Selective capability unlearning on SLURP Retain Set 1.0 (DR) benchmark leaderboard · SOTA2 Research

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