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ResearchFormerly WizWand

Multimodal Evaluation on MME (MME, Avg.)

1,851MME ScoreVanilla
1,529.641,613.071,696.51,779.93May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VanillaToken Budget=2880, Retention Ratio=100%2026.051,851100
LRCPToken Budget=640, Retention Ratio=↓ 77.8%2026.051,82798.3
ApETToken Budget=640, Retention Ratio=↓ 77.8%2026.051,81597.6
VisionZipToken Budget=640, Retention Ratio=↓ 77.8%2026.051,78797.4
ApETToken Budget=320, Retention Ratio=↓ 88.9%2026.051,78394.2
SparseVLMToken Budget=640, Retention Ratio=↓ 77.8%2026.051,77395.7
LRCPToken Budget=320, Retention Ratio=↓ 88.9%2026.051,75995.3
VisionZipToken Budget=320, Retention Ratio=↓ 88.9%2026.051,70293.6
LRCPToken Budget=160, Retention Ratio=↓ 94.4%2026.051,69391.8
SparseVLMToken Budget=320, Retention Ratio=↓ 88.9%2026.051,69093.7
ApETToken Budget=160, Retention Ratio=↓ 94.4%2026.051,68090.1
VisionZipToken Budget=160, Retention Ratio=↓ 94.4%2026.051,62888.6
SparseVLMToken Budget=160, Retention Ratio=↓ 94.4%2026.051,54280.2