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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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Analyzing Assumptions in Conversation Disentanglement Research Through the Lens of a New Dataset and Model


Oct 25, 2018
Jonathan K. Kummerfeld, Sai R. Gouravajhala, Joseph Peper, Vignesh Athreya, Chulaka Gunasekara, Jatin Ganhotra, Siva Sankalp Patel, Lazaros Polymenakos, Walter S. Lasecki


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Learning End-to-End Goal-Oriented Dialog with Multiple Answers


Aug 24, 2018
Janarthanan Rajendran, Jatin Ganhotra, Satinder Singh, Lazaros Polymenakos

* EMNLP 2018. permuted-bAbI dialog tasks are available at - https://github.com/IBM/permuted-bAbI-dialog-tasks 

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Knowledge-based end-to-end memory networks


Apr 23, 2018
Jatin Ganhotra, Lazaros Polymenakos


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Named Entities troubling your Neural Methods? Build NE-Table: A neural approach for handling Named Entities


Apr 22, 2018
Janarthanan Rajendran, Jatin Ganhotra, Xiaoxiao Guo, Mo Yu, Satinder Singh


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