Visual Reasoning on MMStar 1.0 (test) benchmark leaderboard · SOTA2 Research

Visual Reasoning on MMStar 1.0 (test)

63.63Coarse ScoreLLaVA-1.5-7B

Evaluation Results

Method	Links
LLaVA-1.5-7B2025.08		63.63	25.63	38.89	28.92	26.6	18.48	33.69
MMTok2025.08		59.56	25.71	40.49	29.94	27.92	17.37	33.5
MMTok2025.08		59.08	22.66	39.51	29.66	28.39	20.66	33.33
DivPrune2025.08		56.35	19.5	36.72	27.73	26.7	18.94	30.99
MMTok2025.08		56.32	21.58	39.48	30.22	23.98	15.16	31.12
VisionZip2025.08		55.27	22.92	39.32	27.95	24.76	24.62	32.47
DivPrune2025.08		54.82	21.07	37.03	27.82	24.18	19.32	30.71
MMTok2025.08		54.11	21.26	35.09	29.56	20.34	15.04	29.23
DivPrune2025.08		49.99	21.45	38.37	28.45	21.54	18.58	29.73
VisionZip2025.08		48.58	19.04	39.73	29.69	22.91	21.95	30.32
DivPrune2025.08		47.25	21.05	33.89	25.75	20.32	16.76	27.5
VisionZip2025.08		43.76	21.34	32.58	25.97	23.18	19.96	27.8
Baseline2025.08		31.85	19.1	23.77	23.61	14.28	16.11	21.45
VisionZip2025.08		27.93	21.26	25.71	21.84	20.18	17.83	22.46