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General Visual Understanding on ScienceQA

89.92AccuracyIREASONER
87.902488.426288.9589.4738Jan 9, 2026

Evaluation results

MethodLinks
IREASONERReward Type=Continuous, Aggregation=Step-level Majority2026.0189.92
EvoLMM2026.0189.5
Qwen2.5-VL-7B w/ Discrete Reward + Step-level MajorityReward Type=Discrete, Aggregation=Step-level Majority2026.0188.92
Vision-Zeroexternal supervision=true2026.0188.5
Qwen2.5-VL-7B (Baseline)Backbone=Qwen2.5-VL-7B2026.0188.3
Qwen2.5-VL-7B w/ Discrete RewardReward Type=Discrete2026.0187.98