A conservative benchmark of contradiction detection and its limits in LLM hallucination evaluation
HalluDetector is best interpreted as a recall-oriented screen for explicit reference disagreement rather than a general detector of hallucination or semantic inadequacy, and results show that strong contradiction-detection performance on compact reference-answer benchmarks can substantially overstate reliability in non...