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Author

Catherine Faron

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

Cross-domain transfer analysis on WebNLG further shows that example-specific pattern overlap and register similarity are stronger predictors of transferability than property-set overlap alone, and long-tail property distributions are identified as the primary performance bottleneck.

Célian Ringwald, Fabien L. Gandon, Catherine Faron et al. · 0 citations
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 r...

Hanna Abi Akl, Fabien L. Gandon, Catherine Faron et al. · 0 citations
Jul 2026

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.

Génesis Montenegro, M. Billami, Catherine Faron et al. · 0 citations

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