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Author

Pierre Monnin

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#machine learning Preprint Sep 2026

Oracle, will I ever learn? A study of prediction convergence and complementarity across link prediction models

This work proposes to measure model complementarity through the performance of an oracle that, for each query, selects the best prediction among a considered set of models, hence providing an upper bound on the performance achievable through model combination.

Guillaume Méroué, Fabien L. Gandon, Pierre Monnin · 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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