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Mathematical Reasoning on Mathematics Benchmarks

43.5Top-1 AccuracyMUPO
25.8230.413539.59Apr 1, 2026

Evaluation results

MethodLinks
MUPOParams=3B2026.0443.551.5
LMM-R1Params=4B2026.0441.545.5
VLAAParams=3B2026.0439.543.3
VLM-R1Params=4B2026.0437.842.3
QwenVLParams=3B2026.0433.447
InternVLParams=2B2026.0426.534.4