Drift detection on DRIFTBENCH controlled
91F1 ScoreBPF + CPG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BPF + CPGCost=26×2026.06 | 91 | 89.6 | 3 | |
| BPF + CPG + APBACost=8×2026.06 | 91 | 89.4 | 3.1 | |
| BPF-naiveCost=22×2026.06 | 85 | 83.2 | 3.1 | |
| LLM-judgeCost=2×2026.06 | 71 | 63.3 | 3 | |
| Back-translationCost=4×2026.06 | 66 | 58.9 | 3 | |
| BLEU-refCost=1×2026.06 | 55 | 30.1 | 3 | |
| ProvabilityCost=18×2026.06 | 42 | 41.2 | 3 | |
| Typecheck onlyCost=1×2026.06 | 27 | 11.4 | 2 |