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Benchmarks
Anti-Sycophancy Steering on Anthropic Sycophancy Dataset (50 scenarios)
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48
ELEPHANT
CLiF + Clamp
32.4
36.45
40.5
44.55
Jun 23, 2026
ELEPHANT
Updated 1mo ago
Evaluation Results
Method
Method
Links
ELEPHANT
CLiF + Clamp
Approach=Steering (Our...
2026.06
48
Contrastive
Approach=Steering (Bas...
2026.06
47
Contrastive
Approach=Steering (Bas...
2026.06
45
Persona Vectors
Approach=Steering (Bas...
2026.06
43
CLiF + Clamp
Approach=Steering (Our...
2026.06
43
CLiF + Subtract
Approach=Steering (Our...
2026.06
42
CLiF + Clamp
Approach=Steering (Our...
2026.06
42
CLiF + Clamp
Approach=Steering (Our...
2026.06
42
CLiF + Subtract
Approach=Steering (Our...
2026.06
40
CLiF + Subtract
Approach=Steering (Our...
2026.06
40
Sharma et al. (2023)
Approach=Prompting (Ba...
2026.06
37
CLiF + Subtract
Approach=Steering (Our...
2026.06
37
CLiF + Subtract
Approach=Steering (Our...
2026.06
37
Wei et al. (2023)
Approach=Prompting (Ba...
2026.06
33
CLiF + Clamp
Approach=Steering (Our...
2026.06
33
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