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ResearchFormerly WizWand

Multi-modal Benchmarking on SEED-Bench

60.5ScoreVanilla
39.1844.71550.2555.785Mar 7, 2026
Updated 7mo ago

Evaluation results

MethodLinks
VanillaLoc.=-, Retained Tokens=576, Pruning Ratio=0%2026.0360.5
AutoSelectLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.0359.2
PRUNESIDLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.0359
DivPruneLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.0358.6
VisionZipLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.0358.5
AutoSelectLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.0358.4
PRUNESIDLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.0357.8
AutoSelectLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.0357.6
FastVLoc.=L2–L32, Retained Tokens=192, Pruning Ratio=66.7%2026.0357.1
DivPruneLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.0357.1
VisionZipLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.0357.1
PRUNESIDLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.0356.1
FastVLoc.=L2–L32, Retained Tokens=128, Pruning Ratio=77.8%2026.0355.9
SparseVLMLoc.=L1–L32, Retained Tokens=192, Pruning Ratio=66.7%2026.0355.8
DivPruneLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.0355.4
PDropLoc.=L8–L24, Retained Tokens=192, Pruning Ratio=66.7%2026.0354.7
VisionZipLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.0354.5
SparseVLMLoc.=L1–L32, Retained Tokens=128, Pruning Ratio=77.8%2026.0353.4
PDropLoc.=L8–L24, Retained Tokens=128, Pruning Ratio=77.8%2026.0353.3
FastVLoc.=L2–L32, Retained Tokens=64, Pruning Ratio=88.9%2026.0351.9
DARTLoc.=L2, Retained Tokens=192, Pruning Ratio=66.7%2026.0351.5
SparseVLMLoc.=L1–L32, Retained Tokens=64, Pruning Ratio=88.9%2026.0351.1
DARTLoc.=L2, Retained Tokens=128, Pruning Ratio=77.8%2026.0350.5
DARTLoc.=L2, Retained Tokens=64, Pruning Ratio=88.9%2026.0347.2
PDropLoc.=L8–L24, Retained Tokens=64, Pruning Ratio=88.9%2026.0340