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Visual Perception on Counting

68.33AccuracyICoT
51.866856.140960.41564.6891May 4, 2026

Evaluation results

MethodLinks
ICoTBackbone=Qwen2.5VL-7B2026.0568.33
LVRBackbone=Qwen2.5VL-7B2026.0568.33
LVRRFBackbone=Qwen2.5VL-7B2026.0568.33
Unsilencing Latent ReasoningBackbone=Qwen2.5VL-7B2026.0568.33
DMLRBackbone=Qwen2.5VL-7B2026.0567.5
CoVTBackbone=Qwen2.5VL-7B2026.0567.5
MCoTBackbone=Qwen2.5VL-7B2026.0566.67
CCoTBackbone=Qwen2.5VL-7B2026.0566.67
VanillaBackbone=Qwen2.5VL-7B2026.0565
MonetBackbone=Qwen2.5VL-7B2026.0560.83
LVRRFBackbone=Qwen2.5VL-3B2026.0560.83
LVRBackbone=Qwen2.5VL-3B2026.0559.17
Unsilencing Latent ReasoningBackbone=Qwen2.5VL-3B2026.0559.17
VanillaBackbone=Qwen2.5VL-3B2026.0555.83
MCoTBackbone=Qwen2.5VL-3B2026.0555.83
ICoTBackbone=Qwen2.5VL-3B2026.0555.83
CCoTBackbone=Qwen2.5VL-3B2026.0554.17
DMLRBackbone=Qwen2.5VL-3B2026.0552.5