Safety Evaluation on SafetyBench en
81.2Avg ScoreROSE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ROSEbackbone=Qwen-chat-14B, zero-shot=true2024.02 | 81.2 | 82.7 | 88 | 88.6 | 76.7 | 89.6 | 84.4 | 64.4 | |
| Qwen-chat-14Bdecoding=Regular, zero-shot=true2024.02 | 80.8 | 82.9 | 87.8 | 89 | 76 | 88.6 | 83.8 | 63.8 | |
| ROSEbackbone=Internlm-chat-20B, zero-shot=true2024.02 | 79 | 78.5 | 81.2 | 86.5 | 78.4 | 80.4 | 79.4 | 70.8 | |
| Internlm-chat-20Bdecoding=Regular, zero-shot=true2024.02 | 78 | 77.6 | 82 | 85.9 | 76.7 | 79 | 78.9 | 68.4 | |
| ROSEbackbone=Qwen-chat-7B, zero-shot=true2024.02 | 74.3 | 71.9 | 74.2 | 83.7 | 71.3 | 76.5 | 74.4 | 70.7 | |
| Qwen-chat-7Bdecoding=Regular, zero-shot=true2024.02 | 73.8 | 71 | 76 | 83.6 | 66.1 | 76.3 | 76 | 70.5 | |
| ROSEbackbone=Internlm-chat-7B, zero-shot=true2024.02 | 73.4 | 72.2 | 76.3 | 80.9 | 69 | 74.1 | 77.4 | 67 | |
| Internlm-chat-7Bdecoding=Regular, zero-shot=true2024.02 | 72.7 | 71.7 | 76.3 | 79.9 | 68 | 72.1 | 76.5 | 66.5 | |
| PUGCBase Model=Mistral-7B-Instruct-v0.2, Setting=zero-shot, Language=English2025.06 | 72 | 68.4 | 74.2 | 77.5 | 69.5 | 72.5 | 75.9 | 68.2 | |
| SFTBase Model=Mistral-7B-Instruct-v0.2, Setting=zero-shot, Language=English2025.06 | 71.9 | 68.4 | 74.3 | 77.4 | 69.1 | 72.7 | 75.8 | 68.2 | |
| PUGC+Unsafe UGCBase Model=Mistral-7B-Instruct-v0.2, Setting=zero-shot, Language=English, Data=Contaminated with 1,000 unsafe responses2025.06 | 71.5 | 67.9 | 73.5 | 77 | 68.9 | 71.8 | 75.3 | 67.4 | |
| UltraFeedbackBase Model=Mistral-7B-Instruct-v0.2, Setting=zero-shot, Language=English, Data=on-policy preference data2025.06 | 70.4 | 67.4 | 72.6 | 78.2 | 70.6 | 69.6 | 76.8 | 61 | |
| ROSEbackbone=Chinese-Alpaca-13B, zero-shot=true2024.02 | 69.5 | 69.2 | 73.6 | 78.4 | 61.7 | 69.2 | 72.3 | 64.5 | |
| Chinese-Alpaca-13Bdecoding=Regular, zero-shot=true2024.02 | 68.2 | 64.8 | 72.2 | 76.9 | 64.8 | 62.4 | 72.2 | 64.8 | |
| ROSEbackbone=Alpaca-13B, zero-shot=true2024.02 | 66.7 | 65.5 | 68.8 | 74.6 | 66.6 | 62.1 | 71.7 | 58.7 | |
| Alpaca-13Bdecoding=Regular, zero-shot=true2024.02 | 66.1 | 65.1 | 68.4 | 74.3 | 66.6 | 60.8 | 72.4 | 56.3 | |
| ROSEbackbone=Vicuna-13B, zero-shot=true2024.02 | 66.1 | 64 | 69.7 | 78 | 65.1 | 64.2 | 71.6 | 53.4 | |
| Vicuna-13Bdecoding=Regular, zero-shot=true2024.02 | 65.2 | 62.8 | 69.8 | 76.8 | 57.8 | 63.1 | 71.7 | 57.6 | |
| ROSEbackbone=Chinese-Alpaca-7B, zero-shot=true2024.02 | 62.6 | 59 | 61.8 | 70.4 | 62.8 | 58 | 62.5 | 63.1 | |
| Chinese-Alpaca-7Bdecoding=Regular, zero-shot=true2024.02 | 61.9 | 60 | 61.7 | 70 | 63.7 | 57.4 | 62.3 | 58 | |
| ROSEbackbone=Alpaca-7B, zero-shot=true2024.02 | 60.7 | 59.2 | 57.5 | 67.6 | 64.7 | 58.4 | 63.3 | 55.3 | |
| Alpaca-7Bdecoding=Regular, zero-shot=true2024.02 | 60.2 | 59.5 | 56.6 | 68.5 | 64.2 | 57.8 | 63.2 | 53 | |
| ROSEbackbone=Vicuna-7B, zero-shot=true2024.02 | 57.8 | 53.2 | 58.5 | 66.2 | 57.1 | 56.4 | 60.6 | 54.4 | |
| Vicuna-7Bdecoding=Regular, zero-shot=true2024.02 | 56.8 | 51.3 | 59.2 | 65 | 53.4 | 54.7 | 61.2 | 54.8 | |
| Randomzero-shot=true2024.02 | 36.7 | 36.4 | 26 | 28 | 49.5 | 34.5 | 27.6 | 49.9 |