Multimodal Question Answering on 9 Multimodal Benchmarks Suite (test val) benchmark leaderboard · SOTA2 Research

Multimodal Question Answering on 9 Multimodal Benchmarks Suite (test val)

80VQAv2 AccuracyLLaVA-1.5-13B

Evaluation Results

Method	Links
LLaVA-1.5-13B2026.03		80	63.3	53.6	72.8	61.2	86	1,531	68.5	63.5	100
PDrop2026.03		78.2	61	53.8	73.3	60.2	83.6	1,489	67.5	62.8	98.4
SparseVLM2026.03		77.6	59.6	51.4	74.3	59.3	85	1,488	68.4	62.6	97.8
AgilePruner2026.03		77.5	59.1	52.5	72.8	58.9	86.9	1,481	67.6	61.9	97.6
DivPrune2026.03		77.1	59.2	53.5	72.8	58	86.8	1,458	66.3	60.7	97
VisionZip2026.03		76.8	57.9	52.3	73.8	58.9	82.7	1,450	67.4	62.5	96.7
PruMerge+2026.03		76.2	58.3	52.8	73.3	56.1	82.7	1,446	66.3	61.2	95.8
AgilePruner2026.03		75.7	57.5	54.2	72	58.6	82	1,437	66.2	61.6	96
FastV2026.03		75.3	58.3	54.6	74.2	58.6	75.5	1,460	66.1	62.3	96
DivPrune2026.03		75.2	57.9	54.4	71.7	57.4	84.5	1,454	64.1	59.8	95.6
VisionZip2026.03		73.7	56.2	53.2	74.2	57.4	75.7	1,380	64.9	61.3	93.9
SparseVLM2026.03		73.2	55.9	52.1	73	57.1	77.9	1,374	65.2	60.3	93.5
PruMerge+2026.03		72.6	56.3	52.4	73.5	54.4	75.7	1,338	65	59.3	92.3
PDrop2026.03		70.8	54.1	50.5	73.1	55.3	66.1	1,247	63.1	56.6	88.7
FastV2026.03		65.3	51.9	53.8	73.1	53.4	56.9	1,246	59.2	55.1	85.8