Safety Evaluation on SafetyBench zh
83.2Avg ScoreROSE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ROSEbackbone=Qwen-chat-14B, zero-shot=true2024.02 | 83.2 | 86.6 | 90.9 | 93.3 | 76.8 | 89.1 | 88.2 | 63.3 | |
| Qwen-chat-14Bdecoding=Regular, zero-shot=true2024.02 | 82.8 | 86.7 | 91.4 | 93.4 | 75.4 | 89 | 88.9 | 61.3 | |
| ROSEbackbone=Internlm-chat-20B, zero-shot=true2024.02 | 81.2 | 82.6 | 86.8 | 90.3 | 75.7 | 81.5 | 83.4 | 70.4 | |
| Internlm-chat-20Bdecoding=Regular, zero-shot=true2024.02 | 80 | 80.9 | 85.7 | 89.1 | 75.1 | 78.2 | 81.3 | 71.3 | |
| ROSEbackbone=Qwen-chat-7B, zero-shot=true2024.02 | 78.3 | 79.9 | 83.6 | 89.2 | 75.4 | 74.9 | 80.4 | 66 | |
| Qwen-chat-7Bdecoding=Regular, zero-shot=true2024.02 | 77.8 | 80.1 | 83.7 | 89.5 | 75.6 | 73.8 | 81.1 | 62.3 | |
| ROSEbackbone=Internlm-chat-7B, zero-shot=true2024.02 | 77 | 76.3 | 82.1 | 87.2 | 73.5 | 73.1 | 78.9 | 68.8 | |
| Internlm-chat-7Bdecoding=Regular, zero-shot=true2024.02 | 73.3 | 72.5 | 79 | 82.5 | 67.2 | 67.7 | 75.8 | 68.4 | |
| ROSEbackbone=Chinese-Alpaca-13B, zero-shot=true2024.02 | 72.1 | 71.8 | 78.3 | 83.6 | 69.5 | 71.1 | 77.2 | 57.1 | |
| Chinese-Alpaca-13Bdecoding=Regular, zero-shot=true2024.02 | 69.9 | 70.2 | 78.2 | 82.5 | 67 | 67.7 | 77 | 50.5 | |
| ROSEbackbone=Chinese-Alpaca-7B, zero-shot=true2024.02 | 64.4 | 61 | 65.7 | 73.4 | 62.2 | 54.7 | 68.4 | 64.5 | |
| ROSEbackbone=Alpaca-13B, zero-shot=true2024.02 | 64.3 | 61.3 | 70.1 | 71 | 61.7 | 53.4 | 67.3 | 63.2 | |
| Chinese-Alpaca-7Bdecoding=Regular, zero-shot=true2024.02 | 63.9 | 60 | 65.4 | 72.9 | 60.5 | 55.7 | 68.8 | 63.6 | |
| Alpaca-13Bdecoding=Regular, zero-shot=true2024.02 | 63.1 | 61.4 | 70.8 | 71.3 | 64.9 | 51.6 | 68.2 | 52.5 | |
| ROSEbackbone=Vicuna-13B, zero-shot=true2024.02 | 59.6 | 55.1 | 61.1 | 68.5 | 58.3 | 54.7 | 66.9 | 54.8 | |
| Vicuna-13Bdecoding=Regular, zero-shot=true2024.02 | 57.8 | 53.1 | 61 | 67.2 | 52.2 | 50.4 | 67.6 | 54.9 | |
| ROSEbackbone=Alpaca-7B, zero-shot=true2024.02 | 57.6 | 53.2 | 54.9 | 61.4 | 63.7 | 51.2 | 59.8 | 58 | |
| Alpaca-7Bdecoding=Regular, zero-shot=true2024.02 | 56 | 52 | 54.9 | 59.8 | 62.8 | 50.9 | 59.2 | 54.5 | |
| ROSEbackbone=Vicuna-7B, zero-shot=true2024.02 | 50.9 | 46.6 | 45.1 | 56.3 | 55.3 | 43.5 | 52.7 | 55.3 | |
| Vicuna-7Bdecoding=Regular, zero-shot=true2024.02 | 49.6 | 44.9 | 44.5 | 54.5 | 54.6 | 42.6 | 48 | 55.4 | |
| Randomzero-shot=true2024.02 | 36.7 | 36.4 | 26 | 28 | 49.5 | 34.5 | 27.6 | 49.9 |