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ResearchFormerly WizWand

Visual Question Answering on OCRBench

909ScoreQwen3-VL-32B-Instruct + SpatialBoost
48.4271.825495.25718.675Dec 3, 2025Jan 1, 2026Jan 30, 2026Feb 28, 2026Mar 29, 2026Apr 27, 2026May 27, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Qwen3-VL-32B-Instruct + SpatialBoostEncoder Enhancement=SpatialBoost2026.03909———
Qwen3-VL-32B-Instruct2026.03895———
InternVL3-38B + SpatialBoostEncoder Enhancement=SpatialBoost2026.03894———
InternVL3-38B2026.03886———
Baseline (No Recompute)Model=Qwen3-VL-8B, Recomputation budget (k)=02026.03878———
BaseRatio=100%, Model Backbone=Qwen3-VL-4B2026.0587481.95100—
Qwen3-VL-2BParameter Count=2B2025.12858———
CacheBlendModel=Qwen3-VL-8B, Recomputation budget (k)=22026.03845———
InfoFlow KVModel=Qwen3-VL-8B, Recomputation budget (k)=22026.03842———
No RecomputeModel=Qwen3-VL-8B, Recomputation budget (k)=22026.03839———
InternVL3.5-2BParameter Count=2B2025.12836———
EPICModel=Qwen3-VL-8B, Recomputation budget (k)=22026.03836———
InternVL3-2BParameter Count=2B2025.12835———
BaseRatio=100%, Backbone=Qwen2.5-VL-3B2026.05824———
Qwen2-VL-2BParameter Count=2B2025.12809———
InfoFlow KVModel=Qwen3-VL-8B, Recomputation budget (k)=42026.03802———
CacheBlendModel=Qwen3-VL-8B, Recomputation budget (k)=42026.03786———
EPICModel=Qwen3-VL-8B, Recomputation budget (k)=42026.03785———
ERASERatio=-65.11%, Model Backbone=Qwen3-VL-4B2026.0578478.9896.38—
No RecomputeModel=Qwen3-VL-8B, Recomputation budget (k)=42026.03781———
jina-vlm2025.12778———
IVC-PruneRatio=-65.11%, Model Backbone=Qwen3-VL-4B2026.0574976.8193.74—
ERASERatio=-72.77%, Model Backbone=Qwen3-VL-4B2026.0574577.194.09—
DARTRatio=-65.11%, Model Backbone=Qwen3-VL-4B2026.0571269.4984.8—
ERASERatio=-62.1%, Backbone=Qwen2.5-VL-3B2026.05706———
IVC-PruneRatio=-72.77%, Model Backbone=Qwen3-VL-4B2026.0569575.0991.64—
PruneSIDRatio=-65.11%, Model Backbone=Qwen3-VL-4B2026.0566066.9781.72—
DARTRatio=-72.77%, Model Backbone=Qwen3-VL-4B2026.0565663.7277.75—
CDPrunerRatio=-62.1%, Backbone=Qwen2.5-VL-3B2026.05654———
ERASERatio=-84.43%, Model Backbone=Qwen3-VL-4B2026.0563273.2589.39—
DARTRatio=-62.1%, Backbone=Qwen2.5-VL-3B2026.05626———
CDPrunerRatio=-65.11%, Model Backbone=Qwen3-VL-4B2026.0561960.8474.24—
IVC-PruneRatio=-62.1%, Backbone=Qwen2.5-VL-3B2026.05617———
ERASERatio=-75.0%, Backbone=Qwen2.5-VL-3B2026.05611———
CDPrunerRatio=-75.0%, Backbone=Qwen2.5-VL-3B2026.05591———
PruneSIDRatio=-62.1%, Backbone=Qwen2.5-VL-3B2026.05587———
PruneSIDRatio=-72.77%, Model Backbone=Qwen3-VL-4B2026.0558363.7277.75—
CDPrunerRatio=-72.77%, Model Backbone=Qwen3-VL-4B2026.0553455.1567.3—
IVC-PruneRatio=-75.0%, Backbone=Qwen2.5-VL-3B2026.05527———
DARTRatio=-75.0%, Backbone=Qwen2.5-VL-3B2026.05519———
CDPrunerRatio=-85.0%, Backbone=Qwen2.5-VL-3B2026.05515———
DARTRatio=-84.43%, Model Backbone=Qwen3-VL-4B2026.0551050.7361.91—
IVC-PruneRatio=-84.43%, Model Backbone=Qwen3-VL-4B2026.0549466.1580.73—
PruneSIDRatio=-75.0%, Backbone=Qwen2.5-VL-3B2026.05494———
ERASERatio=-85.0%, Backbone=Qwen2.5-VL-3B2026.05493———
PruneSIDRatio=-84.43%, Model Backbone=Qwen3-VL-4B2026.0545451.5462.9—
PruneSIDRatio=-85.0%, Backbone=Qwen2.5-VL-3B2026.05426———
DARTRatio=-85.0%, Backbone=Qwen2.5-VL-3B2026.05413———
CDPrunerRatio=-84.43%, Model Backbone=Qwen3-VL-4B2026.0540543.7153.34—
IVC-PruneRatio=-85.0%, Backbone=Qwen2.5-VL-3B2026.05396———
SeProD2026.0585.3———
Mini-o32026.0583.8———
Qwen2.5-VL2026.0581.5———
DeepSeek-OCR2026.07———430
Gemini 2.5 Pro2026.07———872
HunyuanOCR2026.07———860
HunyuanOCR-1.52026.07———861
Qwen3-VL-235B-A22B-InstructModel Size=235B-A22B2026.07———920
Qwen3-VL-2B-InstructModel Size=2B2026.07———858
Seed-1.6-Vision2026.07———881