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Data-Efficiency with a Single GPU: An Exploration of Transfer Methods for Small Language Models


Oct 08, 2022
Alon Albalak, Akshat Shrivastava, Chinnadhurai Sankar, Adithya Sagar, Mike Ross

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KETOD: Knowledge-Enriched Task-Oriented Dialogue


May 11, 2022
Zhiyu Chen, Bing Liu, Seungwhan Moon, Chinnadhurai Sankar, Paul Crook, William Yang Wang

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* NAACL 2022 Findings 

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Database Search Results Disambiguation for Task-Oriented Dialog Systems


Dec 15, 2021
Kun Qian, Ahmad Beirami, Satwik Kottur, Shahin Shayandeh, Paul Crook, Alborz Geramifard, Zhou Yu, Chinnadhurai Sankar

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CheckDST: Measuring Real-World Generalization of Dialogue State Tracking Performance


Dec 15, 2021
Hyundong Cho, Chinnadhurai Sankar, Christopher Lin, Kaushik Ram Sadagopan, Shahin Shayandeh, Asli Celikyilmaz, Jonathan May, Ahmad Beirami

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DAIR: Data Augmented Invariant Regularization


Oct 21, 2021
Tianjian Huang, Shaunak Halbe, Chinnadhurai Sankar, Pooyan Amini, Satwik Kottur, Alborz Geramifard, Meisam Razaviyayn, Ahmad Beirami

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* 15 pages 

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Annotation Inconsistency and Entity Bias in MultiWOZ


May 29, 2021
Kun Qian, Ahmad Beirami, Zhouhan Lin, Ankita De, Alborz Geramifard, Zhou Yu, Chinnadhurai Sankar

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* Accepted by SIGDIAL 2021 

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DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded Dialogue


Jan 01, 2021
Hung Le, Chinnadhurai Sankar, Seungwhan Moon, Ahmad Beirami, Alborz Geramifard, Satwik Kottur

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* 16 pages,11 figures, 3 tables 

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ProFormer: Towards On-Device LSH Projection Based Transformers


Apr 13, 2020
Chinnadhurai Sankar, Sujith Ravi, Zornitsa Kozareva

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Neural Assistant: Joint Action Prediction, Response Generation, and Latent Knowledge Reasoning


Oct 31, 2019
Arvind Neelakantan, Semih Yavuz, Sharan Narang, Vishaal Prasad, Ben Goodrich, Daniel Duckworth, Chinnadhurai Sankar, Xifeng Yan

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Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset


Sep 01, 2019
Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, Arvind Neelakantan, Daniel Duckworth, Semih Yavuz, Ben Goodrich, Amit Dubey, Andy Cedilnik, Kyu-Young Kim

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* To appear at EMNLP 2019 

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