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Machine Unlearning on TOFU World Fact 1.0

0.884ROUGE-L

Base

Updated 4d ago

Evaluation Results

Method	Links
Base 2026.05		0.884	0.089	-
LoRA 2024.10		0.88	0.46	0.6
MISTRAL-7B-TOFU 2024.10		0.88	0.62	0.78
LLAMA2-7B-TOFU 2024.10		0.87	0.43	0.56
LoRA 2024.10		0.87	0.64	0.78
GA 2026.05		0.865	0.156	-
LLAMA2-13B-TOFU 2024.10		0.86	0.46	0.62
LoRA 2024.10		0.86	0.48	0.63
CMC 2024.10		0.86	0.63	0.77
CMC 2024.10		0.85	0.45	0.57
MDU 2026.05		0.848	0.193	-
GD 2026.05		0.845	0.164	-
NPO 2026.05		0.844	0.145	-
MDU 2026.05		0.842	0.204	-
MDU 2026.05		0.842	0.205	-
SimNPO 2026.05		0.836	0.164	-
MDU 2026.05		0.836	0.07	-
Base 2026.05		0.835	0.143	-
DPO 2026.05		0.834	0.125	-
δ-UNLEARNING 2024.10		0.83	0.41	0.59
CMC 2024.10		0.83	0.47	0.65
DPO 2026.05		0.83	0.071	-
SimNPO 2026.05		0.828	0.075	-
MDU 2026.05		0.827	0.233	-
NPO 2026.05		0.826	0.062	-
WGA 2026.05		0.825	0.062	-
WGA 2026.05		0.815	0.157	-
MDU 2026.05		0.811	0.092	-
MDU 2026.05		0.796	0.086	-
MDU 2026.05		0.791	0.066	-
MDU 2026.05		0.777	0.187	-
MDU 2026.05		0.747	0.045	-
GD 2026.05		0.719	0.077	-
GA 2026.05		0.343	0.019	-