Learning Under Label Noise for Robust Spoken Language Understanding systems. - Anoop Kumar; Pankaj Kumar Sharma; Aravind Illa; Sriram Venkatapathy; Subhrangshu Nandi; Pritam Varma; Anurag Dwarakanath; Aram Galstyan (INTERSPEECH, 2022)

Measuring and Mitigating Local Instability in Deep Neural Networks. - Arghya Datta; Subhrangshu Nandi; Jingcheng Xu; Greg Ver Steeg; He Xie; Anoop Kumar; Aram Galstyan (ACL (Findings), 2023)

Predicting Interaction Quality of Conversational Assistants With Spoken Language Understanding Model Confidences. - Yue Gao; Enrico Piovano; Tamer Soliman; Monir Moniruzzaman; Anoop Kumar; Melanie Bradford; Subhrangshu Nandi (CIKM, 2023)

Prompt Perturbation Consistency Learning for Robust Language Models. - Yao Qiang; Subhrangshu Nandi; Ninareh Mehrabi; Greg Ver Steeg; Anoop Kumar; Anna Rumshisky; Aram Galstyan (EACL (Findings), 2024)

SOP-Bench: Complex Industrial SOPs for Evaluating LLM Agents. - Subhrangshu Nandi; Arghya Datta; Nikhil Vichare; Indranil Bhattacharya; Huzefa Raja; Jing Xu; Shayan Ray; Giuseppe Carenini; Abhi Srivastava; Aaron Chan; Man Ho Woo; Amar Kandola; et al. (CoRR, 2025)