Invited talks
Agenda-setting talks from leaders in document AI, multimodal NLP, retrieval, grounding, and evaluation.
Workshop Format
A full-day program for document-centered NLP and Document AI.
Exact schedule pending EMNLP program release. The final room, timing, accepted papers, speaker details, and participation modes will be announced after confirmation.
Oral presentations
Selected accepted papers presented as talks, with final timing determined after acceptance decisions.
Poster and demo session
Interactive discussion for accepted papers, systems, demos, diagnostic studies, and work in progress.
Shared task spotlight
Shared task details will be announced once the scope, timeline, and participation instructions are final.
Panel
Discussion on trustworthy document intelligence in science, legal, finance, healthcare, government, and enterprise settings.
Early-career spotlights
Short invited highlights and moderation opportunities for emerging work in document-centered NLP.
Tentative Program
Welcome and workshop framing
Motivation, logistics, and the research agenda for trustworthy document intelligence.
Document AI, reasoning, retrieval, and evaluation
Invited sessions will be announced after speaker confirmations are public-ready.
Selected accepted papers
Talk slots will be selected from accepted submissions after review decisions.
Interactive paper, system, and diagnostic presentations
Poster and demo details will be published with the accepted paper list.
Shared task details to be announced
The final shared task segment will be added after the organizers announce the task details.
Trustworthy document intelligence in practice
A cross-sector discussion on grounding, evaluation, privacy, auditability, and deployment.