[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),
4-8 August 2025, Bochum (Germany).
The submission deadline is 25 April 2025.
Visit https://naloma.github.io for more details.
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The NALOMA chairs,
Lasha Abzianidze and Valeria de Paiva

Lasha Abzianidze
Assistant professor
Institute for Language Sciences, Utrecht University
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