: 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[...]
: First INFORM Consumers Act enforcement case filed against online marketplace Temu kkrown September 5, 2025 | 10:00AM First INFORM Consumers Act enforcement case filed against online marketplace Temu Online marketplaces and third party sellers looking for a refresher on the INFORM Consumers Act should look no further than the recent settlement with Whaleco, Inc., which operates the online marketplace Temu. The complaint alleges the company failed to provide online shoppers with required information and tools. This is the firstcase brought to enforce the INFORM Act. The INFORM Act, which went into effect in 2023, seeks to make online transactions more transparent. Among other things, the law requires online marketplaces to collect, verify, and disclose certain information about high-volume third party sellers. ( Informing Businesses about the INFORM Consumers Act has more on how the law defines terms, what’s required of online marketplaces, and the substantial penalties the FTC and state law enforcers may se[...]
: Hannah Steeves, the Instruction & Reference Librarian at the Sir James Dunn Law Library, Dalhousie University (Halifax), recently wrote an article on "Using Vinyl & Spotify to Understand Legal Information Online" . It originally appeared on Slaw.ca on February 15, 2022 . Most legal research is done online through a combination of open and subscription databases. Legal information is available at our fingertips through Justice Laws, LEGISinfo, CanLII, Westlaw, Lexis, ProView, SOQUIJ, [insert your preferred database here], and the list goes on. The availability of electronic resources has radically changed—and will continue to change—the way legal professionals conduct research. However, despite my enthusiasm for the improved accessibility and retrievability, I think the lack of engagement that new legal researchers have with print resources creates comprehension issues. The disconnect between a source’s print and electronic formats reduces their understanding of the process used to create the document. Unders[...]
: Brussels, 18 December - The European Data Protection Board (EDPB) has adopted an opinion* on the use of personal data for the development and deployment of AI models . This opinion looks at 1) when and how AI models can be considered anonymous, 2) whether and how legitimate interest can be used as a legal basis for developing or using AI models, and 3) what happens if an AI model is developed using personal data that was processed unlawfully. It also considers the use of first and third party data. The opinion was requested by the Irish Data Protection Authority (DPA) with a view to seeking Europe-wide regulatory harmonisation. To gather input for this opinion, which deals with fast-moving technologies that have an important impact on society, the EDPB organised a stakeholders’ event and had an exchange with the EU AI Office. EDPB Chair Talus said: “AI technologies may bring many opportunities and benefits to different industries and areas of life. We need to ensure these innovations are done ethically, safe[...]
: Brussels, 19 March - The EDPB has launched its Coordinated Enforcement Framework (CEF) action for 2026*. Following a year-long coordinated action on the right to erasure in 2025 , the CEF's focus this year will shift to compliance with the obligations of transparency and information under the GDPR . The GDPR ensures that individuals are informed when their data is being processed (under Art. 12, 13 and 14). This right to be informed is a core element of transparency and ensures that individuals have more control over their data. Next steps During 2026, 25 Data Protection Authorities (DPAs) across Europe will take part in this initiative. They will look closely to assess the compliance of controllers with their transparency obligations under the GDPR. Participating DPAs will soon contact controllers from different sectors across Europe, either through enforcement actions or fact-finding exercises. In the latter case, they might also decide to undertake additional follow-up actions if needed. During the second[...]
: Sign of the times? Protecting your company from B2B deception lfair December 9, 2019 | 2:09PM Sign of the times? Protecting your company from B2B deception By Lesley Fair They may look like invoices sent to business owners for posters they may need to display in the workplace. But we think of them as un voices – deceptively worded solicitations that tried to sell companies posters that are readily available for free. A law enforcement action just settled by the FTC and Florida Attorney General offers tips on protecting your business from this form of B2B deception. According to the FTC and AG, four defendants with ties to Texas and Florida – Starwood Consulting, Starwood Capital, Corporate Poster Supply, and Thomas Henry Fred, Jr. – sent letters to businesses across the country with the goal of tricking them into paying $84 for posters about labor practices. To perfect their pitch, the letters had the look of invoices from government agencies or other authorities and warned recipients that they had two choic[...]