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ResearchFormerly WizWand

Safety Alignment Breaking Prevention on HarmBench

0Harmful Score (%)TokenBuncher
-2.614.9532.550.05Aug 28, 2025
Updated 5mo ago

Evaluation results

MethodLinks
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.0801.29
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.0800.76
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.0802.26
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.0800.97
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0801.18
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.0800.26
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.0800.43
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0801.04
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.080.251.22
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.080.50.64
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.080.752.62
TokenBuncherModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.080.752.44
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.080.750.59
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.080.750.32
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.0811.58
TokenBuncherModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.0810.43
TokenBuncherModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.081.250.56
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.0832
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.0842.87
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.0861.13
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=w/o-attack2025.087.754.2
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.087.750.68
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=w/o-attack2025.0813.754.04
BaseModel=Mistral-8B-Instruct, Harmful-RL version=w/o-attack2025.0821.56.24
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0826.755.66
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.0828.755.99
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0828.758.67
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.0833.56.38
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.0833.58.44
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.0834.56.04
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.0837.56.01
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.08407.6
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.08406.86
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.08418.23
CTRAPModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.08426.52
CTRAPModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.08428.3
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.0842.256.12
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.0842.759.13
CTRAPModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.08437.3
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0843.758.7
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.0844.259.08
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.08459.04
BaseModel=Qwen2.5-7B-Instruct, Harmful-RL version=RLOO2025.0845.58.96
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.0845.758.83
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=RLOO2025.0846.58.78
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0846.59.24
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.0846.758.99
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=PPO2025.0846.758.66
BaseModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.0847.758.48
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=PPO2025.0848.58.53
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=GRPO2025.0848.58.98
RepNoiseModel=Qwen2.5-7B-Instruct, Harmful-RL version=REIN++2025.08499.09
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=GRPO2025.0849.758.35
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.0850.59.03
BaseModel=Mistral-8B-Instruct, Harmful-RL version=RLOO2025.0850.759.51
BaseModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.0851.259.32
BaseModel=Mistral-8B-Instruct, Harmful-RL version=PPO2025.08528.54
RepNoiseModel=Mistral-8B-Instruct, Harmful-RL version=REIN++2025.0853.255.99
BaseModel=Mistral-8B-Instruct, Harmful-RL version=GRPO2025.0856.58.84
RepNoiseModel=Qwen2.5-3B-Instruct, Harmful-RL version=REIN++2025.08656.86