INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Language Models. - H. S. V. N. S. Kowndinya Renduchintala; Krishnateja Killamsetty; Sumit Bhatia; Milan Aggarwal; Ganesh Ramakrishnan; Rishabh K. Iyer; Balaji Krishnamurthy (EMNLP (Findings), 2023)

INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Large Language Models. - H. S. V. N. S. Kowndinya Renduchintala; Krishnateja Killamsetty; Sumit Bhatia; Milan Aggarwal; Ganesh Ramakrishnan; Rishabh K. Iyer; Balaji Krishnamurthy (CoRR, 2023)

SMART: Submodular Data Mixture Strategy for Instruction Tuning. - H. S. V. N. S. Kowndinya Renduchintala; Sumit Bhatia; Ganesh Ramakrishnan (ACL (Findings), 2024)

POSIX: A Prompt Sensitivity Index For Large Language Models. - Anwoy Chatterjee; H. S. V. N. S. Kowndinya Renduchintala; Sumit Bhatia; Tanmoy Chakraborty 002 (EMNLP (Findings), 2024)

On the Effect of Instruction Tuning Loss on Generalization. - Anwoy Chatterjee; H. S. V. N. S. Kowndinya Renduchintala; Sumit Bhatia; Tanmoy Chakraborty 002 (CoRR, 2025)