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Selective capability unlearning on SLURP Retain Set 1.0 (DR)

90.18IF

RS

Updated 1mo ago

Evaluation Results

Method	Links
RS 2026.06		90.18	73.87	80.1	83.15
Retrain 2026.06		90.15	80.43	81.7	83.27
Retrain 2026.06		90.14	86.58	81.38	82.1
RL 2026.06		90.01	79.26	81	83.49
Original 2026.06		89.75	80.11	91.17	90.11
NPO+KL 2026.06		89.68	82.94	85.07	80.17
Original 2026.06		89.16	78.9	85.17	86.32
GA 2026.06		89.16	78	85.42	84.27
NPO+KL 2026.06		89.01	80.51	83.3	89.05
RL 2026.06		88.91	81.88	84.72	85.5
NPO 2026.06		88.25	79	80.11	86.8
BSU 2026.06		87.9	83.62	88.53	90.8
BSU 2026.06		87.4	79.14	83.9	86.16
GA+GD 2026.06		85.57	84.16	83.06	87.42
GA+GD 2026.06		85.05	79.43	85.01	88.76
NPO 2026.06		84.05	82.21	82.14	87.91
BSU 2026.06		82.73	58.26	80.14	79.47
RS 2026.06		82.53	82.01	90.14	89.01
GA+KL 2026.06		81.49	79.04	88.17	86.84
Retrain 2026.06		80.52	54.11	80.14	79.44
GA+KL 2026.06		80.11	78.39	81.07	81.72
Original 2026.06		79.54	52.6	78.49	77.83
BSU 2026.06		79.14	56.47	78.36	77.53
GA+GD 2026.06		78.05	50.11	68.5	70.59
GA+KL 2026.06		75.9	53.8	70.11	71.08
NPO+KL 2026.06		75.02	55.94	71.46	72.08
Retrain 2026.06		74.66	51.63	77.83	76.81
NPO+KL 2026.06		74.12	53.92	70.58	71.16
Original 2026.06		73.66	51.09	76.02	74.11
GA+KL 2026.06		73.22	51.33	73.59	74.6
NPO 2026.06		72.94	53.16	69.88	70.42
GA+GD 2026.06		72.19	49.17	68.05	67
NPO 2026.06		70.86	51.73	66.24	67.38
RL 2026.06		70.38	52.48	66.29	67.44
RS 2026.06		69.81	51.44	65.88	66.73
RL 2026.06		68.74	50.91	64.07	65.32
RS 2026.06		67.92	49.88	63.15	64.29
GA 2026.06		54.15	52.09	87.62	83.4
GA 2026.06		51.22	46.03	51.52	50.87
GA 2026.06		48.66	41.05	45.92	47.37