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ResearchFormerly WizWand

Malicious Package Detection on PyPI Malicious Package Dataset All Packages Combined (test)

97.08AccuracyH2GLM

Evaluation results

Method	Links
H2GLM2026.07		97.08	95.59	98.71	97.12
HERCULE2026.07		89.06	87.6	91	89.27
MPHunter2026.07		88.54	83.56	90.18	86.74
Qwen3-14b2026.07		85.68	97.85	72.96	83.59
Warehouse2026.07		71.16	92.55	46.02	61.47
DeepSeek-R1-70b2026.07		70.13	71.24	67.52	69.33
OSSGadget2026.07		63.82	53.11	91.57	67.23
Naive Bayes2026.07		53.42	53.21	55.62	54.39
Qwen2.5-7b2026.07		45.4	44.39	36.42	40.01
Bandit4Mal2026.07		44.37	39.06	21.98	28.13
Llama3-8b2026.07		43.72	45.61	65.2	53.67
Clustering2026.07		36.88	22.51	10.74	14.54
H2GLM2026.07		0.9708	0.9559	0.9871	0.9712
HERCULE2026.07		0.8906	0.876	0.91	0.8927
MPHunter2026.07		0.8854	0.8356	0.9018	0.8674
Qwen3-14b2026.07		0.8568	0.9785	0.7296	0.8359
Warehouse2026.07		0.7116	0.9255	0.4602	0.6147
DeepSeek-R1-70b2026.07		0.7013	0.7124	0.6752	0.6933
OSSGadget2026.07		0.6382	0.5311	0.9157	0.6723
Naive Bayes2026.07		0.5342	0.5321	0.5562	0.5439
Qwen2.5-7b2026.07		0.454	0.4439	0.3642	0.4001
Bandit4Mal2026.07		0.4437	0.3906	0.2198	0.2813
Llama3-8b2026.07		0.4372	0.4561	0.652	0.5367
Clustering2026.07		0.3688	0.2251	0.1074	0.1454