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Seq2Edits: Sequence Transduction Using Span-level Edit Operations

Sep 23, 2020
Felix Stahlberg, Shankar Kumar

* Accepted at EMNLP 2020 

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Data Weighted Training Strategies for Grammatical Error Correction

Sep 09, 2020
Jared Lichtarge, Chris Alberti, Shankar Kumar

* Accepted to TACL (Transactions of the Association for Computational Linguistics) 

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Improving Tail Performance of a Deliberation E2E ASR Model Using a Large Text Corpus

Aug 25, 2020
Cal Peyser, Sepand Mavandadi, Tara N. Sainath, James Apfel, Ruoming Pang, Shankar Kumar


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Transformer Transducer: A Streamable Speech Recognition Model with Transformer Encoders and RNN-T Loss

Feb 14, 2020
Qian Zhang, Han Lu, Hasim Sak, Anshuman Tripathi, Erik McDermott, Stephen Koo, Shankar Kumar

* This is the final version of the paper submitted to the ICASSP 2020 on Oct 21, 2019 

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Corpora Generation for Grammatical Error Correction

Apr 10, 2019
Jared Lichtarge, Chris Alberti, Shankar Kumar, Noam Shazeer, Niki Parmar, Simon Tong

* Accepted at NAACL 2019. arXiv admin note: text overlap with arXiv:1811.01710 

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Neural Language Modeling with Visual Features

Mar 07, 2019
Antonios Anastasopoulos, Shankar Kumar, Hank Liao


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Lingvo: a Modular and Scalable Framework for Sequence-to-Sequence Modeling

Feb 21, 2019
Jonathan Shen, Patrick Nguyen, Yonghui Wu, Zhifeng Chen, Mia X. Chen, Ye Jia, Anjuli Kannan, Tara Sainath, Yuan Cao, Chung-Cheng Chiu, Yanzhang He, Jan Chorowski, Smit Hinsu, Stella Laurenzo, James Qin, Orhan Firat, Wolfgang Macherey, Suyog Gupta, Ankur Bapna, Shuyuan Zhang, Ruoming Pang, Ron J. Weiss, Rohit Prabhavalkar, Qiao Liang, Benoit Jacob, Bowen Liang, HyoukJoong Lee, Ciprian Chelba, Sébastien Jean, Bo Li, Melvin Johnson, Rohan Anil, Rajat Tibrewal, Xiaobing Liu, Akiko Eriguchi, Navdeep Jaitly, Naveen Ari, Colin Cherry, Parisa Haghani, Otavio Good, Youlong Cheng, Raziel Alvarez, Isaac Caswell, Wei-Ning Hsu, Zongheng Yang, Kuan-Chieh Wang, Ekaterina Gonina, Katrin Tomanek, Ben Vanik, Zelin Wu, Llion Jones, Mike Schuster, Yanping Huang, Dehao Chen, Kazuki Irie, George Foster, John Richardson, Klaus Macherey, Antoine Bruguier, Heiga Zen, Colin Raffel, Shankar Kumar, Kanishka Rao, David Rybach, Matthew Murray, Vijayaditya Peddinti, Maxim Krikun, Michiel A. U. Bacchiani, Thomas B. Jablin, Rob Suderman, Ian Williams, Benjamin Lee, Deepti Bhatia, Justin Carlson, Semih Yavuz, Yu Zhang, Ian McGraw, Max Galkin, Qi Ge, Golan Pundak, Chad Whipkey, Todd Wang, Uri Alon, Dmitry Lepikhin, Ye Tian, Sara Sabour, William Chan, Shubham Toshniwal, Baohua Liao, Michael Nirschl, Pat Rondon


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Weakly Supervised Grammatical Error Correction using Iterative Decoding

Oct 31, 2018
Jared Lichtarge, Christopher Alberti, Shankar Kumar, Noam Shazeer, Niki Parmar


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No Need for a Lexicon? Evaluating the Value of the Pronunciation Lexica in End-to-End Models

Dec 05, 2017
Tara N. Sainath, Rohit Prabhavalkar, Shankar Kumar, Seungji Lee, Anjuli Kannan, David Rybach, Vlad Schogol, Patrick Nguyen, Bo Li, Yonghui Wu, Zhifeng Chen, Chung-Cheng Chiu


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Lattice Rescoring Strategies for Long Short Term Memory Language Models in Speech Recognition

Nov 15, 2017
Shankar Kumar, Michael Nirschl, Daniel Holtmann-Rice, Hank Liao, Ananda Theertha Suresh, Felix Yu

* Proceedings of ASRU 2017 
* Accepted at ASRU 2017 

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NN-grams: Unifying neural network and n-gram language models for Speech Recognition

Jun 23, 2016
Babak Damavandi, Shankar Kumar, Noam Shazeer, Antoine Bruguier

* To be published in the proceedings of INTERSPEECH 2016 

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Multilingual Open Relation Extraction Using Cross-lingual Projection

Jun 05, 2015
Manaal Faruqui, Shankar Kumar

* Proceedings of NAACL 2015 

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Large Scale Language Modeling in Automatic Speech Recognition

Oct 31, 2012
Ciprian Chelba, Dan Bikel, Maria Shugrina, Patrick Nguyen, Shankar Kumar


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