Stéphane Cottin
@cottinstef.bsky.social
890 followers 2K following 380 posts
Documentaliste juridique heureux. Happy Law Librarian. ⚖️🖥️ Souvent au Palais-Royal mais on dit aussi qu'il sait utiliser #legifrance Disclaimer : travaille au @conseil-constitutionnel.fr
Posts Media Videos Starter Packs
Pinned
cottinstef.bsky.social
Pham, V.T., Do, H.D.T., Nguyen, TH. et al. Improving Legal Document Analysis and Automatic Knowledge Updates with Legal-Onto Ontology. SN COMPUT. SCI. 6, 874 (2025). https://doi.org/10.1007/s42979-025-04432-0
Improving Legal Document Analysis and Automatic Knowledge Updates with Legal-Onto Ontology | SN Computer Science
This study addresses the limitations of traditional keyword-based legal information systems by proposing a robust model for managing legislative changes. We introduce the Legal-Onto model, integrated with Vietnamese SBert, to enhance the semantic representation and accessibility of legal documents. The model leverages an ontology-based framework to represent legal structures and employs a Sentence-BERT variant tailored for Vietnamese to compare legal texts at multiple granularities–chapters, sections, articles, clauses, and points. Unlike prior methods that rely solely on the highest similarity score, our approach retains multiple high-similarity matches to mitigate misalignment caused by overlapping legal provisions. This strategy ensures accurate mapping of new legislative elements and prevents erroneous prioritization. The model architecture integrates relational and conceptual graphs with natural language processing techniques to systematically detect and highlight legislative updates. Experimental evaluations on the Vietnamese Land Laws of 2013 and 2024 demonstrate the model’s effectiveness in identifying both structural and content changes. Results show that the Legal-Onto model significantly improves legal knowledge management by achieving high alignment accuracy and reducing manual analysis efforts.
sco.lt
cottinstef.bsky.social
Colombo, A., Bernasconi, A., Bellomarini, L. et al. LegisSearch: navigating legislation with graphs and large language models. Artif Intell Law (2025). https://doi.org/10.1007/s10506-025-09482-6
LegisSearch: navigating legislation with graphs and large language models | Artificial Intelligence and Law
Navigating and retrieving relevant excerpts of legislation is challenging, requiring time and effort, especially to fine-tune appropriate input search queries. Furthermore, the continuously growing, heterogeneous body of laws, combined with a deep interconnection among normative acts, adds a layer of complexity: some potentially relevant rules may be hidden in articles that, through multiple citations and references, might be relevant for the input query. Traditional search systems, based on keywords or more sophisticated approaches as BM25 or TF-IDF, do not support such flexible exploration, being ineffective at handling contextual information. To address these challenges, recent research proposed using graph data models for legislative knowledge management, introducing a straightforward approach to handling network complexity. They adopted the Property Graph data structure, demonstrating how it provides semantics and navigation power, supporting advanced querying tools for legislative acts, and implemented it on the Italian legislation. In this paper, we build on recent results on legislative knowledge management with graphs by proposing LegisSearch, an effective navigation system that, combining the graph data model with pre-trained Large Language Models and universal text embeddings, allows users to conduct powerful searches within a legislative system. We implement LegisSearch within the Italian graph of national laws, and we test its performance across multiple domains by comparing its search results with those provided in specific thematic areas by Italian ministries on their official websites, demonstrating its superior retrieval performance over traditional search systems and testing the contribution of each component.
sco.lt
cottinstef.bsky.social
Ce n'est pas la faute de l'IA si elle copie, c'est de la faute des auteurs !!
Je ne suis pas convaincu
cottinstef.bsky.social
..."We suggest best practices to align academic and other writing with good scholarly norms in the AI environment."
cottinstef.bsky.social
Conclusion surprenante "We argue that AI plagiarism isn’t—and shouldn’t be—illegal. But it is still a problem in many contexts, particularly academic work, where proper credit is an essential part of the ecosystem. "
cottinstef.bsky.social
Lemley, Mark A. and Ouellette, Lisa Larrimore, Plagiarism, Copyright, and AI (August 20, 2025). University of Chicago Law Review Online, forthcoming 2025, Stanford Public Law Working Paper, Available at SSRN: ssrn.com/abstract=539... or dx.doi.org/10.2139/ssrn...
Plagiarism, Copyright, and AI
Critics of generative AI often describe it as a “plagiarism machine.” They may be right, though not in the sense they mean. With rare exceptions, generative AI
ssrn.com
Reposted by Stéphane Cottin
astropierre.com
Une expérience troublante à faire, ce soir, nuit de Pleine Lune :

Sortez, regardez la Pleine Lune dans le ciel, voyez comme elle brille et éclaire tout autour de vous... et rappelez-vous ensuite que la Lune a le même albedo (pourcentage de lumière réfléchie) qu'un bloc de charbon (8%).

🤯
Photographie de la Lune dans le ciel nocturne au-dessus d'une forêt
cottinstef.bsky.social
A lawmaker with a human face: Towards frontend and backend in law
Author(s): Małgorzata Kuśmierczyk
Subject(s): Public Administration, Sociology of Law
Published by: Wydawnictwo Uniwersytetu Wrocławskiego
Keywords: legal design; #legistique
www.ceeol.com/search/artic...
CEEOL - Article Detail
www.ceeol.com
cottinstef.bsky.social
Curran, Vivian Grosswald, The Future for Codes in the Era of Globalization (Quel avenir pour les codes à l’aune de la mondialisation?) (Sep 2025). Journal of Civil Law Studies (forthcoming), U. of Pittsburgh Legal Studies Research Paper No. 2025-27, @ssrn.bsky.social ssrn.com/abstract=555...
The Future for Codes in the Era of Globalization (Quel avenir pour les codes à l’aune de la mondialisation?)
Legal codes have existed since the time of Hamourabi’s Code. Ancient codes enumerated customs. Modern codes, like the Napoleonic Code, were new points of depart
ssrn.com