Smart Contract Attack Detection on DeFiHackLab Attack Dataset Zero-shot 42
72.84Coverage (Zero-shot)GenDetect
Evaluation results
| Method | Links | |
|---|---|---|
| GenDetectAblation Setting=Full, Zero-shot=true2026.04 | 72.84 | |
| FortaZero-shot=true2026.04 | 64.81 | |
| GenDetect (w/o TTA)Ablation Setting=without token type-aware module, Zero-shot=true2026.04 | 56.97 | |
| GenDetect (w/o LX)Ablation Setting=without logic extraction, Zero-shot=true2026.04 | 50.09 | |
| GenDetect (w/o SX)Ablation Setting=without semantic extraction, Zero-shot=true2026.04 | 38.24 | |
| DeFiRangerZero-shot=true2026.04 | 36.13 | |
| POMABusterZero-shot=true2026.04 | 24.85 | |
| TxSpectorZero-shot=true2026.04 | 19.5 |