2 papers
cs.AI2026
Socratic Students: Teaching Language Models to Learn by Asking Questions
Rajeev Bhatt Ambati, Tianyi Niu, Aashu Singh +3
Large language Models (LLMs) are usually used to answer questions, but many high-stakes applications (e.g., tutoring, clinical support) require the complementary skill of asking qu…
cs.LG2025
MarginSel : Max-Margin Demonstration Selection for LLMs
Rajeev Bhatt Ambati, James Lester, Shashank Srivastava +1
Large Language Models (LLMs) excel at few-shot learning via in-context learning (ICL). However, the effectiveness of ICL is often sensitive to the selection and ordering of demonst…