Core Capabilities
Factuality Engine
Overview
OpenVals includes a dedicated factuality scoring engine designed to measure factual alignment, numeric precision, and contradiction avoidance in model generations.
Capabilities
Semantic factual alignment
Numeric consistency validation
Contradiction detection
Factual risk classification
Outputs
The engine outputs detailed factuality intelligence metadata:
- Factuality Score: A normalized score representing the level of factual alignment.
- Risk Level: The categorized risk of factual errors.
- Issues Detected: Detailed logs pinpointing specific contradictions or inaccuracies.