MMBench General Knowledge Retention benchmark leaderboard · SOTA2 Research

MMBench General Knowledge Retention

81.18COM ScoreVanilla

Evaluation Results

Method	Links
Vanilla2025.10		81.18	70.32	65.35	78.46	61.25	47.69	66.96	12.34	66.89	39.61	—
Replay2025.10		78.54	69.17	65.26	70.2	50.72	42.74	67.48	15.12	63.94	39.53	30.89
Vanilla2025.10		66.86	51.12	52.7	66.04	33.93	19.64	56.77	7.7	49.51	28.6	—
Replay2025.10		61.65	47.51	48.42	61.04	24.62	19.55	54.16	16.13	45.69	30.91	66.73
KORE2025.10		59.35	45.96	51.39	65.1	26.84	20.31	40.52	38.68	45.35	42.01	85.46
KORE2025.10		56.6	67.74	65.48	70.51	45.02	43.72	58.57	27.14	58.31	42.72	67.1
LoRA2025.10		52.54	64.54	22.35	21.39	23.25	13.52	41.38	14.29	38.16	26.22	22.03
LoRA2025.10		45.28	32.58	43.72	23.26	17.43	15.82	38.08	19.55	32.64	26.09	63.15