Rethinking LLM Verification: Evidence Structure, Uncertainty, and Selective Refinement

Uma Ranjan, Kunal Tilaganji, Aditya Koul +9

Large language models (LLMs) often rely on shortcuts rather than systematic reasoning, raising safety concerns in medical applications. Allowing models to abstain when uncertain im…