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ResearchFormerly WizWand

Visual Question Answering on Multimodal Benchmark Suite Aggregate

100Average RatioVanilla
55.867.27578.7590.225Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
VanillaAverage Token Reduction=0.0%, Backbone=Qwen3-VL-8B2026.06100
PDrop+RerouteAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.0691.4
PDropAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.0690.8
FastVAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.0689.8
FastV+RerouteAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.0686.5
PDrop+RerouteAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.0685.4
FastVAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.0682.7
PDropAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.0681.9
FastV+RerouteAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.0679
PDrop+RerouteAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.0677.4
PDropAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.0669.6
FastV+RerouteAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.0658.1
FastVAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.0657.5