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ResearchFormerly WizWand

Multimodal Understanding on MME (Score and Avg. %)

2,433.9ScoreQwen2.5-VL-32B
1,780.6761,950.2632,119.852,289.437Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Qwen2.5-VL-32BToken Budget=100%, Backbone Model=Qwen2.5-VL-32B2026.042,433.9100
IWPToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.042,381.694.2
DivPruneToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.042,360.593.4
IWPToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.042,321.289.6
VisionZipToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.042,316.394
FastVToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.042,273.390.8
DivPruneToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.042,234.287.7
CDPrunerToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.042,208.987.2
IWPToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.042,143.481.5
VisionZipToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.042,123.986.2
DivPruneToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.042,09378.9
FastVToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.042,083.784
CDPrunerToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.042,079.581.3
VisionZipToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.041,921.975.1
CDPrunerToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.041,879.271.8
FastVToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.041,805.873.2