Model Efficiency on AdvBench
1.37ATGRSmoothLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| SmoothLLMBackbone=R1-Qwen-7B2025.08 | 1.37 | |
| SmoothLLMBackbone=R1-Llama-8B2025.08 | 1.35 | |
| ParaphraseBackbone=R1-Llama-8B2025.08 | 1.29 | |
| ParaphraseBackbone=R1-Qwen-7B2025.08 | 1.22 | |
| SafeDecodingBackbone=R1-Llama-8B2025.08 | 1.1 | |
| SafeDecodingBackbone=R1-Qwen-7B2025.08 | 1.09 | |
| ReasoningGuardBackbone=R1-Llama-8B2025.08 | 1.09 | |
| ReasoningGuardBackbone=R1-Qwen-7B2025.08 | 1.05 | |
| ThinkingIBackbone=R1-Qwen-7B2025.08 | 1.03 | |
| ThinkingIBackbone=R1-Llama-8B2025.08 | 1.02 | |
| SAFEPATH-ZSBackbone=R1-Qwen-7B2025.08 | 1.02 | |
| SAFEPATH-ZSBackbone=R1-Llama-8B2025.08 | 1.02 | |
| Self-ReminderBackbone=R1-Llama-8B2025.08 | 1.01 | |
| RealSafe-R1Backbone=R1-Qwen-7B2025.08 | 1 | |
| RealSafe-R1Backbone=R1-Llama-8B2025.08 | 1 | |
| SAFEPATH-FTBackbone=R1-Qwen-7B2025.08 | 1 | |
| SAFEPATH-FTBackbone=R1-Llama-8B2025.08 | 1 | |
| SafeKeyBackbone=R1-Qwen-7B2025.08 | 1 | |
| SafeKeyBackbone=R1-Llama-8B2025.08 | 1 | |
| Self-ReminderBackbone=R1-Qwen-7B2025.08 | 1 |