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ResearchFormerly WizWand

Pre-training data detection on MIMIR

0.69AUROC (Wikipedia)Min-k++

Evaluation results

Method	Links
Min-k++2026.03		0.69	0.86	0.56	0.6	0.7	0.75	0.6	0.67
Min-k2026.03		0.68	0.89	0.57	0.81	0.79	0.93	0.62	0.73
Min-k2026.03		0.68	0.9	0.56	0.74	0.78	0.92	0.62	0.75
Min-k++2026.03		0.68	0.86	0.55	0.71	0.64	0.79	0.57	0.63
FSD2026.03		0.67	0.8	0.55	0.71	0.78	0.85	0.6	0.66
Min-k2026.03		0.66	0.88	0.56	0.52	0.78	0.93	0.65	0.71
ZLib2026.03		0.65	0.91	0.55	0.78	0.78	0.81	0.6	0.67
ZLib2026.03		0.65	0.91	0.55	0.73	0.77	0.81	0.6	0.72
Min-k2026.03		0.65	0.76	0.56	0.8	0.65	0.92	0.59	0.69
Min-k++2026.03		0.65	0.84	0.54	0.51	0.6	0.77	0.53	0.6
FSD2026.03		0.65	0.77	0.55	0.63	0.7	0.74	0.56	0.62
GDS2026.03		0.65	0.88	0.59	0.84	0.78	0.94	0.6	0.74
GDS2026.03		0.65	0.92	0.57	0.79	0.78	0.95	0.57	0.76
GDS2026.03		0.64	0.92	0.59	0.85	0.79	0.95	0.6	0.75
GDS2026.03		0.64	0.91	0.59	0.82	0.77	0.95	0.58	0.7
Min-k2026.03		0.63	0.83	0.52	0.79	0.7	0.32	0.59	0.6
GDS2026.03		0.63	0.9	0.59	0.84	0.78	0.95	0.58	0.73
ZLib2026.03		0.62	0.9	0.55	0.52	0.77	0.82	0.68	0.65
FSD2026.03		0.61	0.77	0.55	0.52	0.72	0.58	0.61	0.61
Min-k++2026.03		0.6	0.56	0.54	0.72	0.53	0.67	0.51	0.56
FSD2026.03		0.6	0.62	0.54	0.79	0.55	0.6	0.57	0.59
FSD2026.03		0.6	0.72	0.52	0.56	0.52	0.53	0.51	0.55
ZLib2026.03		0.59	0.79	0.55	0.78	0.68	0.8	0.58	0.63
ZLib2026.03		0.58	0.86	0.52	0.77	0.71	0.23	0.58	0.58
PPL2026.03		0.57	0.79	0.57	0.78	0.79	0.79	0.62	0.66
PPL2026.03		0.56	0.78	0.56	0.52	0.78	0.78	0.65	0.64
PPL2026.03		0.56	0.78	0.56	0.78	0.65	0.65	0.59	0.62
PPL2026.03		0.56	0.9	0.56	0.78	0.78	0.91	0.62	0.73
PPL2026.03		0.56	0.83	0.52	0.72	0.7	0.31	0.59	0.59
Min-k++2026.03		0.56	0.73	0.51	0.7	0.57	0.22	0.53	0.53