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Benchmarks
Multimodal Spatial Reasoning on Winoground
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70.47
Accuracy
SpecFlow
64.2404
65.8577
67.475
69.0923
Jun 1, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
SpecFlow
FLOPs(G)=18390.14, Lat...
2026.06
70.47
VoCoT
FLOPs(G)=28092.92, Lat...
2026.06
70.09
CODI
FLOPs(G)=17985.55, Lat...
2026.06
68.91
PCCoT
FLOPs(G)=17556.18, Lat...
2026.06
67.49
SparseVLM
FLOPs(G)=23738.55, Lat...
2026.06
66.01
LightFastV
FLOPs(G)=25253.62, Lat...
2026.06
65.83
Heima
FLOPs(G)=18259.34, Lat...
2026.06
65.64
SoT
FLOPs(G)=26639.10, Lat...
2026.06
64.48
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