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ResearchFormerly WizWand

Sycophancy Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Social Sycophancy (Held-out)

91.9AUROC

16

Jun 8, 2026

Anthropic Sycophancy Dataset

Contrastive + LR

98.3Accuracy

14

Jun 26, 2026

Culture Dataset

98.3Accuracy

12

Jun 26, 2026

Office Scenarios Dataset

98.3Accuracy

12

Jun 26, 2026

Non-US Policy Dataset

100Accuracy

12

Jun 26, 2026

Sycophancy benchmark (full evaluation set)

0.732AUROC

12

Feb 26, 2026

LURE Truthfulness

10Sycophancy Rate

10

May 27, 2026

SYCON-Bench raw n=100

68Sycophancy Rate

10

May 27, 2026