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Document Question Answering on PlotQA (test)

53.79AccuracyOracle
29.173235.564141.95548.3459Feb 1, 2026

Evaluation results

MethodLinks
OracleModel=MiniCPM-V 2.62026.0253.79
MARAModel=MiniCPM-V 2.62026.0244.57
OracleModel=GPT-4o2026.0244.25
VisRAGModel=MiniCPM-V 2.6, Input=top-12026.0242.89
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-12026.0242.89
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-32026.0240.05
VisRAGModel=MiniCPM-V 2.6, Input=top-32026.0237.57
VisRAGModel=MiniCPM-V 2.6, Input=top-102026.0235.12
VisRAGModel=GPT-4o, Input=top-12026.0233.73
MARA (Our Framework)Model=GPT-4o, Input=top-12026.0233.41
MARAModel=GPT-4o2026.0232.98
MARA (Our Framework)Model=MiniCPM-V 2.6, Input=top-102026.0232.96
MARA (Our Framework)Model=GPT-4o, Input=top-32026.0232.18
VisRAGModel=GPT-4o, Input=top-32026.0230.12