TELOS Governance Benchmark Dataset: Out-of-Scope Detection for Task-Oriented Dialogue Systems

Benchmark results demonstrating the TELOS governance layer for purpose-aligned dialogue systems. TELOS provides continuous fidelity measurement of user-to-Ai alignment against an enterprise-declared Primacy Attractor (PA) to detect out-of-scope queries and conversational drift without requiring model fine-tuning. Key Results: - CLINC150 OOS Detection: 0% → 78% improvement with governance layer - MultiWOZ Drift Detection: 100% detection across all categories - Adversarial Resistance: Jailbreak attempts produce negative fidelity scores Benchmarks: - CLINC150 (Larson et al., 2019): Intent classification with out-of-scope detection - MultiWOZ 2.4 (Ye et al., 2022): Multi-domain task-oriented dialogue with injected drift Validation Status: Proof-of-concept validation on academic benchmarks. Not certified for production deployment without domain-specific calibration. License: Apache 2.0