The 5th iteration of the NALOMA (Natural Logic Meets Machine Learning) workshop invites submissions on any (theoretical or computational) aspect of hybrid methods concerning Natural Language Understanding and Reasoning (NLU&R). The topics include but are not limited to:

Hybrid NLU&R systems that integrate logic-based/symbolic methods with neural networks
Explainable NLU&R (with structured explanations)
Opening the black-box of deep learning in NLU&R
Downstream applications of hybrid NLU&R systems
Probabilistic semantics for NLU&R
Comparison and contrast between symbolic and deep learning work on NLU&R
Creation, criticism, refinement, and augmentation of NLU&R datasets
(Dis)Alignment of humans and machines on NLU&R tasks
Addressing inherent human disagreements in NLU&R tasks
Generalization of NLU&R systems
Fine-grained evaluation of NLU&R systems


NALOMA accepts archival papers (to appear in the ACL anthology proceedings) and (non-archival) extended abstracts.
The workshop is co-located with ESSLLI (https://2025.esslli.eu),
28 July-8 August 2025, Bochum (Germany).
The submission deadline is 25 April.
Please visit https://naloma.github.io for more details about the call.