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Model Editing on RIPE

99.76Reliability

LTE

Updated 1mo ago

Evaluation Results

Method	Links
LTE 2026.04		99.76	87.48	82.96	90.07
LTE 2026.04		99.62	86.29	83.5	89.8
LightEdit 2026.04		99.42	96.61	99.88	98.64
AlphaEdit 2026.04		99.3	40.9	79	73.07
LightEdit 2026.04		98.48	96.25	99.81	98.18
AlphaEdit 2026.04		98.25	48.2	28.6	58.35
DAFNet 2024.05		97.8	66.4	72.2	78.8
TP 2024.05		77	55.1	51.3	61.1
MEND 2024.05		66.4	29.4	29.7	41.8
FT 2026.04		64.43	58.55	20.77	47.92
MEMIT 2024.05		58.4	29.6	38.7	42.2
RECIPE 2026.04		58.13	48.34	39.83	48.77
RECIPE 2026.04		56.83	50.53	56.84	54.73
GRACE 2024.05		56.7	30.6	41.1	42.8
MEMIT 2026.04		52.29	34.18	41.07	42.51
MALMEN 2024.05		51.5	33.8	20.5	35.3
FT 2024.05		49.2	33.7	71	51.3
ROME 2024.05		48.3	27.1	42.5	39.3
DAFNet 2024.05		48.3	3,130	5,730	45.6
TP 2024.05		48.1	2,910	1,520	30.8
ROME 2024.05		47.5	1,690	1,340	26
GRACE 2024.05		46.7	1,630	1,380	25.6
DAFNet 2024.05		44.1	3,430	8,580	54.7
TP 2024.05		42.3	2,680	990	26.3
MALMEN 2024.05		42.3	3,840	3,850	39.8
GRACE 2026.04		37	27.21	100	54.74
MALMEN 2024.05		31.1	1,910	3,530	28.5
GRACE 2026.04		31.08	23.72	100	51.6
BASE 2026.04		29.6	27.06	100	52.22
BASE 2026.04		24.11	23.48	100	49.2
KN 2024.05		21.8	15.4	55.4	30.9
KE 2024.05		9.9	4.4	42.8	19
FT 2026.04		3.52	2.35	1.52	2.46
FT 2024.05		3.1	90	80	1.6
FT 2024.05		2.7	100	220	2
R-ROME 2026.04		1.62	0.85	0.05	0.84
R-ROME 2026.04		0.63	0.58	0.25	0.49
ROME 2026.04		0.58	0.31	0	0.3
ROME 2026.04		0.54	0.31	0.54	0.46
MEND 2024.05		0.2	10	10	0.1
KN 2024.05		0	0	0	0
MEMIT 2024.05		0	0	0	0
KE 2024.05		0	0	20	0.1
KN 2024.05		0	0	0	0
ROME 2024.05		0	0	0	0
MEMIT 2024.05		0	0	0	0
GRACE 2024.05		0	0	0	0
KE 2024.05		0	0	0	0
MEND 2024.05		0	0	0	0
MEMIT 2026.04		0	0	0.79	0.26