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Overall Performance on Aggregate 9 benchmarks

64.9Average ScoreLLaVA-1.5-7B
26.357636.363846.3756.3762May 26, 2026Jun 1, 2026Jun 7, 2026Jun 13, 2026Jun 19, 2026Jun 25, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LLaVA-1.5-7BRetain Tokens=576, Pruning Ratio=0%2026.0764.9
EADPRetain Tokens=128, Pruning Ratio=77.8%2026.0763.5
CDPrunerRetain Tokens=128, Pruning Ratio=77.8%2026.0763.2
VisionZipRetain Tokens=128, Pruning Ratio=77.8%2026.0762.5
DivPruneRetain Tokens=128, Pruning Ratio=77.8%2026.0762.5
EADPRetain Tokens=64, Pruning Ratio=88.9%2026.0762.2
SparseVLMRetain Tokens=128, Pruning Ratio=77.8%2026.0762.1
DARTRetain Tokens=128, Pruning Ratio=77.8%2026.0762
HiPruneRetain Tokens=128, Pruning Ratio=77.8%2026.0761.9
CDPrunerRetain Tokens=64, Pruning Ratio=88.9%2026.0761.9
PruMerge+Retain Tokens=128, Pruning Ratio=77.8%2026.0761.8
TRIMRetain Tokens=128, Pruning Ratio=77.8%2026.0761.7
PDropRetain Tokens=128, Pruning Ratio=77.8%2026.0761
DivPruneRetain Tokens=64, Pruning Ratio=88.9%2026.0760.9
EADPRetain Tokens=32, Pruning Ratio=94.4%2026.0760.9
CDPrunerRetain Tokens=32, Pruning Ratio=94.4%2026.0760.4
VisionZipRetain Tokens=64, Pruning Ratio=88.9%2026.0760.3
TRIMRetain Tokens=64, Pruning Ratio=88.9%2026.0759.9
DARTRetain Tokens=64, Pruning Ratio=88.9%2026.0759.2
FastVRetain Tokens=128, Pruning Ratio=77.8%2026.0759.1
PruMerge+Retain Tokens=64, Pruning Ratio=88.9%2026.0758.7
DivPruneRetain Tokens=32, Pruning Ratio=94.4%2026.0758.4
Qwen2.5-Dense2MoELLM=Qwen2.5, Model=Ours, Activated Parameters=1.2 B2026.0558.23
HiPruneRetain Tokens=64, Pruning Ratio=88.9%2026.0757.9
DARTRetain Tokens=32, Pruning Ratio=94.4%2026.0756.7
TRIMRetain Tokens=32, Pruning Ratio=94.4%2026.0756
VisionZipRetain Tokens=32, Pruning Ratio=94.4%2026.0756
SparseVLMRetain Tokens=64, Pruning Ratio=88.9%2026.0755.8
Qwen2.5-DenseLLM=Qwen2.5, Model=Dense, Activated Parameters=1.5 B2026.0555.19
PruMerge+Retain Tokens=32, Pruning Ratio=94.4%2026.0754.5
FastVRetain Tokens=64, Pruning Ratio=88.9%2026.0747.3
PDropRetain Tokens=64, Pruning Ratio=88.9%2026.0747
Llama2-Dense2MoELLM=Llama2, Model=Ours, Activated Parameters=5.7 B2026.0531.38
Llama2-DenseLLM=Llama2, Model=Dense, Activated Parameters=7.0 B2026.0527.84