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Multimodal Document Question Answering on PaperText

56.7AccuracyOurs
16.24426.74737.2547.753Jan 26, 2026

Evaluation results

MethodLinks
OursCategory=RAG-based, Top-k retrieval=Top-42026.0156.7
MDocAgentCategory=RAG-based, Top-k retrieval=Top-42026.0153.6
OursCategory=RAG-based, Top-k retrieval=Top-12026.0150.8
Qwen-2.5-VL-7B-InstructCategory=LVLM-based2026.0120.3
LLaVA-1.6-7B-InstructCategory=LVLM-based2026.0117.8