Hallucination Detection & Faithfulness Measurement
Systematic techniques for measuring hallucination: atomic claim decomposition, decoupled NLI verification, and continuous output distribution telemetry.
Architectural Orientation
Part of the Safety & Hallucination Mitigation sub-track in Trust & Retrieval Engineering, Hallucination Detection & Faithfulness Measurement defines the critical patterns and verification criteria needed for production reliability.
Key Engineering Principles
Enforce strict input sanitization, JSON schema compliance, and post-generation guardrails to maintain system predictability.
Bind all prompt modifications to automated regression evaluation suites with quantitative threshold pass/fail assertions.
Stream token usage, p95 latency, model confidence scores, and hallucination indicators directly to enterprise OpenTelemetry collectors.
Implement atomic claim decomposition, NLI entailment scoring, and Wilson score confidence interval calculations.
Community Discussion & Feedback
Attributed peer feedback and official Netspective architecture notes.