2026
The Confidence Trap: Gender Bias and Predictive Certainty in LLMs
AAAI 2026technical
The increased use of large language models (LLMs) in sensitive domains leads to growing interest in how their confidence scores correspond to fairness and bias. This study examines the alignment between LLM-predicted confidence and human-annotated bias judgments. Focusing on gender bias, the researc