KnowFM 2026 — 4th Workshop on Towards Knowledgeable Foundation Models (at ACL 2026) (KnowFM)

KnowFM is an ACL workshop on how foundation models acquire, represent, update and use knowledge. It invites original contributions on knowledge in language models, knowledge editing, retrieval-augmented generation, parametric vs contextual knowledge, factuality, multimodal knowledge, knowledge-enhanced agents. Submissions may take the form of full research papers, extended abstracts and poster presentations reporting theoretical, computational and experimental work, as well as industrial case studies and applications. The meeting brings together researchers, engineers, industry practitioners and students to exchange recent results and discuss emerging directions in the field. Accepted papers are published in the conference proceedings (Association for Computational Linguistics).