Consistent but Miscalibrated: Evaluating LLM Limitations for Risk Communication in Natural Language

Diego Cerda-Mardini, Sarath Chandar, Sreenath Madathil

LLMs are increasingly deployed as post-hoc explainers of AI-generated outputs, yet it remains unclear whether they can reliably communicate probabilistic information in natural lan…