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ResearchFormerly WizWand

Hierarchical Unlearning on Goat Hierarchy

4Goat AccuracyESD

Evaluation results

Method	Links
ESD2026.03		4	40	35	27	69	31	80	100	100
UCE2026.03		4	70	29	71	37	40	96	100	100
Receler2026.03		1	1	19	0	28	45	56	100	100
MACE2026.03		0	27	15	47	74	33	78	100	100
AdvUnlearn2026.03		0	33	19	6	95	14	88	100	100
SurgUn2026.03		0	20	0	60	60	100	60	100	100
SurgUn2026.03		0	0	0	10	40	100	90	100	100
SurgUn2026.03		0	0	0	0	55	30	90	100	100