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ResearchFormerly WizWand

Multimodal Evaluation Summary on Aggregated non-MME

84.4Average AccuracyQwen3-VL-32B
69.621673.458377.29581.1317May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Qwen3-VL-32BToken Ratio=100%2026.0584.4100
F3AToken Ratio=60%2026.0583.398.69
CDPrunerToken Ratio=60%2026.0582.5797.83
F3AToken Ratio=40%2026.0581.9297.07
VisionZipToken Ratio=60%2026.0581.6196.7
FastVToken Ratio=60%2026.0581.4496.49
DivPruneToken Ratio=60%2026.0581.4396.49
CDPrunerToken Ratio=40%2026.058195.98
VisionZipToken Ratio=40%2026.0579.8694.62
DivPruneToken Ratio=40%2026.0579.1393.76
InternVL3.5-8BRatio=100%, Backbone=InternVL3.5-8B2026.0579.05100
Qwen2.5-VL-7BRatio=100%, Backbone=Qwen2.5-VL-7B2026.0578.76100
FastVToken Ratio=40%2026.0578.4592.95
F3AToken Ratio=20%2026.0577.8892.27
F3ARatio=60%, Backbone=InternVL3.5-8B2026.0577.6198.17
F3ARatio=60%, Backbone=Qwen2.5-VL-7B2026.0577.3298.18
VisionZipRatio=60%, Backbone=InternVL3.5-8B2026.0577.2897.76
CDPrunerRatio=60%, Backbone=Qwen2.5-VL-7B2026.0576.9997.77
DivPruneRatio=60%, Backbone=Qwen2.5-VL-7B2026.0576.8897.64
VisionZipToken Ratio=20%2026.0576.8591.06
CDPrunerRatio=60%, Backbone=InternVL3.5-8B2026.0576.7897.12
CDPrunerToken Ratio=20%2026.0576.7590.94
DivPruneRatio=60%, Backbone=InternVL3.5-8B2026.0576.6396.94
FastVRatio=60%, Backbone=InternVL3.5-8B2026.0576.6196.9
VisionZipRatio=60%, Backbone=Qwen2.5-VL-7B2026.0576.5997.25
F3ARatio=40%, Backbone=InternVL3.5-8B2026.0576.2996.51
FastVRatio=60%, Backbone=Qwen2.5-VL-7B2026.0576.2896.89
F3ARatio=40%, Backbone=Qwen2.5-VL-7B2026.0576.1496.67
VisionZipRatio=40%, Backbone=InternVL3.5-8B2026.0576.0396.17
CDPrunerRatio=40%, Backbone=Qwen2.5-VL-7B2026.0575.9396.4
DivPruneRatio=40%, Backbone=Qwen2.5-VL-7B2026.0575.8996.36
VisionZipRatio=40%, Backbone=Qwen2.5-VL-7B2026.0575.5695.94
CDPrunerRatio=40%, Backbone=InternVL3.5-8B2026.0575.5195.51
DivPruneRatio=40%, Backbone=InternVL3.5-8B2026.0575.2895.23
FastVRatio=40%, Backbone=InternVL3.5-8B2026.0575.2295.15
DivPruneToken Ratio=20%2026.0575.1489.04
FastVRatio=40%, Backbone=Qwen2.5-VL-7B2026.0574.9995.21
F3ARatio=20%, Backbone=InternVL3.5-8B2026.0573.9793.57
FastVToken Ratio=20%2026.0573.4887.06
F3ARatio=20%, Backbone=Qwen2.5-VL-7B2026.0573.4293.03
VisionZipRatio=20%, Backbone=Qwen2.5-VL-7B2026.0573.392.99
CDPrunerRatio=20%, Backbone=Qwen2.5-VL-7B2026.0573.2292.9
DivPruneRatio=20%, Backbone=Qwen2.5-VL-7B2026.057392.61
VisionZipRatio=20%, Backbone=InternVL3.5-8B2026.0572.8692.16
DivPruneRatio=20%, Backbone=InternVL3.5-8B2026.0572.3391.5
CDPrunerRatio=20%, Backbone=InternVL3.5-8B2026.0572.1191.21
FastVRatio=20%, Backbone=Qwen2.5-VL-7B2026.0570.5589.48
FastVRatio=20%, Backbone=InternVL3.5-8B2026.0570.1988.79