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Visual Question Answering on RealWQA

3.27Gain ScoreRISE
0.28521.06011.8352.6099May 20, 2026

Evaluation results

MethodLinks
RISEBase Model=Qwen2.5-VL-7B-Instruct2026.053.27
RISEBase Model=Qwen3-VL-8B-Instruct2026.052.88
VisPlayBase Model=Qwen2.5-VL-7B-Instruct, reproduced=true2026.051.96
MM-ZeroBase Model=Qwen3-VL-8B-Instruct2026.050.79
Vision-ZeroBase Model=Qwen2.5-VL-7B-Instruct2026.050.4