Token-Level Hallucination Detection on RAGognize
93.33AUROCRAGognizer
Evaluation results
| Method | Links | |
|---|---|---|
| RAGognizerDetector Category=White-box, Same-dataset evaluation=true, Proxy Generator=Qwen3-4B-Instruct-25072026.04 | 93.33 | |
| LookbackLensDetector Category=White-box, Same-dataset evaluation=true, Proxy Generator=Qwen3-4B-Instruct-25072026.04 | 77.79 | |
| HallucinationProbesDetector Category=White-box, Probe=LoRA-KL on LLaMA-3.1-8B (λKL = 0.05)2026.04 | 69.95 | |
| HDM-2-3BDetector Category=Black-box2026.04 | 68.72 | |
| LettuceDetect-LDetector Category=Black-box2026.04 | 61.04 | |
| PerplexityDetector Category=White-box, Proxy Generator=Qwen3-4B-Instruct-25072026.04 | 58.4 | |
| HaloScopeDetector Category=White-box, Same-dataset evaluation=true, Proxy Generator=Qwen3-4B-Instruct-25072026.04 | 48.41 |