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ResearchFormerly WizWand

Image Reasoning on MMStar

71.85AccuracyDBTrimKV
39.173247.656656.1464.6234May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DBTrimKVBudget=5122026.0571.85
VanillaBudget=Full2026.0571.52
DBTrimKVBudget=10242026.0571.5
TrimKVBudget=10242026.0570.64
TrimKVBudget=5122026.0570.28
DBTrimKVBudget=2562026.0569.91
DBTrimKVBudget=1282026.0568.69
AdaKVBudget=10242026.0566.89
Ada-Pyramid-KVBudget=10242026.0566.84
TrimKVBudget=2562026.0565.67
DBTrimKVBudget=642026.0565.44
TrimKVBudget=1282026.0562.29
Ada-Pyramid-KVBudget=5122026.0560.41
AdaKVBudget=5122026.0560.14
R-KVBudget=10242026.0558.42
R-KVBudget=5122026.0555.23
TrimKVBudget=642026.0554.12
AdaKVBudget=2562026.0553.3
R-KVBudget=2562026.0553.01
Ada-Pyramid-KVBudget=2562026.0552.56
SnapKVBudget=10242026.0551.84
SnapKVBudget=5122026.0551.01
SnapKVBudget=2562026.0550.89
R-KVBudget=1282026.0550.04
Ada-Pyramid-KVBudget=1282026.0541.6
AdaKVBudget=1282026.0540.89
SnapKVBudget=1282026.0540.43