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Document Question Answering on ArxivQA (test)

76.03AccuracyOracle
61.709265.427169.14572.8629Feb 1, 2026

Evaluation results

MethodLinks
OracleModel=MiniCPM-V 2.62026.0276.03
MARAModel=MiniCPM-V 2.62026.0271.85
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-32026.0270.07
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-102026.0269.65
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-12026.0269.47
OracleModel=GPT-4o2026.0267.58
VisRAGModel=MiniCPM-V 2.6, Input=top-32026.0265.76
VisRAGModel=MiniCPM-V 2.6, Input=top-12026.0265.39
VisRAGModel=MiniCPM-V 2.6, Input=top-102026.0264.78
MARAModel=GPT-4o2026.0263.92
MARA (Our Framework)Model=GPT-4o, Input=top-32026.0263.9
MARA (Our Framework)Model=GPT-4o, Input=top-12026.0263.19
VisRAGModel=GPT-4o, Input=top-12026.0262.94
VisRAGModel=GPT-4o, Input=top-32026.0262.26