Whether the agent expresses calibrated uncertainty
Whether the agent refuses to answer when unsure
Total knowledge claims made from internal knowledge
Claims that could not be verified
Claims verified as correct
Claims verified as incorrect (hallucinations)
Factuality Dimensions — inspired by Google DeepMind FACTS benchmark
Three orthogonal factuality axes:
Each dimension is scored 0-100 with evidence-based assessment.