AMELR 2025
Argument Mining and Empirical Legal Research 2025

Table of Contents

• Preface
  Summary: There were 8 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume, all as regular papers..

• Legal Argument Mining: Recent Trends and Open Challenges 1–14
  Rūta Liepiņa, Francesca Galloni, Francesca Lagioia, Marco Lippi, Mariaceleste Musicco, Burcu Sayin, Andrea Passerini, Giovanni Sartor
• Dynamic Demonstrations Selection for Few-Shot Legal Argument Mining 15–29
  Francesco Alfieri, Giulia Grundler, Francesca Galloni, Rūta Liepiņa, Francesca Lagioia, Andrea Galassi, Paolo Torroni
• Decoding Green Justice: An AI-Assisted Exploration of Indian Environmental Court Rulings over Five Decades 30–38
  Patrick Behrer, Shareen Joshi, Olexiy Kyrychenko, Viknesh Nagarathinam, Peter Neis, Shashank Singh
• Improving Legal Question Answering through Structured Knowledge Representation 39–45
  Ankita Gupta, Frank Schilder
• Generating Legal Commentaries from Case Databases via Retrieval, Clustering, and Generation 46–54
  Max Prior, Niklas Wais, Matthias Grabmair
• Rabula: A Benchmark for Evaluating LLMs in Brazilian Legal Tasks 55–62
  Eduardo Caruso Barbosa Pacheco, Fernanda Mattar Suriani, Ricardo Ribeiro