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Benchmarks
Multimodal Spatial Reasoning on VSR
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70.14
Accuracy
SpecFlow
50.952
55.9335
60.915
65.8965
Jun 1, 2026
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
SpecFlow
FLOPs(G)=11169.74, Lat...
2026.06
70.14
VoCoT
FLOPs(G)=20342.40, Lat...
2026.06
68.88
CODI
FLOPs(G)=11099.76, Lat...
2026.06
68.82
SparseVLM
FLOPs(G)=15200.29, Lat...
2026.06
63.88
LightFastV
FLOPs(G)=16280.49, Lat...
2026.06
58.63
PCCoT
FLOPs(G)=10654.00, Lat...
2026.06
54.71
SoT
FLOPs(G)=17675.04, Lat...
2026.06
54.56
Heima
FLOPs(G)=10394.46, Lat...
2026.06
51.69
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