Automatic Discovery of Novel Intents & Domains from Text Utterances. - Nikhita Vedula; Rahul Gupta 001; Aman Alok; Mukund Sridhar (CoRR, 2020)

Zero-shot Generalization in Dialog State Tracking through Generative Question Answering. - Shuyang Li; Jin Cao 003; Mukund Sridhar; Henghui Zhu; Shang-Wen Li 001; Wael Hamza; Julian J. McAuley (EACL, 2021)

Towards Realistic Single-Task Continuous Learning Research for NER. - Justin Payan; Yuval Merhav; He Xie; Satyapriya Krishna; Anil Ramakrishna; Mukund Sridhar; Rahul Gupta 001 (EMNLP (Findings), 2021)

Knowledge Informed Semantic Parsing for Conversational Question Answering. - Raghuveer Thirukovalluru; Mukund Sridhar; Dung Thai; Shruti Chanumolu; Nicholas Monath; Sankaranarayanan Ananthakrishnan; Andrew McCallum (RepL4NLP@ACL-IJCNLP, 2021)

Advin: Automatically Discovering Novel Domains and Intents from User Text Utterances. - Nikhita Vedula; Rahul Gupta 001; Aman Alok; Mukund Sridhar; Shankar Ananthakrishnan (ICASSP, 2022)

Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems. - Jack FitzGerald; Shankar Ananthakrishnan; Konstantine Arkoudas; Davide Bernardi; Abhishek Bhagia; Claudio Delli Bovi; Jin Cao 003; Rakesh Chada; Amit Chauhan; Luoxin Chen; Anurag Dwarakanath; Satyam Dwivedi; et al. (KDD, 2022)

Instilling Type Knowledge in Language Models via Multi-Task QA. - Shuyang Li; Mukund Sridhar; Chandana Satya Prakash; Jin Cao 003; Wael Hamza; Julian J. McAuley (NAACL-HLT (Findings), 2022)

Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems. - Jack FitzGerald; Shankar Ananthakrishnan; Konstantine Arkoudas; Davide Bernardi; Abhishek Bhagia; Claudio Delli Bovi; Jin Cao 003; Rakesh Chada; Amit Chauhan; Luoxin Chen; Anurag Dwarakanath; Satyam Dwivedi; et al. (CoRR, 2022)

AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model. - Saleh Soltan; Shankar Ananthakrishnan; Jack FitzGerald; Rahul Gupta 001; Wael Hamza; Haidar Khan; Charith Peris; Stephen Rawls; Andy Rosenbaum; Anna Rumshisky; Chandana Satya Prakash; Mukund Sridhar; et al. (CoRR, 2022)

An Empirical Analysis of Leveraging Knowledge for Low-Resource Task-Oriented Semantic Parsing. - Mayank Kulkarni; Aoxiao Zhong; Nicolas Guenon des Mesnards; Sahar Movaghati; Mukund Sridhar; He Xie; Jianhua Lu (ACL (Findings), 2023)

Low-Resource Compositional Semantic Parsing with Concept Pretraining. - Subendhu Rongali; Mukund Sridhar; Haidar Khan; Konstantine Arkoudas; Wael Hamza; Andrew McCallum (EACL, 2023)