"""Evidence verification and grounding for Intelligence Pipeline v3. This package provides: - Offset, entity association, and numeric consistency verification - Rejected-candidate storage with structured reason codes - A compact entailment verifier scaffold (keyword-overlap baseline) - Evidence coverage and unsupported-claim metrics - Aggregated verification metrics for dashboards and promotion gates """ from services.intelligence_pipeline_v3.verification.coverage import ( CoverageMetrics, FieldEvidence, compute_coverage, ) from services.intelligence_pipeline_v3.verification.entailment import ( EntailmentResult, EntailmentVerifier, ) from services.intelligence_pipeline_v3.verification.metrics import ( VerificationMetrics, compute_verification_metrics, ) from services.intelligence_pipeline_v3.verification.models import ( AssociationVerification, NumericVerification, OffsetVerification, RejectedCandidate, RejectionReason, VerificationReport, ) from services.intelligence_pipeline_v3.verification.rejected_store import ( RejectedCandidateStore, ) from services.intelligence_pipeline_v3.verification.verifier import EvidenceVerifier __all__ = [ "AssociationVerification", "CoverageMetrics", "EntailmentResult", "EntailmentVerifier", "EvidenceVerifier", "FieldEvidence", "NumericVerification", "OffsetVerification", "RejectedCandidate", "RejectedCandidateStore", "RejectionReason", "VerificationMetrics", "VerificationReport", "compute_coverage", "compute_verification_metrics", ]