Share your thoughts, 1 month free Claude Pro on usSee more

Sequential Model Editing on Counterfact

99.88Efficacy

RECT (aligned)

Updated 7d ago

Evaluation Results

Method
RECT (aligned) 2026.05	99.88	94.34	81.56	628.75	33.22
PRUNE (aligned) 2026.05	99.87	94.91	79.9	628.03	33.41
MEMIT (aligned) 2026.05	99.85	95.29	79.98	626.63	33.31
PRUNE (aligned) 2026.05	99.83	96.16	74.77	617.04	42.05
AlphaEdit (aligned) 2026.05	99.83	92.21	83.06	625.3	32.09
MEMIT (aligned) 2026.05	99.82	96.51	74.92	616.39	41.79
MEMIT (aligned) 2026.05	99.82	92.84	82.64	624.81	31.74
RECT (aligned) 2026.05	99.78	95.69	76.71	620.73	41.92
PRUNE (aligned) 2026.05	99.78	91.85	82.25	625	31.58
EvoEdit 2025.10	99.77	97.27	71.32	630.71	34.1
AlphaEdit (aligned) 2026.05	99.73	96.03	75.49	617.73	41.95
RECT (aligned) 2026.05	99.72	91.3	82.8	625.04	31.76
EvoEdit 2025.10	99.67	94.93	69.99	623.09	32.64
AlphaEdit 2025.10	99.57	79.81	82.65	626.8	30.98
NSE 2024.10	99.55	91.92	78.96	620.49	40.24
AlphaEdit (aligned) 2026.05	99.53	94.1	66.5	597.86	39.19
EvoEdit 2025.10	99.5	82.5	82.73	626.8	31.22
AlphaEdit 2025.10	99.42	96.69	64.71	624.84	32.92
PRUNE (aligned) 2026.05	99.32	93.95	65.04	583.82	37.36
RECT (aligned) 2026.05	99.15	93.82	66.29	588.71	37.89
MEMIT (aligned) 2026.05	99.05	93.46	64.46	571.72	35.93
AlphaEdit (aligned) 2026.05	98.92	93.93	68.57	621.85	32.31
AlphaEdit 2025.10	98.9	94.22	67.88	622.49	32.4
MEMIT 2024.10	98.55	95.5	63.64	546.28	34.89
EvoEdit 2025.10	98.29	91.21	63.91	613.88	33.22
NSE 2024.10	96.8	87.72	72.1	622.85	40.04
NSE 2024.10	96.14	78.42	87.66	632.72	30.2
GRACE 2024.10	95.88	0.05	82.11	620.21	28.53
MEMIT 2024.10	94.7	85.82	60.5	477.26	22.72
GRACE 2024.10	94.5	0.04	78.13	622.56	31.55
FT 2025.10	94.04	84.12	38.15	401.57	21.35
FT-L 2024.10	92.15	72.38	43.35	297.92	6.65
GRACE 2024.10	90.72	0.09	87.23	632.43	23.79
FT-L 2024.10	83.33	67.79	46.63	233.72	8.77
FT 2025.10	83.33	67.79	46.63	233.72	8.77
MEMIT 2025.10	76.03	77.4	60.7	576.23	20.76
ROME 2025.10	69.88	63.79	48.88	656.96	1.65
ROME 2025.10	68.65	62.44	51.35	539.77	4.26
PRUNE 2025.10	68.25	64.75	49.82	418.03	5.9
AlphaEdit 2025.10	66.78	58.27	51.79	489.91	4.59
InstructEdit 2025.10	66.58	64.18	47.14	443.85	7.28
RECT 2025.10	66.05	63.62	61.41	526.62	20.54
MEMIT 2024.10	65.65	64.65	51.56	437.43	6.58
MEMIT 2025.10	65.65	64.65	51.56	437.43	6.58
MEMIT 2025.10	65.65	64.65	51.56	437.43	6.58
ROME 2024.10	64.4	61.42	49.44	449.06	3.31
ROME 2025.10	64.4	61.42	49.44	449.06	3.31
FT-L 2024.10	63.55	42.2	57.06	519.35	10.56
MEND 2024.10	63.24	61.17	45.37	372.16	4.21
MEND 2025.10	63.24	61.17	45.37	372.16	4.21
FT-W 2024.10	61.23	62.4	47.05	492.34	3.57
SPHERE 2025.10	60.76	29.24	3.83	612.67	14.74
ROME 2024.10	57.5	54.2	52.05	589.28	3.22
ROME 2024.10	54.6	51.18	52.68	366.13	0.72
SPHERE 2025.10	52.89	32.07	5.01	551.51	30.89
MEND 2024.10	50.8	50.8	49.2	407.21	1.01
MEMIT 2025.10	49.73	49.24	51.54	389.31	3.45
FT-W 2024.10	48.35	31.42	68.71	587.2	29.41
ROME 2025.10	47.57	48.45	52.52	465.02	1.83
MEND 2024.10	46.15	46.22	53.9	242.41	3.94
AlphaEdit 2025.10	43.92	24.37	2.32	479.83	4.67
FT-W 2024.10	42.7	35.93	63.06	565.96	13.03
Pre-edited 2024.10	22.23	24.34	78.53	626.64	31.88
Pre-edited 2026.05	22.23	24.34	78.53	626.64	31.88
Pre-edited 2024.10	16.22	18.56	83.11	621.81	29.74
Pre-edited 2026.05	16.22	18.56	83.11	621.81	29.74
FT 2025.10	15.44	4.63	1.46	214.26	3.15
PRUNE 2025.10	14.3	11.27	6.75	620.74	29.5
Pre-edited 2026.05	13.95	16.75	86.02	625.68	25.49
FT 2025.10	8.4	2.54	0.03	409.8	19.35
Pre-edited 2024.10	7.85	10.58	89.48	635.23	24.14
Pre-edited 2026.05	7.85	10.58	89.48	635.23	24.14
GRACE 2025.10	7.83	10.21	89.2	568.49	3.61
AlphaEdit 2025.10	4.37	1.71	0.57	482.36	4.71
PRUNE 2025.10	1.19	0.34	0.62	618.72	49.24
RECT 2025.10	0.64	0.19	0.09	368.46	1.35
RECT 2025.10	0.57	0.29	0.1	438.83	9.4
Pre-edited 2025.10	0.49	0.44	18.09	634.84	22.06
Pre-edited 2025.10	0.42	0.46	15.06	624.45	23.02
MEMIT 2025.10	0	0	0	318.19	4.19
MEMIT 2025.10	0	0	0	370.84	3.59