AINeutralarXiv – CS AI · 9h ago6/10
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MARDoc: A Memory-Aware Refinement Agent Framework for Multimodal Long Document QA
Researchers introduce MARDoc, a Memory-Aware Refinement Agent framework that improves multimodal long-document question answering by decoupling the task into three specialized agents (Explorer, Refiner, Reflector) that maintain structured memory instead of accumulated interaction history. The approach reduces context noise while preserving critical evidence, outperforming baseline systems on benchmark datasets.