Abnormal Behavior Detection on LAA (test)
100AccuracyAbnorDetector-Lite
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AbnorDetector-LiteBase Model=Llama-2-7b-chat, alpha (α)=0.5, beta (β)=0.52025.04 | 100 | 0 | 99.5 | |
| AbnorDetector-FullBase Model=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 99.5 | |
| 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-LiteBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 95.54 | |
| 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-LiteBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 98.85 | |
| 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-LiteBase Model=Gemma-7b-it, alpha (α)=0.5, beta (β)=0.52025.04 | 100 | 0 | 97.88 | |
| AbnorDetector-LiteBase Model=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 96.15 | |
| 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-LiteBase Model=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 95.67 | 6.8889 | 97.62 | |
| GradSafeBase Model=Llama-2-7b-chat2025.04 | 0 | 0 | — |