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ResearchFormerly WizWand

Multimodal Evaluation on MME (Total)

2,631.7Total ScoreQwen3-VL-235B
556.91,095.551,634.22,172.85Apr 1, 2026Apr 8, 2026Apr 15, 2026Apr 23, 2026Apr 30, 2026May 7, 2026May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Qwen3-VL-235BToken Retention Ratio=100%2026.052,631.7
VisionZipToken Retention Ratio=60%2026.052,588.9
F3AToken Retention Ratio=60%2026.052,580.3
DivPruneToken Retention Ratio=60%2026.052,562.4
CDPrunerToken Retention Ratio=60%2026.052,548.2
FastVToken Retention Ratio=60%2026.052,511.6
VisionZipToken Retention Ratio=40%2026.052,440.1
F3AToken Retention Ratio=40%2026.052,439.7
DivPruneToken Retention Ratio=40%2026.052,428.4
CDPrunerToken Retention Ratio=40%2026.052,412.6
FastVToken Retention Ratio=40%2026.052,366.5
F3AToken Retention Ratio=20%2026.052,366.1
DivPruneToken Retention Ratio=20%2026.052,291.6
CDPrunerToken Retention Ratio=20%2026.052,268.4
VisionZipToken Retention Ratio=20%2026.052,240.5
VanillaBackbone=InternVL-2.5-8B, Token Reduction Rate=100%2026.042,240
FastVToken Retention Ratio=20%2026.052,104.7
DASHBackbone=InternVL-2.5-8B, Token Reduction Rate=25%2026.042,098
DivPruneBackbone=InternVL-2.5-8B, Token Reduction Rate=25%2026.042,097
DARTBackbone=InternVL-2.5-8B, Token Reduction Rate=25%2026.042,086
FastVBackbone=InternVL-2.5-8B, Token Reduction Rate=25%2026.042,073
VanillaRetained Tokens=576, Backbone=LLaVA-v1.5-7B2026.051,862
LRCPRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,823
ApETRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,808
LRCPRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,807
ApETRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,801
V2DropRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,796
VisionZipRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,778
PDropRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,766
VisionZipRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,759
SparseVLMRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,721
LRCPRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,721
ApETRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,714
V2DropRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,712
SparseVLMRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,696
VisionZipRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,687
PDropRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,644
FastVRetained Tokens=192, Backbone=LLaVA-v1.5-7B2026.051,612
SparseVLMRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,505
COINCIDETraining Data Percentage=20%, Data Selection Constraint=Full Data Used before Selection2026.041,495.6
FastVRetained Tokens=128, Backbone=LLaVA-v1.5-7B2026.051,490
ICONSTraining Data Percentage=20%, Data Selection Constraint=Full Data Used before Selection2026.041,485.7
FullTraining Data Percentage=100%, Data Selection Constraint=None (Oracle)2026.041,476.9
V2DropRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,470
DOSETraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,462.2
EL2NTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,439.5
D2-PruningTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,391.2
RandomTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,389
SemDeDupTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,376.9
PerplexityTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,341.4
Self-SupTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,335.9
CLIP-ScoreTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,331.6
Self-FilterTraining Data Percentage=20%, Data Selection Constraint=Partial Data Used before Selection2026.041,306.2
FastVRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,256
PDropRetained Tokens=64, Backbone=LLaVA-v1.5-7B2026.051,092
InternVL2-8B + ACTArchitecture=InternVL2-8B, ACT=Enabled2026.04711.7
InternVL2.5-8B + ACTArchitecture=InternVL2.5-8B, ACT=Enabled2026.04710
InternVL2.5-8BArchitecture=InternVL2.5-8B, ACT=Disabled2026.04705
Qwen2.5VL-7B + ACTArchitecture=Qwen2.5VL-7B, ACT=Enabled2026.04705
InternVL2-8BArchitecture=InternVL2-8B, ACT=Disabled2026.04701.7
Qwen2.5VL-7BArchitecture=Qwen2.5VL-7B, ACT=Disabled2026.04700
Qwen2VL-7B + ACTArchitecture=Qwen2VL-7B, ACT=Enabled2026.04693.3
Qwen2VL-7BArchitecture=Qwen2VL-7B, ACT=Disabled2026.04688.3
LLaVA-1.5-7B + ACTArchitecture=LLaVA-1.5-7B, ACT=Enabled2026.04668.3
LLaVA-1.5-13B + ACTArchitecture=LLaVA-1.5-13B, ACT=Enabled2026.04645
LLaVA-1.5-7BArchitecture=LLaVA-1.5-7B, ACT=Disabled2026.04638.3
LLaVA-1.5-13BArchitecture=LLaVA-1.5-13B, ACT=Disabled2026.04636.7