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ResearchFormerly WizWand

Sequential Knowledge Editing on CounterFact (10,000 Samples)

99.5Efficacy SuccessREVIVE

Evaluation results

Method	Links
REVIVE2026.01		99.5	93.92	67.35	600.64	40.63
REVIVE2026.01		98.89	92.28	65.72	618.66	32.74
REVIVE2026.01		98.74	90.08	60.19	615.97	32.66
REVIVE2026.01		97.63	87.76	66.52	616.47	40.69
AlphaEdit2026.01		96.51	86.76	60.8	544.18	19.33
NSE+REVIVE2026.01		96.12	84.49	64.17	592.71	37.74
REVIVE2026.01		95.62	84.6	62.17	603.22	29.39
REVIVE2026.01		94.96	77.27	67.78	612.76	38.69
REVIVE2026.01		94.88	89.49	64.06	608.12	40.18
AlphaEdit+REVIVE2026.01		94.48	78.7	62.87	587.94	38.51
REVIVE2026.01		92.69	79.95	63.09	600.13	29.28
AlphaEdit2026.01		92.13	76.8	56.85	581.49	31.72
MEMIT+REVIVE2026.01		90.46	75.88	63.83	598.21	34.32
NSE2026.01		88.95	69.69	75.46	611.35	33.31
REVIVE2026.01		86.95	81.03	64.21	583.05	35.73
RECT2026.01		86.52	69.5	55.71	499.64	11.41
RECT+REVIVE2026.01		82.99	69.2	65.6	595.69	34.05
PRUNE+REVIVE2026.01		82	70.9	62.82	600.99	34.55
REVIVE2026.01		80.57	69.54	54.76	570.85	28.49
NSE2026.01		77.59	44.42	86.12	607.86	23.31
MEMIT2026.01		70.56	62.42	55.94	516.26	8.74
NSE2026.01		69.22	54.54	69.26	596.41	28.87
RECT2026.01		63.6	55.33	56.69	404.13	4.49
AlphaEdit2026.01		62.48	56.9	52.31	505.5	4.25
MEMIT2026.01		62.3	55.02	48.11	522.1	4.4
RECT2026.01		60.23	54.9	50.56	441.61	5.08
PRUNE2026.01		59.98	55.72	48.56	571.27	1.89
PRUNE2026.01		57.61	54.01	52.87	596.56	6.93
MEMIT2026.01		54.03	52.66	53.63	594.16	5.17
PRUNE2026.01		52.92	51.47	53.91	576.95	5.14
GPT2-XL2026.01		21.82	24.16	78.32	626.69	31.34
GPT-J2026.01		15.22	17.65	83.5	622.01	29.61
LLaMA32026.01		7.02	9.44	89.73	635.47	24.24