Stealth Sycophancy Detection on Three-source Sycophancy Benchmark (test) benchmark leaderboard · SOTA2 Research

Stealth Sycophancy Detection on Three-source Sycophancy Benchmark (test)

0.9567Spearman CorrelationDESG+EITE-stress

Evaluation Results

Method	Links
DESG+EITE-stress2026.05		0.9567	—	—	—	—	—	3,000
DESG-Ensemble2026.05		0.7896	93.53	92.18	98.72	89.7	100	3,000
ConcatANN2026.05		0.7374	92.02	92.12	98.62	85.33	100	3,000
DESG-Deep2026.05		0.66	84.62	80.13	89.18	84.54	90	3,000
DESG-GatedANN2026.05		0.6409	83.7	74.52	90.88	85.7	91.33	3,000
DESG-no-penalty-wall2026.05		0.5337	80.23	82.6	86.67	71.41	100	3,000
DESG-core2026.05		0.5337	80.23	82.6	86.67	71.41	100	3,000
DESG-no-momentum2026.05		0.4626	75.71	79.8	83.97	63.37	100	3,000
SymmetricState2026.05		0.2548	62.39	62.39	56.8	68	100	3,000
Praetor-7B2026.05		0.2234	25.59	24.79	19.17	32.83	95.67	600
TRACT2026.05		0.1179	59.72	46.48	55.34	77.34	83	600
LCM-learned2026.05		0.0248	76.67	62.28	78.87	88.87	98	3,000
Prometheus-22026.05		0.0078	35.35	29.59	29.81	46.66	76.23	598
Auto-J2026.05		-0.0422	33.07	31.44	30.62	37.16	56.85	553
SentenceBERT-kNN2026.05		-0.1036	39.11	26.42	48.14	42.76	48.67	600
DeepSeekJudge2026.05		-0.1365	58.76	43.25	51.06	81.98	82	3,000
BERTScore2026.05		-0.2843	73.9	65.31	83.08	73.31	77.67	600