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ResearchFormerly WizWand

Contextual Privacy Leakage Evaluation on PrivaCI-Bench

0Leakage RateCI-parametric steering
-2.93216.85936.6556.441Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CI-parametric steeringModel=Llama-3.1, alpha (α)=1.02026.030
CI-parametric steeringModel=Mistral, alpha (α)=1.02026.030.7
CI-parametric steeringModel=Mistral, alpha (α)=0.52026.032.4
Rep TuningModel=Mistral2026.034
Additive SteeringModel=Llama-3.1, alpha (α)=0.52026.0310
No SteeringModel=Mistral2026.0310.7
CI-parametric steeringModel=Qwen-2.5, alpha (α)=1.02026.0312
CI-parametric steeringModel=Qwen-2.5, alpha (α)=0.52026.0312.7
Additive SteeringModel=Qwen-2.5, alpha (α)=1.02026.0313.3
LoRRAModel=Llama-3.12026.0314
LoRRAModel=Qwen-2.52026.0314.7
CI-parametric steeringModel=Llama-3.1, alpha (α)=0.52026.0315.3
Additive SteeringModel=Qwen-2.5, alpha (α)=0.52026.0315.4
LoRRAModel=Mistral2026.0316
No SteeringModel=Qwen-2.52026.0316.5
No SteeringModel=Llama-3.12026.0318
LoRRAModel=Llama-22026.0318.7
Rep TuningModel=Qwen-2.52026.0318.7
CI-parametric steeringModel=Llama-2, alpha (α)=0.52026.0318.7
CI-parametric steeringModel=Llama-2, alpha (α)=1.02026.0319.3
No SteeringModel=Llama-22026.0322.5
Additive SteeringModel=Mistral, alpha (α)=1.02026.0330.7
Additive SteeringModel=Mistral, alpha (α)=0.52026.0340
Additive SteeringModel=Llama-2, alpha (α)=0.52026.0344
Rep TuningModel=Llama-3.12026.0346.7
Additive SteeringModel=Llama-3.1, alpha (α)=1.02026.0364.7
Rep TuningModel=Llama-22026.0365.3
Additive SteeringModel=Llama-2, alpha (α)=1.02026.0373.3