Efficient Epistemic Uncertainty Estimation for Large Language Models via Knowledge Distillation

Seonghyeon Park, Jewon Yeom, Jaewon Sok +3

Quantifying uncertainty in Large Language Models (LLMs) is essential for mitigating hallucinations and enabling risk-aware deployment in safety-critical tasks. However, estimating…