Hierarchical Unlearning on MedForget 1.0 (Forget) benchmark leaderboard · SOTA2 Research

Hierarchical Unlearning on MedForget 1.0 (Forget)

99.84Gen ScoreVanilla

Evaluation Results

Method	Links
Vanilla2025.12		99.84	100	100
Vanilla2025.12		99.47	100	100
Vanilla2025.12		99.25	100	100
Vanilla2025.12		98.83	100	100
Vanilla2025.12		68.63	95.28	82.41
Vanilla2025.12		68.55	95.17	82.25
Vanilla2025.12		68.52	95.19	82.31
Vanilla2025.12		68.47	95.21	82.29
NPO2025.12		59.17	75.36	74.85
Vanilla2025.12		58.61	98.73	87.32
Vanilla2025.12		58.47	98.71	87.18
Vanilla2025.12		58.42	98.68	87.15
Vanilla2025.12		58.38	98.65	87.21
Grad. Diff.2025.12		57.27	85.34	72.41
KL Min.2025.12		57.25	83.55	73
MANU2025.12		57.25	74.66	62.19
MANU2025.12		57.08	85.07	63.84
NPO2025.12		56.98	74.77	74.41
MANU2025.12		56.28	85.54	64.96
KL Min.2025.12		56.17	79.11	71.68
NPO2025.12		56.09	71.17	74.14
Grad. Diff.2025.12		56.05	81.27	71.59
KL Min.2025.12		55.92	75.72	71.17
Grad. Diff.2025.12		55.9	85	71.82
NPO2025.12		55.85	71.8	74.81
KL Min.2025.12		55.7	82.19	72.65
CHIP2025.12		55.29	87.79	65.75
CHIP2025.12		55.19	88.17	67.83
MANU2025.12		54.07	85.89	65.87
Grad. Diff.2025.12		53.97	78.66	71.28
CHIP2025.12		53.66	87.37	64.88
CHIP2025.12		53.58	87.2	63.37
Grad. Diff.2025.12		45.24	96.9	97.85
Grad. Diff.2025.12		44.92	95.34	97.23
MANU2025.12		44.81	99.39	86.12
NPO2025.12		44.81	96.4	98.21
NPO2025.12		44.62	96.88	98.65
NPO2025.12		44.2	96.62	98.47
MANU2025.12		43.75	98.14	82.93
KL Min.2025.12		43.53	98.52	97.68
KL Min.2025.12		43.19	94.41	97.04
KL Min.2025.12		42.86	98.49	97.66
NPO2025.12		42.8	99.38	98.18
MANU2025.12		41.48	96.18	79.38
KL Min.2025.12		40.68	98.1	96.81
CHIP2025.12		40.64	93.34	75.72
Grad. Diff.2025.12		40.47	94.67	94.34
CHIP2025.12		40.28	92.45	74.87
MANU2025.12		39.98	96.25	81.57
Grad. Diff.2025.12		39.52	95.22	95.17
CHIP2025.12		39.36	91.33	67.03
CHIP2025.12		39.01	92.36	69.58
NPO2025.12		34.45	96.78	77.42
NPO2025.12		29.76	96.58	75.86
MANU2025.12		28.13	94.94	77.21
MANU2025.12		27.64	94.84	73.02
Grad. Diff.2025.12		27.61	96.95	75.11
KL Min.2025.12		27	96.54	74.97
Grad. Diff.2025.12		26.98	96.76	73.34
MANU2025.12		26.31	94.45	71.85
Grad. Diff.2025.12		26.11	96.34	73.21
NPO2025.12		25.83	96.35	74.5
NPO2025.12		25.27	96.03	73.02
CHIP2025.12		25.23	95.05	69.18
KL Min.2025.12		24.44	96.34	74.92
KL Min.2025.12		24.25	96.06	74.68
CHIP2025.12		23.83	94.83	69.11
MANU2025.12		22.89	94.34	69.98
KL Min.2025.12		22.74	94.26	74.72
Grad. Diff.2025.12		22.22	96.14	72.79
CHIP2025.12		21.94	95.06	69.63
CHIP2025.12		18.27	94.71	68.09