ResearchBenchmarksMathematical Reasoning on MathVision (ASR, Coh, Rat, Acc, ASR-C)Follow3.35CoherenceBase2.91323.02663.143.2534Jul 1, 2026Evaluation ResultsMethodMethodLinksCoherenceASRRateAccuracyASR-CBaseBase model=Qwen2.5-VL-7BBase model=Qwen2.5-VL-7B2026.073.35—3.4424—ReShiftBase model=Qwen2.5-VL-7BBase model=Qwen2.5-VL-7B2026.073.22813.23237BadTokenBase model=Qwen2.5-VL-7BBase model=Qwen2.5-VL-7B2026.073.03742.982219RewriteBase model=Qwen2.5-VL-7BBase model=Qwen2.5-VL-7B2026.072.95702.752124BadVisionBase model=Qwen2.5-VL-7BBase model=Qwen2.5-VL-7B2026.072.93343.071913