cs.CL

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

arXiv:2605.05777v1 Announce Type: new
Abstract: Large language models (LLMs) have progressed rapidly in complex reasoning and question answering, yet LLM hallucination remains a central bottleneck that hinders practical deployment, especially for comm…