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Multimodal Reasoning on Counting

68.33AccuracyCCoT
53.603657.426861.2565.0732May 4, 2026

Evaluation results

MethodLinks
CCoTBackbone=VLAA Thinking-7B2026.0568.33
Unsilencing Latent ReasoningBackbone=VLAA Thinking-7B2026.0568.33
VanillaBackbone=VLAA Thinking-7B2026.0565
DMLRBackbone=VLAA Thinking-7B2026.0564.17
MCoTBackbone=VLAA Thinking-7B2026.0562.5
Unsilencing Latent ReasoningBackbone=R1 OneVision-7B2026.0561.67
ICoTBackbone=VLAA Thinking-7B2026.0560.83
CCoTBackbone=R1 OneVision-7B2026.0560
VanillaBackbone=R1 OneVision-7B2026.0559.17
ICoTBackbone=R1 OneVision-7B2026.0559.17
MCoTBackbone=R1 OneVision-7B2026.0558.33
DMLRBackbone=R1 OneVision-7B2026.0554.17