Unlearning on RWKU (Forget Quality, Naturalness, and Retention Metrics) benchmark leaderboard · SOTA2 Research

Unlearning on RWKU (Forget Quality, Naturalness, and Retention Metrics)

85.6Forget Quality (FB)Original

Evaluation Results

Method	Links
Original2026.06		85.6	70.3	74.7	76.9	94	26.4	91.5	70.6	93.1	82	87.6
Rej. Steer2026.06		77.1	43	51.2	57.1	90.7	34.8	94.8	73.4	83.2	71.6	77.4
GA + GDR2026.06		72.6	64	69.7	68.8	30.4	23.5	27.2	27	86.2	76.5	81.4
GA2026.06		72	64.6	68.5	68.4	45.8	33.2	43.2	40.7	85	74.7	79.8
GA + KLR2026.06		70.7	57.5	69.9	66.1	39.7	27.6	33.1	33.5	80.5	70.5	75.5
NPO + KLR2026.06		52.5	40.6	43.2	45.4	92.1	56.6	69.6	72.8	83.2	72.1	77.6
NPO + GDR2026.06		52.2	43.9	42.9	46.3	89.7	56.2	67.7	71.2	82.5	70.5	76.5
SimNPO + GDR2026.06		51.1	39.2	50.7	47	39.4	23.9	29.7	31	83.6	75.3	79.5
NPO2026.06		46.6	39	35.3	40.3	39.9	25.9	36.3	34	79.2	70.9	75.1
SimNPO + KLR2026.06		44.6	35.4	44.6	41.5	50.6	25.5	34.5	36.9	82.9	71.4	77.1
SimNPO2026.06		42.1	36.1	42.2	40.1	35.5	26.4	29.6	30.5	82.8	70.3	76.5
RULE GRPO2026.06		28	16.8	38.3	27.7	99.6	71.9	95.7	89.1	76.2	71.3	73.7
ReRULE GRPO2026.06		26.5	13.1	33.2	24.2	95.2	56.3	94.7	82.1	79.5	68.8	74.1