Social Bot Detection on Fox8-23
98.46AccuracyTRACE-Bot
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRACE-BotCategory=Large Language Models2026.04 | 98.46 | 98.25 | 98.68 | 98.47 | |
| CACLCategory=Graph Neural Networks2026.04 | 98.03 | 97.84 | 98.26 | 98.06 | |
| BotRGCN2Category=Graph Neural Networks2026.04 | 97.37 | 95.87 | 98.58 | 97.21 | |
| Arin et al.Category=Deep Learning2026.04 | 96.27 | 94.51 | 98.25 | 96.34 | |
| Mou et al.Category=Deep Learning2026.04 | 96.2 | 94.89 | 97.66 | 96.25 | |
| SEBotCategory=Graph Neural Networks2026.04 | 93.42 | 93.6 | 94.35 | 93.98 | |
| BotMoECategory=Graph Neural Networks2026.04 | 93.2 | 92.18 | 94.92 | 93.53 | |
| LMBotCategory=Large Language Models2026.04 | 89.69 | 91.03 | 88.26 | 89.62 | |
| BotRGCN12Category=Graph Neural Networks2026.04 | 89.47 | 81.78 | 99.53 | 89.79 | |
| Pasricha et al.Category=Traditional Machine Learning2026.04 | 82.02 | 86.87 | 75.44 | 80.75 | |
| BotRGCN1Category=Graph Neural Networks2026.04 | 67.54 | 58.94 | 99.53 | 74.04 | |
| BotDGTCategory=Graph Neural Networks2026.04 | 55.75 | 71.75 | 53.95 | 43.03 | |
| BotRulerCategory=Traditional Machine Learning2026.04 | 54.24 | 52.23 | 99.9 | 68.6 | |
| UnDBotCategory=Graph Neural Networks2026.04 | 51.97 | 51.01 | 99.82 | 67.52 |