refinement-agent

MARDoc is a memory-aware refinement agent framework for multimodal long document question answering, evaluated on MMLongBench-Doc and DocBench benchmarks using Qwen3-VL models, showing consistent improvements over MLLM-based, RAG-based, and agent-based baselines.