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ResearchFormerly WizWand

Knowledge Editing on RippleEdits POPULAR (full requested-edit set)

99.2Rel.SAKE

Evaluation results

Method	Links
SAKE2026.06		99.2	60.7	47.1	68.4	56.2	45.9
AlphaEdit2026.06		99.2	60.5	43.2	62.6	55.7	41.4
AlphaEdit2026.06		99.1	60.4	43.5	62.5	43.6	33.2
SAKE2026.06		99.1	62.5	49.3	66.4	58.7	49.7
MEMIT2026.06		98.9	54.8	32.6	53.2	39.7	31.4
AlphaEdit2026.06		98.9	60.4	43.8	62.4	31.8	28.7
AlphaEditChain2026.06		98.9	62.7	47.5	67.1	55.6	47.3
AlphaEditChain2026.06		98.8	61.2	46.8	63.3	46.1	45.8
GLAME2026.06		98.7	60.1	46.5	64.2	47.3	46.9
SUIT2026.06		98.7	60.5	47.8	67.3	54.1	44.2
GLAME2026.06		98.7	63.1	48.6	65.3	56.3	48.4
SUIT2026.06		98.7	61.6	48.4	68.5	58.2	47.6
SUIT2026.06		98.6	60.2	47.1	63.7	50.4	44.3
AlphaEditChain2026.06		98.6	60.9	48.2	66.7	52.4	43.8
SAKE2026.06		98.5	59.3	47.3	67.3	49.2	50.2
GLAME2026.06		98.4	62.4	47.3	67.8	52.6	43.5
AlphaEditBLUE2026.06		98.4	56.9	44.6	64.4	54.3	34.5
AlphaEditBLUE2026.06		98.3	59.7	47.2	65.8	43.6	43.1
AlphaEditBLUE2026.06		98.3	58.3	45.8	65.1	48.8	38.9
ROME2026.06		97.4	51.4	28.4	67.7	39	32.2
ROME2026.06		96.8	52.6	32.8	62.9	37.5	34.2
JNO2026.06		96.3	67.3	55.3	76.5	65.6	60.1
ROME2026.06		96.3	53.8	37.3	58.2	36.1	36.1
JNO2026.06		96.2	72.1	58.2	73.3	72.4	63.8
JNO2026.06		95.9	65.6	56.4	74.1	58.8	61.8
PMET2026.06		95.8	56.2	35.4	59.6	41.3	38.2
MEMIT2026.06		95.2	58.3	38.9	61.1	43.5	37.6
MEMIT2026.06		95.1	56.5	35.7	57.1	41.6	35.6
PMET2026.06		94.5	59.2	40.9	59.3	47.1	42.8
PMET2026.06		93.4	53.6	29.2	60.1	36.3	34.3