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Knowledge Editing on ZsRE 10,000 facts

100Reliability

GRACE

Updated 1mo ago

Evaluation Results

Method	Links
GRACE 2025.03		100	3.17	100	67.72
GRACE 2025.03		100	3.13	100	67.71
GRACE 2025.03		100	5.33	100	68.44
MindBridge 2025.03		99.06	83.71	95.77	92.85
MindBridge 2025.03		99.03	85.5	92.65	92.39
MEMIT 2025.03		86.17	69.7	75.96	77.28
AlphaEdit 2025.03		78.64	62.06	73.57	71.43
MindBridge 2025.03		78.14	68.17	85.67	77.33
AlphaEdit 2025.03		76.95	52.37	62.02	63.78
EMMET 2025.03		70.37	60.34	78.37	69.69
EMMET 2025.03		70.37	60.34	78.37	69.69
MEMIT 2025.03		66.16	59.92	80.51	68.86
EMMET 2025.03		62.94	59.64	31.95	51.51
AlphaEdit 2025.03		51.82	42.97	53.72	49.5
MEMIT 2025.03		47.2	24.7	60.34	50.44
WISE 2025.03		36.88	34.53	99.51	56.97
WISE 2025.03		29.18	29.18	99.4	52.07
Pre-edited 2025.03		27.7	27.08	-	-
WISE 2025.03		24.88	24.84	99.98	49.9
Pre-edited 2025.03		23.01	22.25	-	-
Pre-edited 2025.03		22.44	21.56	-	-
FT-L 2025.03		15.73	14.04	9.47	13.08
FT-L 2025.03		15.6	15.83	28.21	19.88
FT-L 2025.03		5.99	3.92	0.64	3.52
r-ROME 2025.03		0.7	0.5	1.01	0.74
r-ROME 2025.03		0.09	0.08	0	0.05
r-ROME 2025.03		0	0	0	0