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Towards End-to-End Integration of Dialog History for Improved Spoken Language Understanding


Apr 11, 2022
Vishal Sunder, Samuel Thomas, Hong-Kwang J. Kuo, Jatin Ganhotra, Brian Kingsbury, Eric Fosler-Lussier

* 5 pages, 1 figure 

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Integrating Dialog History into End-to-End Spoken Language Understanding Systems


Aug 18, 2021
Jatin Ganhotra, Samuel Thomas, Hong-Kwang J. Kuo, Sachindra Joshi, George Saon, Zoltán Tüske, Brian Kingsbury

* Interspeech 2021 

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Explaining Neural Network Predictions on Sentence Pairs via Learning Word-Group Masks


Apr 13, 2021
Hanjie Chen, Song Feng, Jatin Ganhotra, Hui Wan, Chulaka Gunasekara, Sachindra Joshi, Yangfeng Ji

* NAACL-HLT 2021 

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Does Dialog Length matter for Next Response Selection task? An Empirical Study


Jan 24, 2021
Jatin Ganhotra, Sachindra Joshi


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Conversational Document Prediction to Assist Customer Care Agents


Oct 05, 2020
Jatin Ganhotra, Haggai Roitman, Doron Cohen, Nathaniel Mills, Chulaka Gunasekara, Yosi Mass, Sachindra Joshi, Luis Lastras, David Konopnicki

* EMNLP 2020. The released Twitter dataset is available at: https://github.com/IBM/twitter-customer-care-document-prediction 

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Effects of Naturalistic Variation in Goal-Oriented Dialog


Oct 05, 2020
Jatin Ganhotra, Robert Moore, Sachindra Joshi, Kahini Wadhawan

* Findings of EMNLP 2020. The updated datasets are available at: https://github.com/IBM/naturalistic-variation-goal-oriented-dialog-datasets 

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Learning End-to-End Goal-Oriented Dialog with Maximal User Task Success and Minimal Human Agent Use


Jul 17, 2019
Janarthanan Rajendran, Jatin Ganhotra, Lazaros Polymenakos

* Transactions of the Association for Computational Linguistics 2019 Vol. 7, 375-386 
* Author final version of article accepted for publication in TACL - https://www.mitpressjournals.org/doi/full/10.1162/tacl_a_00274 and oral presentation at ACL 2019 

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Knowledge-incorporating ESIM models for Response Selection in Retrieval-based Dialog Systems


Jul 11, 2019
Jatin Ganhotra, Siva Sankalp Patel, Kshitij Fadnis

* Ranked 2nd on Ubuntu and 4th on Advising task in DSTC-7 Track 1. Accepted for an oral presentation at the DSTC-7 workshop at AAAI 2019 

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Quantized-Dialog Language Model for Goal-Oriented Conversational Systems


Dec 26, 2018
R. Chulaka Gunasekara, David Nahamoo, Lazaros C. Polymenakos, Jatin Ganhotra, Kshitij P. Fadnis


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