DDoS Attack Classification on CICIOT 2023
100ICMPGemma3 4B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Gemma3 4BReasoning Method=Short KB2026.01 | 100 | 98 | 50 | 0 | 99 | 0 | 58 | |
| Llama 3.2 3BReasoning Method=Short KB2026.01 | 99 | 89 | 39 | 15 | 0 | 11 | 42 | |
| Gemma3 1BReasoning Method=Short KB2026.01 | 96 | 77 | 43 | 0 | 0 | 0 | 36 | |
| Llama 3.2 1BReasoning Method=Few-Shot2026.01 | 92 | 89 | 45 | 0 | 0 | 77 | 50 | |
| Gemma3 1BReasoning Method=Few-Shot2026.01 | 85 | 80 | 38 | 1 | 0 | 82 | 48 | |
| Gemma3 4BReasoning Method=One-Shot2026.01 | 83 | 94 | 78 | 96 | 98 | 64 | 85 | |
| Llama 3.2 1BReasoning Method=One-Shot2026.01 | 83 | 82 | 45 | 0 | 0 | 58 | 45 | |
| Llama 3.2 3BReasoning Method=Few-Shot2026.01 | 83 | 79 | 62 | 85 | 79 | 60 | 75 | |
| Llama 3.2 3BReasoning Method=COT2026.01 | 80 | 82 | 47 | 68 | 75 | 17 | 62 | |
| Gemma3 1BReasoning Method=One-Shot2026.01 | 73 | 83 | 34 | 0 | 0 | 59 | 42 | |
| Llama 3.2 3BReasoning Method=One-Shot2026.01 | 70 | 73 | 57 | 84 | 82 | 60 | 71 | |
| Gemma3 4BReasoning Method=Few-Shot2026.01 | 67 | 94 | 56 | 91 | 96 | 57 | 77 | |
| Gemma3 1BReasoning Method=No KB2026.01 | 59 | 42 | 57 | 44 | 0 | 0 | 34 | |
| Llama 3.2 1BReasoning Method=Short KB2026.01 | 36 | 16 | 22 | 0 | 0 | 4 | 13 | |
| Gemma3 1BReasoning Method=COT2026.01 | 31 | 24 | 9 | 5 | 3 | 6 | 13 | |
| Llama 3.2 1BReasoning Method=COT2026.01 | 27 | 25 | 22 | 4 | 2 | 5 | 14 | |
| Llama 3.2 1BReasoning Method=No KB2026.01 | 19 | 5 | 4 | 0 | 0 | 3 | 5 | |
| Gemma3 4BReasoning Method=No KB2026.01 | 0 | 98 | 11 | 85 | 99 | 10 | 51 | |
| Gemma3 4BReasoning Method=COT2026.01 | 0 | 0 | 3 | 11 | 14 | 1 | 5 | |
| Llama 3.2 3BReasoning Method=No KB2026.01 | 0 | 63 | 2 | 0 | 69 | 34 | 28 |