When Do Supervised UQ Ensembles Improve LLM Hallucination Detection? A Robustness Study

Mohit Singh Chauhan, Vipin Gyanchandani, Dylan Bouchard

Uncertainty quantification (UQ) methods are widely used for hallucination detection in large language models (LLMs) in closed-book settings where ground-truth evidence is unavailab…