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Sequential Knowledge Editing on ZsRE

99.67Efficacy

MEMIT (aligned)

Updated 7d ago

Evaluation Results

Method
MEMIT (aligned) 2026.05	99.67	96.63	28.38	-
PRUNE (aligned) 2026.05	99.67	95.89	28.44	-
RECT (aligned) 2026.05	99.62	95.89	28.17	-
AlphaEdit (aligned) 2026.05	99.6	96	28.58	-
AlphaEdit (aligned) 2026.05	99.24	91.46	42.13	-
PRUNE (aligned) 2026.05	99.21	91.9	42.48	-
MEMIT (aligned) 2026.05	99.18	92.07	43.05	-
RECT (aligned) 2026.05	99.11	91.43	42.29	-
RECT (aligned) 2026.05	95.71	91.58	32.27	-
PRUNE (aligned) 2026.05	95.67	91.52	32.42	-
MEMIT (aligned) 2026.05	95.55	91.63	32.42	-
RECT (aligned) 2026.05	95.46	87.89	26.33	-
DeltaEdit 2025.05	95.26	88.48	24.96	-
MEMIT (aligned) 2026.05	95.26	88.39	26.34	-
PRUNE (aligned) 2026.05	95.15	87.98	26.16	-
DeltaEdit 2025.05	94.94	91.19	30.08	-
AlphaEdit (aligned) 2026.05	94.53	90.8	32.54	-
AlphaEdit 2025.05	94.49	91.52	29.77	-
AlphaEdit (aligned) 2026.05	93.42	84.83	25.67	-
AlphaEdit 2025.05	93.19	84.97	23.55	-
ROME 2025.05	44.81	41.12	7.52	-
RECT 2025.05	39.5	36.13	15.5	-
Pre-edited 2026.05	36.99	36.34	31.89	-
Pre-edited 2026.05	36.42	35.26	38.4	-
MEMIT 2025.05	26.8	25.38	13.51	-
Pre-edited 2026.05	26.32	25.79	27.42	-
Pre-edited 2026.05	22.19	31.3	24.15	-
FT 2025.05	6.45	6.01	24.31	-
FT 2025.05	5.13	4.43	0.28	-
ROME 2025.05	2.95	2.82	1.22	-
PRUNE 2025.05	2.94	2.77	3.49	-
MoEEdit 2026.02	0.8447	0.7801	0.4282	0.6843
MoEEdit 2026.02	0.8168	0.6844	0.3255	0.6089
UnKE 2026.02	0.4658	0.4399	0.314	0.4066
FT-L 2026.02	0.4419	0.4246	0.4192	0.4286
AdaLoRA 2026.02	0.4346	0.4296	0.336	0.4001
Pre-edited 2026.02	0.413	0.405	0.4091	0.409
Pre-edited 2026.02	0.332	0.3214	0.2802	0.3112
FT-L 2026.02	0.3275	0.3309	0.3006	0.3197
UnKE 2026.02	0.3143	0.2978	0.253	0.2884
FT 2026.02	0.2557	0.2341	0.1761	0.222
FT 2026.02	0.0644	0.0613	0.0215	0.0491
AdaLoRA 2026.02	0.0366	0.036	0.0468	0.0398
MEMIT 2025.05	0	0	0	-
PRUNE 2025.05	0	0	0	-
RECT 2025.05	0	0	0	-