[Apologies for cross-posting]

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.
-
The NALOMA chairs,
Lasha Abzianidze and Valeria de Paiva
-- 
Lasha Abzianidze
Assistant professor at Utrecht University
Institute for Language Sciences
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