Abnormal Behavior Detection on GCG (test)
100AccuracyAbnorDetector-Full
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AbnorDetector-FullBase Model=Llama-2-7b-chat, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 99.5 | |
| AbnorDetector-LiteBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.5, beta (β)=0.52025.04 | 100 | 0 | 99.01 | |
| AbnorDetector-FullBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 99.67 | |
| AbnorDetector-FullBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 99.84 | |
| AbnorDetector-LiteBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.5, beta (β)=0.52025.04 | 100 | 0 | 99.01 | |
| AbnorDetector-FullBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase Model=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 99.17 | |
| AbnorDetector-FullBase Model=Gemma-7b-it, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 99.5 | |
| AbnorDetector-FullBase Model=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 99.67 | 0.2222 | 99.34 | |
| AbnorDetector-LiteBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 98.67 | 0.2222 | 98.18 | |
| AbnorDetector-LiteBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 98.33 | 0.8889 | 94.7 | |
| AbnorDetector-LiteBase Model=Llama-2-7b-chat, alpha (α)=0.5, beta (β)=0.52025.04 | 98 | 0.6667 | 98.49 | |
| AbnorDetector-LiteBase Model=Gemma-7b-it, alpha (α)=0.5, beta (β)=0.52025.04 | 97.33 | 1.5556 | 96.53 | |
| AbnorDetector-LiteBase Model=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 91 | 0.6667 | 91.46 | |
| AbnorDetector-LiteBase Model=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 86.67 | 0.2222 | 92.7 | |
| GradSafeBase Model=Llama-2-7b-chat2025.04 | 41 | — | — |