Semantic Calibration Prevails Where Token Confidence Fails: Benchmarking Long-Form Scientific QA

Philip Müller, Nicholas Popovič, Michael Färber +1

Reliable uncertainty quantification (UQ) is essential for safe deployment of large language models (LLMs) in scientific question answering, where long-form outputs exceed practical…