11.4 Claim-PE Validation Gate
Building the MP-Ensemble with consensus voting for cricket fact verification.
Building the MP-Ensemble with consensus voting for cricket fact verification.
Intrinsic vs extrinsic hallucination, fabrication vs distortion, and event shadowing.
Regex, schema checks, policy engines, and boundary assertions for LLM output validation.
Self-evaluation, cross-model verification, and scoring rubrics for LLM output quality.
Triple-validation, consensus voting, and confidence thresholds in MP-Ensemble design.
Breaking narratives into atomic claims and building a typed claim taxonomy.
Combining rule engine + LLM judge + ensemble into a production validation gate.