: Maintenance regulations are complex legal texts that are difficult to exploit when addressing a specific case and challenging to integrate into operational systems. This paper presents a two-stage LLM-assisted workflow for French maintenance regulations: ontology engineering from a SEMLEG-based core ontology, followed by construction of an ontology-grounded French legal knowledge graph. The first stage consists in the open extraction of typed entities and triples from a stratified corpus sample, the normalization of labels through embedding-based fusion, and the induction of candidate object properties with their signature (domain and range). The second stage uses the resulting ontology to guide the closed extraction of triples and RDF graph construction over the full corpus. Experiments with GPT-4.1 and mistral-large-2512 show robust structured outputs, near-complete class alignment, and a substantial reduction of duplicated entities and predicates after fusion. Fewer than 20% of triples introduce unseen pr[...]
: Background information Date of final decision: 15 May 2025 National case Controller: SOLOCAL MARKETING SERVICES Legal Reference(s): Article 7 (Conditions for consent), Article 6 (Lawfulness of processing) Decision: administrative fine and an order to cease electronic commercial prospecting in the absence of valid consent, together with a penalty of 10 000 € per day overdue after a period of 9 months Key words: administrative fine, consent, unsolicited communication Summary of the Decision Origin of the case As the French Supervisory Authority (SA) made commercial prospecting a priority topic for investigations in 2022, it focused on the practices of professionals in the sector, particularly those who resell data, including the many intermediaries in this ecosystem known as data brokers. The French SA carried out investigations on SOLOCAL MARKETING SERVICES which got prospect data mainly from data brokers, publishers of game contests and product testing sites (these actors are the first links in the cha[...]
: Background information Date of final decision: 15 May 2025 National case Controller: SOLOCAL MARKETING SERVICES Legal Reference(s): Article 7 (Conditions for consent), Article 6 (Lawfulness of processing) Decision: administrative fine and an order to cease electronic commercial prospecting in the absence of valid consent, together with a penalty of €10 000 per day overdue after a period of 9 months Key words: administrative fine, consent, unsolicited communication Summary of the Decision Origin of the case As the French Supervisory Authority (SA) made commercial prospecting a priority topic for investigations in 2022, it focused on the practices of professionals in the sector, particularly those who resell data, including the many intermediaries in this ecosystem known as data brokers. The French SA carried out investigations on SOLOCAL MARKETING SERVICES which got prospect data mainly from data brokers, publishers of game contests and product testing sites (these actors are the first links in the chai[...]
: Following widespread looting sprees and acts of violence occurring on the sidelines of the October 17 student protests, so-called “casseurs” seem to be the centre of attention. But the term, which comes from the French verb casser or “to break”, poses more questions than answers. The sociologist Paolo Stuppia examines the unprecedented situation many cities across France are having to contend with, and the complex combination of collective action whose motivations are unclear and the social media’s extreme agility. The Conversation: How unprecedented are the scenes of looting that we witnessed on the sidelines of the October 17 demonstrations? Paolo Stuppia: What may be unprecedented is the extent of the destruction of private property and the goods that have been stolen. It should be clear, however, that not all the looters can necessarily be sorted into identifiable groups, at least politically. Indeed, as the politician Xavier Crettiez, the sociologist Isabelle Sommier and the historian François Audigier [...]