Hallucination Detection on SciQ (AUROC, F1-Score) benchmark leaderboard · SOTA2 Research

Hallucination Detection on SciQ (AUROC, F1-Score)

0.9328AUROCCausalGaze

Evaluation Results

Method	Links
CausalGaze2026.04		0.9328	82.83
HaluGNN2026.04		0.9217	84.02
CausalGaze2026.04		0.855	78.6
CausalGaze2026.04		0.839	77.01
HaluGNN2026.04		0.8343	72.73
HaluGNN2026.04		0.8336	76.49
SAPLMA2026.04		0.815	82
SAPLMA2026.04		0.7884	77.9
ICR-Probe2026.04		0.7793	78.26
ICR-Probe2026.04		0.7748	75.61
SAPLMA2026.04		0.773	77.67
ICR-Probe2026.04		0.7595	72.15
Semantic Entropy2026.04		0.6945	66.4
Semantic Entropy2026.04		0.682	67.97
SelfCheckGPT2026.04		0.679	68.3
Semantic Entropy2026.04		0.659	66.04
EigenScore2026.04		0.6474	63.46
EigenScore2026.04		0.632	64.62
LN-Entropy2026.04		0.6036	58.32
EigenScore2026.04		0.596	60.08
SelfCheckGPT2026.04		0.586	57.79
LLM-Check2026.04		0.5842	56.37
LN-Entropy2026.04		0.576	58.26
LLM-Check2026.04		0.5748	55.47
LLM-Check2026.04		0.5726	57.73
P(True)2026.04		0.5673	55.31
SelfCheckGPT2026.04		0.5593	52.6
Perplexity2026.04		0.547	55.83
P(True)2026.04		0.546	56.45
P(True)2026.04		0.538	54.49
Perplexity2026.04		0.534	54.77
Perplexity2026.04		0.526	52.56
LN-Entropy2026.04		0.524	52.56