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Catherine Faron

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Datalens: A Semantic Model and Knowledge Graph for Discovery and Exploration of Machine Learning Resources

Datalens combines an OWL ontology and a task-oriented SKOS thesaurus to provide a unified semantic layer over machine learning metadata, and an RDF knowledge graph instanciating the ontology that describes datasets and models from the Hugging Face ecosystem.

Zachari Arnaud, Aline Menin, Anaïs Ollagnier et al. · 0 citations

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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