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ResearchFormerly WizWand

Image Reasoning on MMMU Pro Vision

43.87AccuracyDBTrimKV
1.011612.138323.26534.3917May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DBTrimKVBudget=5122026.0543.87
DBTrimKVBudget=2562026.0541.85
DBTrimKVBudget=10242026.0541.1
VanillaBudget=Full2026.0540.64
DBTrimKVBudget=1282026.0540.41
TrimKVBudget=10242026.0534.34
TrimKVBudget=5122026.0534.34
DBTrimKVBudget=642026.0532.49
TrimKVBudget=2562026.0531.45
R-KVBudget=10242026.0526.24
Ada-Pyramid-KVBudget=10242026.0525.9
AdaKVBudget=10242026.0525.61
TrimKVBudget=1282026.0524.34
SnapKVBudget=10242026.0518.27
AdaKVBudget=5122026.0516.99
Ada-Pyramid-KVBudget=5122026.0515.61
R-KVBudget=5122026.0515.54
TrimKVBudget=642026.0513.24
R-KVBudget=2562026.0512.37
SnapKVBudget=5122026.059.36
AdaKVBudget=2562026.058.27
Ada-Pyramid-KVBudget=2562026.058.09
SnapKVBudget=2562026.056.24
R-KVBudget=1282026.054.51
AdaKVBudget=1282026.054.14
Ada-Pyramid-KVBudget=1282026.054.05
SnapKVBudget=1282026.052.66