📄️ 6.1 Types of Hallucination
Intrinsic vs extrinsic hallucination, fabrication vs distortion, and event shadowing.
📄️ 6.2 Rule-Based Validation
Regex, schema checks, policy engines, and boundary assertions for LLM output validation.
📄️ 6.3 LLM-as-Judge
Self-evaluation, cross-model verification, and scoring rubrics for LLM output quality.
📄️ 6.4 Multi-Pass Validation
Triple-validation, consensus voting, and confidence thresholds in MP-Ensemble design.
📄️ 6.5 Claim Decomposition
Breaking narratives into atomic claims and building a typed claim taxonomy.
📄️ 6.6 Validation Pipeline
Combining rule engine + LLM judge + ensemble into a production validation gate.