lu, Yue Zhang, Rodrigo Nogueira, Kyunghyun Cho, Hui Fang, Jimmy Lin

* arXiv admin note: text overlap with arXiv:2004.05125 

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Showing Your Work Doesn't Always Work

Apr 28, 2020
Raphael Tang, Jaejun Lee, Ji Xin, Xinyu Liu, Yaoliang Yu, Jimmy Lin

* Accepted to ACL 2020 

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DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference

Apr 27, 2020
Ji Xin, Raphael Tang, Jaejun Lee, Yaoliang Yu, Jimmy Lin

* Accepted at ACL 2020 

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Rapidly Bootstrapping a Question Answering Dataset for COVID-19

Apr 23, 2020
Raphael Tang, Rodrigo Nogueira, Edwin Zhang, Nikhil Gupta, Phuong Cam, Kyunghyun Cho, Jimmy Lin


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What Would Elsa Do? Freezing Layers During Transformer Fine-Tuning

Nov 08, 2019
Jaejun Lee, Raphael Tang, Jimmy Lin

* 5 pages 

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Explicit Pairwise Word Interaction Modeling Improves Pretrained Transformers for English Semantic Similarity Tasks

Nov 07, 2019
Yinan Zhang, Raphael Tang, Jimmy Lin

* 6 pages, 1 figure 

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DocBERT: BERT for Document Classification

Apr 17, 2019
Ashutosh Adhikari, Achyudh Ram, Raphael Tang, Jimmy Lin

* 5 pages, 2 figures. First two authors contributed equally 

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Distilling Task-Specific Knowledge from BERT into Simple Neural Networks

Mar 28, 2019
Raphael Tang, Yao Lu, Linqing Liu, Lili Mou, Olga Vechtomova, Jimmy Lin

* 8 pages, 2 figures; first three authors contributed equally 

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Streaming Voice Query Recognition using Causal Convolutional Recurrent Neural Networks

Dec 19, 2018
Raphael Tang, Gefei Yang, Hong Wei, Yajie Mao, Ferhan Ture, Jimmy Lin

* 5 pages, 2 figures, submitted to ICASSP 2019 

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FLOPs as a Direct Optimization Objective for Learning Sparse Neural Networks

Nov 23, 2018
Raphael Tang, Ashutosh Adhikari, Jimmy Lin

* 4 pages, accepted to the NIPS 2018 Workshop on Compact Deep Neural Networks with Industrial Applications (CDNNRIA) 

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Progress and Tradeoffs in Neural Language Models

Nov 02, 2018
Raphael Tang, Jimmy Lin

* 5 pages, 4 figures 

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JavaScript Convolutional Neural Networks for Keyword Spotting in the Browser: An Experimental Analysis

Oct 30, 2018
Jaejun Lee, Raphael Tang, Jimmy Lin

* 5 pages, 3 figures 

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Adaptive Pruning of Neural Language Models for Mobile Devices

Sep 27, 2018
Raphael Tang, Jimmy Lin

* 10 pages, 3 figures, 2 tables, submitted to ICLR 2019 

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Deep Residual Learning for Small-Footprint Keyword Spotting

Sep 21, 2018
Raphael Tang, Jimmy Lin

* Published in ICASSP 2018 

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Honk: A PyTorch Reimplementation of Convolutional Neural Networks for Keyword Spotting

Nov 28, 2017
Raphael Tang, Jimmy Lin

* 3 pages, 2 figures 

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