AI RESEARCH
DocShield: Towards AI Document Safety via Evidence-Grounded Agentic Reasoning
arXiv CS.AI
•
ArXi:2604.02694v1 Announce Type: cross The rapid progress of generative AI has enabled increasingly realistic text-centric image forgeries, posing major challenges to document safety. Existing forensic methods mainly rely on visual cues and lack evidence-based reasoning to reveal subtle text manipulations. Detection, localization, and explanation are often treated as isolated tasks, limiting reliability and interpretability. To tackle these challenges, we propose DocShield, the first unified framework formulating text-centric forgery analysis as a visual-logical co-reasoning problem.