Fabien L. Gandon

SHACL-Guided Small Language Models for RDF Knowledge Graph Population: Semantic Evaluation, Cross-Domain Generalisation, and Long-Tail Mitigation

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.

LLM-Assisted Ontology Engineering and Construction of a French Legal Knowledge Graph

A two-stage LLM-assisted workflow for French maintenance regulations is presented: ontology engineering from a SEMLEG-based core ontology, followed by construction of an ontology-grounded French legal knowledge graph.