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Sycophancy Resistance on Held-out MCQ sycophancy benchmark (aggregate)

74MCQ Aggregate ScoreInstruction Tuned
64.6467.0769.571.93Jun 4, 2026

Evaluation results

MethodLinks
Instruction Tuned2026.06746880
BCT2026.0670.86477.5
MLP Consistency Training (MLPCT)2026.0666.86766.5
ACT2026.0665.36565.5
Attention Consistency Training (AttCT)2026.0665.36466.5
Baseline2026.06656169