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Multimodal Visual Question Answering on MathVision

27.18AccuracySPINE
8.491213.343118.19523.0469Nov 22, 2025

Evaluation results

MethodLinks
SPINEBase Model=Qwen2.5-VL-3B-Instruct2025.1127.18
TTRLBase Model=Qwen2.5-VL-3B-Instruct2025.1122.73
No adaptationBase Model=Qwen2.5-VL-3B-Instruct2025.1119.65
Self-ConsistencyBase Model=Qwen2.5-VL-3B-Instruct2025.1119.2
SEALONGBase Model=Qwen2.5-VL-3B-Instruct2025.1110.36
LMSIBase Model=Qwen2.5-VL-3B-Instruct2025.119.21