SHACL-Guided Small Language Models for RDF Knowledge Graph Population: Semantic Evaluation, Cross-Domain Generalisation, and Long-Tail Mitigation
Célian Ringwald, Fabien L. Gandon, Catherine Faron et al.
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Preprint
Jul 2026
Are you Talking Logic to Me? Assessing Language Models Syllogistic Reasoning Capabilities
The framework, Common Logic Grammar Construction (CLGC), is open-source, as the first Python library for automatically generating syllogisms in KR notations and defining their SEF categories, and proposes a syllogistic categorization method (SEF) that is used to enrich ZS prompts with logical definitions, which boost reasoning in small models.
Hanna Abi Akl, Fabien L. Gandon, Catherine Faron et al.
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