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Safety Alignment Breaking Prevention on StrongREJECT

0Harmful Score (%)CTRAP
-3.450819.842143.13566.4279Aug 28, 2025

Evaluation results

MethodLinks
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.0800.41
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.0800
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.0801.88
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.0800.35
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.0800
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0800.62
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.0800
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0800.73
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.080.321.54
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.080.320.32
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.080.640.73
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.080.640.58
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.080.640.97
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.080.961.31
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.080.960.51
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.081.280.22
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.081.60.61
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.081.60.25
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.081.920.33
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.081.920.22
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.085.751.45
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.085.750.3
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.089.271.98
BaseModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.0820.133.34
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0855.596.27
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.0860.066.48
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0860.069.51
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0866.459.07
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.0866.779.07
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.0868.379.17
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.0868.696.44
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.0869.019.09
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.0869.655.81
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0869.979.2
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.0871.258.43
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.0872.528.5
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.0872.849.33
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.0873.488.13
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.0873.486.92
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.0873.487.32
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.0873.489.15
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.0874.446.33
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0874.449.55
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.0875.089.12
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.0875.49.23
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.0875.529.46
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.0876.689.01
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.0876.687.92
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.0878.599.03
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.0879.239.55
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.0879.879.11
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.0879.879.61
BaseModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0880.839.69
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.0881.796.46
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.0881.798.88
BaseModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.0883.718.66
BaseModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.0884.037.63
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.0884.358.37
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.0884.989.22
BaseModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.0886.279.67