Anti-Sycophancy Steering on Anthropic Sycophancy Dataset (50 scenarios)
48ELEPHANTCLiF + Clamp
Evaluation results
| Method | Links | |
|---|---|---|
| CLiF + ClampApproach=Steering (Ours), Config=Level 12026.06 | 48 | |
| ContrastiveApproach=Steering (Baselines), Config=Clamp2026.06 | 47 | |
| ContrastiveApproach=Steering (Baselines), Config=Addition2026.06 | 45 | |
| Persona VectorsApproach=Steering (Baselines)2026.06 | 43 | |
| CLiF + ClampApproach=Steering (Ours), Config=Level 32026.06 | 43 | |
| CLiF + SubtractApproach=Steering (Ours), Config=Level 12026.06 | 42 | |
| CLiF + ClampApproach=Steering (Ours), Config=Level 22026.06 | 42 | |
| CLiF + ClampApproach=Steering (Ours), Config=One-sided2026.06 | 42 | |
| CLiF + SubtractApproach=Steering (Ours), Config=Level 22026.06 | 40 | |
| CLiF + SubtractApproach=Steering (Ours), Config=All2026.06 | 40 | |
| Sharma et al. (2023)Approach=Prompting (Baselines)2026.06 | 37 | |
| CLiF + SubtractApproach=Steering (Ours), Config=Level 32026.06 | 37 | |
| CLiF + SubtractApproach=Steering (Ours), Config=One-sided2026.06 | 37 | |
| Wei et al. (2023)Approach=Prompting (Baselines)2026.06 | 33 | |
| CLiF + ClampApproach=Steering (Ours), Config=All2026.06 | 33 |