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Sequential Model Editing on CounterFact T = 300

99.3Efficacy

MEMIT

Updated 22d ago

Evaluation Results

Method	Links
MEMIT 2026.05		99.3	61	21.5
AlphaEdit 2026.05		98.9	73.5	13.7
PMET 2026.05		98.8	72.4	12.6
EMMET 2026.05		98.8	73	13.5
BetaEdit 2026.05		98.8	74	13.9
PMET 2026.05		98.8	63	21.6
EMMET 2026.05		98.5	74	11.7
AlphaEdit 2026.05		98.5	74.1	12.8
PMET 2026.05		98.5	72.5	13.5
EMMET 2026.05		98.5	69.4	20.2
BetaEdit 2026.05		98	73.5	13
MEMIT 2026.05		97.8	71	13.8
AlphaEdit 2026.05		97.3	71.5	19.4
MEMIT 2026.05		97	70.8	13.2
BetaEdit 2026.05		96.8	70.4	19
SimIE 2026.05		96.4	72.1	12.8
SimIE 2026.05		96	68	20.7
SimIE 2026.05		95	71.3	11.8
AdaEdit 2026.05		90	63	18.5
AdaEdit 2026.05		89	58	10
AdaEdit 2026.05		88.4	59.5	8.1
PRUNE 2026.05		88	60	17.5
PRUNE 2026.05		87	54	10.6
PRUNE 2026.05		85	55.5	8.3
RECT 2026.05		84	58	17
RECT 2026.05		82	52	9.5
RECT 2026.05		80.4	53.8	8.7
RLEdit 2026.05		80	36	5.5
RLEdit 2026.05		80	38	14.7
RLEdit 2026.05		76.5	34.4	7
FT 2026.05		48	5.9	8.7
FT 2026.05		45	5	4
FT 2026.05		43.6	4.1	3.2
Pre-edited 2026.05		0.5	0.5	15.2
Pre-edited 2026.05		0.4	0.2	22.3
Pre-edited 2026.05		0.3	0.2	15