Social Bot Detection on BotSim-24
97.5AccuracyTRACE-Bot
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRACE-BotCategory=Large Language Models2026.04 | 97.5 | 95.67 | 99.5 | 97.55 | |
| CACLCategory=Graph Neural Networks2026.04 | 97 | 95.18 | 99.54 | 97.31 | |
| BotDGTCategory=Graph Neural Networks2026.04 | 84.17 | 84.43 | 84 | 84.07 | |
| Arin et al.Category=Deep Learning2026.04 | 81.5 | 82.47 | 80 | 81.22 | |
| BotRGCN12Category=Graph Neural Networks2026.04 | 69.15 | 61.85 | 99.9 | 76.43 | |
| BotMoECategory=Graph Neural Networks2026.04 | 66.25 | 78.9 | 43.43 | 56.03 | |
| BotRGCN2Category=Graph Neural Networks2026.04 | 65.5 | 62.14 | 68.09 | 64.97 | |
| Mou et al.Category=Deep Learning2026.04 | 63 | 61.86 | 82.1 | 70.5 | |
| SEBotCategory=Graph Neural Networks2026.04 | 60 | 80 | 36.36 | 50 | |
| BotRGCN1Category=Graph Neural Networks2026.04 | 56.75 | 85.71 | 9.57 | 17.22 | |
| Pasricha et al.Category=Traditional Machine Learning2026.04 | 53 | 53.37 | 45 | 48.91 | |
| BotRulerCategory=Traditional Machine Learning2026.04 | 50 | 50 | 99.9 | 66.64 | |
| UnDBotCategory=Graph Neural Networks2026.04 | 50 | 50 | 99.9 | 66.64 | |
| LMBotCategory=Large Language Models2026.04 | 48.5 | 43.26 | 42.31 | 42.78 |