Abnormal Behavior Detection on Alpaca GPT4 (test)
100AccuracyAbnorDetector-Full
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AbnorDetector-FullBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | — | |
| AbnorDetector-FullBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | — | |
| AbnorDetector-LiteBase Model=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 99.67 | 0.2222 | — | |
| AbnorDetector-FullBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.125, beta (β)=0.1252025.04 | 99.67 | 0.2222 | — | |
| AbnorDetector-FullBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 99.33 | 0.2222 | — | |
| AbnorDetector-LiteBase Model=Llama-2-7b-chat, alpha (α)=0.5, beta (β)=0.52025.04 | 99 | 0 | — | |
| AbnorDetector-FullBase Model=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 99 | 0 | — | |
| AbnorDetector-FullBase Model=Llama-2-7b-chat, alpha (α)=0.125, beta (β)=0.1252025.04 | 99 | 0 | — | |
| AbnorDetector-FullBase Model=Gemma-7b-it, alpha (α)=0.125, beta (β)=0.1252025.04 | 99 | 0.6667 | — | |
| GradSafeBase Model=Llama-2-7b-chat2025.04 | 99 | — | — | |
| AbnorDetector-FullBase Model=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 98.33 | 0.2222 | — | |
| AbnorDetector-LiteBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.5, beta (β)=0.52025.04 | 98 | 0 | — | |
| AbnorDetector-LiteBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.5, beta (β)=0.52025.04 | 98 | 0 | — | |
| AbnorDetector-LiteBase Model=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 97.67 | 0.2222 | — | |
| AbnorDetector-LiteBase Model=Gemma-7b-it, alpha (α)=0.5, beta (β)=0.52025.04 | 95.67 | 0.2222 | — | |
| AbnorDetector-LiteBase Model=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 92 | 0 | — | |
| AbnorDetector-LiteBase Model=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 90.67 | 4.2222 | — |