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Document Question Answering on InfoVQA (test)

72.64AccuracyOracle
36.333645.759355.18564.6107Feb 1, 2026

Evaluation results

MethodLinks
OracleModel=GPT-4o2026.0272.64
OracleModel=MiniCPM-V 2.62026.0268.8
MARAModel=GPT-4o2026.0268.02
MARA (Our Framework)Model=GPT-4o, Input=top-32026.0262.35
MARA (Our Framework)Model=GPT-4o, Input=top-12026.0258.93
VisRAGModel=GPT-4o, Input=top-32026.0258.27
MARAModel=MiniCPM-V 2.62026.0258.07
VisRAGModel=GPT-4o, Input=top-12026.0255.32
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-32026.0252.2
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-12026.0251.86
VisRAGModel=MiniCPM-V 2.6, Input=top-32026.0250.94
VisRAGModel=MiniCPM-V 2.6, Input=top-12026.0249.91
VisRAGModel=MiniCPM-V 2.6, Input=top-102026.0243.2
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-102026.0237.73