Hallucination Detection
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
100AUC
3
Feb 26, 2026
84AUC
3
Feb 26, 2026
0.94AUC
3
Feb 26, 2026
54.3Macro F1
3
Feb 26, 2026
83.2Adversarial Accuracy (POPE)
2
Jun 11, 2026
68.7AUROC
2
May 28, 2026
61.7Hallucination F1
2
May 13, 2026
0.6AUROC (Token Entropy)
2
Apr 21, 2026
52.5Object-Relation Accuracy
2
Apr 15, 2026
57.3F1 Score
2
Mar 23, 2026
72.9Accuracy
2
Mar 13, 2026
1.24ES_IA
2
Feb 26, 2026
0.883AUC ROC
2
Feb 26, 2026
0.898AUC ROC
2
Feb 26, 2026
87.7Precision (Class 0)
1
May 13, 2026
1Margin AUROC
1
May 8, 2026
99.3Margin AUROC
1
May 8, 2026
0.287Groundedness (Gamma)
1
Feb 26, 2026
0.89AUC
1
Feb 26, 2026
94.5Coverage
1
Feb 26, 2026
—
—Primary metric
0
Feb 26, 2026
—
—Primary metric
0
Feb 26, 2026
—
—Primary metric
0
Feb 26, 2026