Estimating the Black-box LLM Uncertainty with Distribution-Aligned Adversarial Distillation

Huizi Cui, Huan Ma, Qilin Wang +2

Large language models (LLMs) have progressed rapidly in complex reasoning and question answering, yet LLM hallucination remains a central bottleneck that hinders practical deployme…