List your company
ResearchFormerly WizWand

Accuracy on Visual Question Answering on VQA v2

81.3AccuracyLLaVA-NeXT-7B
62.68467.51772.3577.183Jun 1, 2023Dec 5, 2023Jun 10, 2024Dec 15, 2024Jun 21, 2025Dec 26, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LLaVA-NeXT-7BRetained Tokens=2,880, Token Reduction Ratio=100%2026.0781.3
VILA-13BModel Scale=13B, Precision=FP162023.0680.5
VILA-13B-AWQModel Scale=13B, Quantization=INT4-g1282023.0680.4
VILA-7BModel Scale=7B, Precision=FP162023.0680.3
VILA-7B-AWQModel Scale=7B, Quantization=INT4-g1282023.0680.1
EADPRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0780
CDPrunerRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0779.9
SparseVLMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0779.5
DivPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0779.3
VisionZipRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0779.2
HiPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0778.8
PDropRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0778.7
DARTRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0778.7
EADPRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0778.6
PruMerge+Retained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0778
TRIMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0777.9
CDPrunerRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0777.9
DivPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0777.2
EADPRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0777
FastVRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0776.6
CDPrunerRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0776.4
VisionZipRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0776.3
TRIMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0775.3
DARTRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0775.1
DivPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0775
PruMerge+Retained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0774.8
HiPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0774.4
SparseVLMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0773.9
DARTRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0773.1
VisionZipRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0770.8
TRIMRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0770.3
PruMerge+Retained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0769.1
PDropRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.7
HiPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0767.3
FastVRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0763.4