DDoS Attack Classification on CIC-IoT 2023
1ICMP ScoreGemma3 4B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Gemma3 4BReasoning Method=Short KB2026.01 | 1 | 1 | 0.33 | 1 | 0.98 | 0 | 0.72 | |
| Gemma3 4BReasoning Method=One-Shot2026.01 | 1 | 0.95 | 0.68 | 0.95 | 0.98 | 0.8 | 0.89 | |
| Gemma3 4BReasoning Method=Few-Shot2026.01 | 1 | 0.97 | 0.47 | 0.86 | 0.98 | 0.58 | 0.81 | |
| Llama 3.2 3BReasoning Method=Short KB2026.01 | 1 | 1 | 0.25 | 1 | 0 | 0.76 | 0.67 | |
| Gemma3 1BReasoning Method=Short KB2026.01 | 0.99 | 0.65 | 0.28 | 0 | 0 | 0 | 0.32 | |
| Llama 3.2 1BReasoning Method=One-Shot2026.01 | 0.97 | 0.99 | 0.29 | 0 | 0 | 0.85 | 0.52 | |
| Gemma3 1BReasoning Method=Few-Shot2026.01 | 0.96 | 0.91 | 0.3 | 0.18 | 1 | 0.8 | 0.69 | |
| Llama 3.2 1BReasoning Method=Few-Shot2026.01 | 0.94 | 0.98 | 0.3 | 0 | 0 | 0.95 | 0.53 | |
| Llama 3.2 3BReasoning Method=COT2026.01 | 0.91 | 0.97 | 0.34 | 0.89 | 0.99 | 0.26 | 0.73 | |
| Llama 3.2 3BReasoning Method=One-Shot2026.01 | 0.91 | 0.89 | 0.42 | 0.93 | 0.98 | 0.69 | 0.8 | |
| Llama 3.2 3BReasoning Method=Few-Shot2026.01 | 0.91 | 0.92 | 0.52 | 0.94 | 0.99 | 0.57 | 0.81 | |
| Gemma3 1BReasoning Method=One-Shot2026.01 | 0.77 | 0.98 | 0.35 | 0 | 0.25 | 0.74 | 0.51 | |
| Llama 3.2 1BReasoning Method=COT2026.01 | 0.49 | 0.55 | 0.2 | 0.19 | 0.29 | 0.15 | 0.31 | |
| Gemma3 1BReasoning Method=No KB2026.01 | 0.42 | 1 | 0.49 | 0.33 | 0 | 0 | 0.37 | |
| Llama 3.2 1BReasoning Method=Short KB2026.01 | 0.28 | 0.86 | 0.21 | 0 | 0 | 0.22 | 0.26 | |
| Llama 3.2 1BReasoning Method=No KB2026.01 | 0.22 | 0.72 | 0.2 | 0 | 0 | 0.38 | 0.25 | |
| Gemma3 1BReasoning Method=COT2026.01 | 0.2 | 0.62 | 0.31 | 0.3 | 1 | 0.13 | 0.43 | |
| Gemma3 4BReasoning Method=No KB2026.01 | 0 | 1 | 0.12 | 0.82 | 0.98 | 0.08 | 0.5 | |
| Gemma3 4BReasoning Method=COT2026.01 | 0 | 0.5 | 0.24 | 0.83 | 0.95 | 0.4 | 0.49 | |
| Llama 3.2 3BReasoning Method=No KB2026.01 | 0 | 1 | 0.02 | 1 | 1 | 0.21 | 0.54 |