Malicious Package Detection on PyPI Extensive Imports (test)
95AccuracyH2GLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| H2GLM2026.07 | 95 | 95.51 | 94.44 | 94.97 | |
| HERCULE2026.07 | 82.22 | 75.89 | 94.44 | 84.16 | |
| Warehouse2026.07 | 67.22 | 91.89 | 37.78 | 53.54 | |
| Qwen3-14bParameters=14b2026.07 | 49.45 | 49.18 | 32.97 | 39.46 | |
| Clustering2026.07 | 46.81 | 44.44 | 25.53 | 32.43 | |
| MPHunter2026.07 | 40.56 | 41.24 | 44.44 | 42.78 | |
| Llama3-8bParameters=8b2026.07 | 34.07 | 34.41 | 35.16 | 34.78 | |
| DeepSeek-R1-70bParameters=70b2026.07 | 31.87 | 18.87 | 10.99 | 13.89 | |
| Bandit4Mal2026.07 | 30.56 | 29.41 | 27.78 | 28.57 | |
| Naive Bayes2026.07 | 29.79 | 22.86 | 17.02 | 19.51 | |
| Qwen2.5-7bParameters=7b2026.07 | 29.67 | 19.67 | 13.19 | 15.79 | |
| OSSGadget2026.07 | 29.44 | 17.78 | 8.89 | 11.85 |