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Machine Unlearning on TOFU (1%)

0.0002Forget Quality (FQ)

ECO

Updated 4d ago

Evaluation Results

Method	Links
ECO 2026.04		0.0002	-	-	-	0
Target LLM 2024.06		0.001	95.2	0.62	98.2	-
Original 2026.04		0.003	-	-	-	0
Original 2026.04		0.003	-	0	-	-
Grad Ascent 2026.04		0.0068	-	-	-	-0.0233
KL Min 2026.04		0.0068	-	-	-	-0.0221
Prompt 2026.04		0.0068	-	-	-	-0.0628
GA 2026.04		0.0068	-	0.0233	-	-
Grad Diff 2026.04		0.0143	-	-	-	-0.0198
Grad Diff 2026.04		0.0143	-	0.0198	-	-
Pref Opt 2026.04		0.0971	-	-	-	-0.0021
Pref Opt 2026.04		0.0971	-	0.0021	-	-
Offset-DPO+KL 2024.06		0.13	3.8	0.12	19.1	-
DPO+GD 2024.06		0.25	4.08	0.58	56.5	-
DPO+KL 2024.06		0.26	4.18	0.58	55.6	-
GA+GD 2024.06		0.27	30.5	0.53	58.9	-
DPO 2024.06		0.27	4.09	0.58	55.2	-
Offset-GA+KL 2024.06		0.27	44.7	0.52	45.8	-
GA 2024.06		0.4	34.4	0.52	59.6	-
GA+KL 2024.06		0.4	35.2	0.53	59.9	-
NPO-KL 2026.04		0.4046	-	-	-	-0.1703
RELOAD 2026.04		0.4046	-	-	-	0.0748
RELOAD 2026.04		0.4046	-	0.0748	-	-
Offset-NPO+KL 2024.06		0.41	31.4	0.43	34.5	-
NPO+KL 2024.06		0.52	33.7	0.54	58.7	-
NPO-RT 2026.04		0.5786	-	-	-	-0.1361
NPO-RT 2026.04		0.5786	-	0.1361	-	-
NPO+GD 2024.06		0.58	34.5	0.57	63.1	-
NPO 2024.06		0.66	39.2	0.52	62.8	-
NPO 2026.04		0.7659	-	-	-	-0.1725
ECO 2026.04		0.9188	-	-	-	0
ULD 2024.06		0.99	40.7	0.62	98.3	-
ECO 2026.04		0.99	-	-	-	0
ECO 2026.04		0.99	-	0	-	-
Retain LLM 2024.06		1	37.6	0.62	98.5	-
Retain 2026.04		1	-	-	-	-0.0131