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Multi-modal Capability Evaluation on MMBench (Accuracy and Latency)

58AccuracyQ-Mamba
55.81656.38356.9557.517Jun 3, 2026

Evaluation results

MethodLinks
Q-MambaQuery Length=7292026.06587.540.147
Q-MambaQuery Length=2562026.0657.75.940.099
Q-MambaQuery Length=5122026.0657.66.540.127
Q-MambaQuery Length=1282026.0657.25.520.095
VL-MambaQuery Length=-2026.06577.260.152
VL-MambaQuery Length=-, Visual scanning order=forward scan only2026.0656.7——
CobraQuery Length=-2026.0656.27.620.129
VL-MambaQuery Length=-, Visual scanning order=backward scan only2026.0655.9——