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ResearchFormerly WizWand

Selective capability unlearning on SLURP Retain Set 1.0 (DR)

90.18IFRS

Evaluation results

Method	Links
RS2026.06		90.18	73.87	80.1	83.15
Retrain2026.06		90.15	80.43	81.7	83.27
Retrain2026.06		90.14	86.58	81.38	82.1
RL2026.06		90.01	79.26	81	83.49
Original2026.06		89.75	80.11	91.17	90.11
NPO+KL2026.06		89.68	82.94	85.07	80.17
Original2026.06		89.16	78.9	85.17	86.32
GA2026.06		89.16	78	85.42	84.27
NPO+KL2026.06		89.01	80.51	83.3	89.05
RL2026.06		88.91	81.88	84.72	85.5
NPO2026.06		88.25	79	80.11	86.8
BSU2026.06		87.9	83.62	88.53	90.8
BSU2026.06		87.4	79.14	83.9	86.16
GA+GD2026.06		85.57	84.16	83.06	87.42
GA+GD2026.06		85.05	79.43	85.01	88.76
NPO2026.06		84.05	82.21	82.14	87.91
BSU2026.06		82.73	58.26	80.14	79.47
RS2026.06		82.53	82.01	90.14	89.01
GA+KL2026.06		81.49	79.04	88.17	86.84
Retrain2026.06		80.52	54.11	80.14	79.44
GA+KL2026.06		80.11	78.39	81.07	81.72
Original2026.06		79.54	52.6	78.49	77.83
BSU2026.06		79.14	56.47	78.36	77.53
GA+GD2026.06		78.05	50.11	68.5	70.59
GA+KL2026.06		75.9	53.8	70.11	71.08
NPO+KL2026.06		75.02	55.94	71.46	72.08
Retrain2026.06		74.66	51.63	77.83	76.81
NPO+KL2026.06		74.12	53.92	70.58	71.16
Original2026.06		73.66	51.09	76.02	74.11
GA+KL2026.06		73.22	51.33	73.59	74.6
NPO2026.06		72.94	53.16	69.88	70.42
GA+GD2026.06		72.19	49.17	68.05	67
NPO2026.06		70.86	51.73	66.24	67.38
RL2026.06		70.38	52.48	66.29	67.44
RS2026.06		69.81	51.44	65.88	66.73
RL2026.06		68.74	50.91	64.07	65.32
RS2026.06		67.92	49.88	63.15	64.29
GA2026.06		54.15	52.09	87.62	83.4
GA2026.06		51.22	46.03	51.52	50.87
GA2026.06		48.66	41.05	45.92	47.37