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Token-Level Hallucination Detection on HDM-Bench

77.03AUROCRAGognizer
58.902863.608968.31573.0211Apr 17, 2026

Evaluation results

MethodLinks
RAGognizerDetector Category=White-box, Proxy Generator=Qwen3-4B-Instruct-25072026.0477.03
HallucinationProbesDetector Category=White-box, Probe=LoRA-KL on LLaMA-3.1-8B (λKL = 0.05)2026.0476.38
HDM-2-3BDetector Category=Black-box, Same-dataset evaluation=true2026.0474.99
LettuceDetect-LDetector Category=Black-box2026.0469
PerplexityDetector Category=White-box, Proxy Generator=Qwen3-4B-Instruct-25072026.0459.6