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Question Answering on ARC Challenge (Sycophancy Rate)

46.7Sycophancy RateMHA Steering
46.41648.33350.2552.167Jan 23, 2026

Evaluation results

MethodLinks
MHA SteeringBackbone=Llama-3.2, Intervention=MHA Intervention2026.0146.7
Llama-3.2Intervention=System Prompt2026.0149.6
MHA SteeringBackbone=Gemma-3, Intervention=MHA Intervention2026.0151.5
Llama-3.2Intervention=Random MHA Intervention2026.0151.8
Gemma-3Intervention=None2026.0152.4
Gemma-3Intervention=Random MHA Intervention2026.0152.6
Llama-3.2Intervention=None2026.0153.4
Gemma-3Intervention=System Prompt2026.0153.8