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Scooped by
Stéphane Cottin
July 10, 2025 1:10 PM
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Recherche documentaire juridique : méthodologie - Édition 2025-2026 de Stéphane Cottin, Vincent De Briant, Audrey Zians, sur la librairie juridique Lgdj.fr
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Scooped by
Stéphane Cottin
June 18, 3:16 AM
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The need to search and exploit legal information is always necessary and increasing, requiring more efficient, accurate and accessible query support systems. The key factor in building such systems is the ability to organize legal knowledge in a comprehensiv
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Scooped by
Stéphane Cottin
June 13, 3:01 PM
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An interoperability and provenance layer for the world's legislation. A profile of Akoma Ntoso, per-jurisdiction adapters, a semantic legal diff, and a conformance suite.
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Scooped by
Stéphane Cottin
June 12, 9:48 AM
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Hackathon de l'Assemblée nationale sur la thématique du parcours de la loi et de l'IA, les 3 et 4 juillet 2026.
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Scooped by
Stéphane Cottin
June 10, 7:33 PM
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This mini review surveys published work on automatic summarization of legal judgments. We focus on how natural language processing handles argumen
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Scooped by
Stéphane Cottin
June 7, 12:48 PM
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Información del artículo Jueces, algoritmos y los límites de la justicia artificial: un análisis comparativo entre la UE y Colombia después del 2 de agosto de 2024
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Scooped by
Stéphane Cottin
May 29, 7:12 AM
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Circulaire NOR relative à la CPPB2613998C -Transmission des articles budgétaires et fiscaux PLF 2027
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Scooped by
Stéphane Cottin
May 20, 1:51 AM
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Explore millions of resources from scholarly journals, books, newspapers, videos and more, on the ProQuest Platform.
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Scooped by
Stéphane Cottin
April 30, 9:49 AM
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Il y a quelques mois, était diffusée la traditionnelle Circulaire de l’Etat sur l’installation des conseils. Voici maintenant qu’il a mis à jour sa « FAQ – Mesures à prendr…...
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Scooped by
Stéphane Cottin
April 23, 12:38 PM
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Description des accès en ligne aux contenus des revues
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Scooped by
Stéphane Cottin
April 21, 11:52 AM
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Parliamentary institutions generate extensive, domain-specific legislative documents, including normative texts and parliamentary debate transcripts. These documents differ in content and linguistic complexity, making automatic summarization essential for producing coherent summaries aligned with institutional standards. While large language models (LLMs) achieve high summarization quality, their computational requirements limit deployment in parliamentary and public-sector environments. In contrast, small language models (SLMs) offer a more resource-efficient alternative, but their capabilities and performance relative to LLMs, extractive methods, and other SLMs remain underexplored. In this work, we present the first comprehensive evaluation of SLMs for legislative summarization, assessing their effectiveness across document types and languages. We use two complementary datasets: EUR-Lex-Sum, a multilingual corpus of normative texts covering six European languages, and ParcanDeb-Sum, a Spanish dataset of parliamentary debate records aligned with expert-written summaries. Summary quality is evaluated through a three-tier framework combining automatic metrics (ROUGE and BERTScore), LLM-based qualitative assessment, and expert-guided evaluation formalizing parliamentary debate summarization criteria. Our results show that: 1) instruction-tuned SLMs consistently outperform extractive baselines and, in several settings, rival LLMs with seven to eight billion parameters; 2) performance differs by document type, with fine-tuning being critical for debate transcripts, whereas instruction-tuning alone suffices for normative texts; and 3) for normative texts, SLMs establish a new benchmark for multilingual performance, while for parliamentary debates, fine-tuned SLMs achieve performance comparable to domain experts. These findings provide empirical evidence that high-quality legislative summarization can be achieved with SLMs, offering actionable guidance for selecting models that balance performance with computational constraints.
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Scooped by
Stéphane Cottin
April 9, 12:28 PM
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Generative AI companies and enthusiasts claim that it's only a matter of time before lawyers, judges, law students, and law professors embrace this new technolo
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Scooped by
Stéphane Cottin
April 6, 9:07 AM
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On February 10, 2026, a federal judge ruled that every document a criminal defendant generated using a commercial AI tool was discoverable. The ruling in Un
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Scooped by
Stéphane Cottin
June 18, 7:06 AM
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The need to search and exploit legal information is always necessary and increasing, requiring more efficient, accurate and accessible query support systems. The key factor in building such systems is the ability to organize legal knowledge in a comprehensiv
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Scooped by
Stéphane Cottin
June 15, 10:59 AM
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Le LAB Juriconnexion s’associe au Village de la justice pour lancer une nouvelle chronique dédiée aux outils documentaires juridiques. Dans un contexte d’innovation accélérée, entre intelligence artificielle, nouveaux usages et transformation des pratiques, cette collaboration propose un espace d’analyse indépendant, nourri par l’expérience de (...)
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Scooped by
Stéphane Cottin
June 13, 3:00 PM
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Normattiva porta gli atti italiani in open data: portale, API, formati riusabili e multivigenza per PA, imprese, università e sviluppatori.
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Scooped by
Stéphane Cottin
June 12, 3:13 AM
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BOE-A-2026-12768 Acuerdo de 10 de junio de 2026, del Pleno del Tribunal Constitucional, por el que se regula la presentación de los recursos de amparo a través de su sede electrónica.
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Scooped by
Stéphane Cottin
June 9, 1:28 AM
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This paper investigates how Large Language Models (LLMs) can automatically generate concise, context-neutral definitions of key legal terms grounded in both statutory text and judicial interpretation. The work presented here builds on our previous study [11]
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Scooped by
Stéphane Cottin
June 4, 4:09 AM
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Description des accès en ligne aux contenus des revues
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Scooped by
Stéphane Cottin
May 26, 10:57 AM
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L’inopposabilité des délibérations non publiées représente un risque juridique majeur pour les communes de plus de 3.500 habitants, les EPCI, mais aussi pour les communes de moins de 3.500 habitants n’ayant pas délibéré avant 2022.
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Scooped by
Stéphane Cottin
April 30, 9:51 AM
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Il y a quelques mois, était diffusée la traditionnelle Circulaire de l’Etat sur l’installation des conseils. Voici maintenant qu’il a mis à jour sa « FAQ – Mesures à prendr…...
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Scooped by
Stéphane Cottin
April 29, 11:37 AM
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Circulaire NOR CPPB2610474C - Préparation des volets "Performance" des projets annuels de performance (PAP) du projet de loi de finances pour 2027
Calendrier de la performance pour le PLF 2027
Guide de la performance pour le PLF 2027
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Scooped by
Stéphane Cottin
April 22, 6:45 AM
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Donner de l’information, c’est bien, la donner clairement... c’est mieux ! Surtout quand l’information en questions concerne l’ensemble des décisions de jurisprudences et textes légaux en France. Légifrance, le site du service public de la diffusion du droit qui diffuse cette information, incontournable pour les juristes, fait régulièrement peau (...)
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Scooped by
Stéphane Cottin
April 21, 1:20 AM
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A collaborative AI workspace, built on your company context. Build and orchestrate agents right alongside your team's projects, meetings, and connected apps.
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Scooped by
Stéphane Cottin
April 9, 10:30 AM
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Une des premières mesures à faire en début de mandat, même si cela pourrait sembler ne pas être la plus stratégique, est le recollement des archives. Nous voulions par ce « Conseil du jour » rappel…
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Scooped by
Stéphane Cottin
April 2, 11:30 AM
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Generative AI can rapidly output vast amounts of expressive content, some of which has great value for society. This new computational process also raises a
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