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Survey on Question Answering over Visually Rich Documents: Methods, Challenges, and Trends

Camille Barboule, Benjamin Piwowarski, Yoan Chabot
2025

Abstract

The field of visually-rich document understanding, which involves interacting with visually-rich documents (whether scanned or born-digital), is rapidly evolving and still lacks consensus on several key aspects of the processing pipeline. In this work, we provide a comprehensive overview of state-of-the-art approaches, emphasizing their strengths and limitations, pointing out the main challenges in the field, and proposing promising research directions.