The Score Granularity Gap in Black-Box LLM Classification: A Comparative Study of Confidence Constructions

Ao Sun, Tian Sun, Jiaxing Geng

Large language models (LLMs) are increasingly deployed as black-box classifiers in pipelines that automate confident decisions and route uncertain ones to human review. Such select…