Watermark Detection on HumanEval (test)
77.71AUROCCodeTracer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CodeTracerCategory=Watermarks2025.08 | 77.71 | 32.32 | |
| SWEET†Category=Watermarks, entropy thresholding=fixed context windows2025.08 | 76.24 | 27.44 | |
| SWEET‡Category=Watermarks, entropy thresholding=fixed context windows2025.08 | 71.19 | 17.07 | |
| WLLMCategory=Watermarks2025.08 | 70.17 | 20.73 | |
| EXP-editCategory=Watermarks2025.08 | 66.5 | 25.61 | |
| GPTZeroCategory=Post-hoc2025.08 | 52 | 5.5 | |
| DetectGPTCategory=Post-hoc2025.08 | 51.12 | 9.15 | |
| LogRankCategory=Post-hoc2025.08 | 47.66 | 1.82 | |
| logp(x)Category=Post-hoc2025.08 | 47.59 | 4.27 |