Extreme Multi-Label Legal Text Classification: A case study in EU Legislation

26 May 2019

Ilias Chalkidis

Manos Fergadiotis

Prodromos Malakasiotis

Papers citing "Extreme Multi-Label Legal Text Classification: A case study in EU Legislation"

21 / 21 papers shown

Title
Computational Identification of Regulatory Statements in EU Legislation Gijs Jan Brandsma Jens Blom-Hansen Christiaan Meijer Kody Moodley AILaw 121 0 0 01 May 2025
The Lucie-7B LLM and the Lucie Training Dataset: Open resources for multilingual language generation Olivier Gouvert Julie Hunter Jérôme Louradour Christophe Cerisara Evan Dufraisse Yaya Sy Laura Rivière Jean-Pierre Lorré OpenLLM-France community 454 0 0 15 Mar 2025
LegalViz: Legal Text Visualization by Text To Diagram Generation Eri Onami Taiki Miyanishi Koki Maeda Shuhei Kurita AILaw 119 1 0 10 Feb 2025
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges Farid Ariai Gianluca Demartini ELM AILaw VLM 90 7 0 25 Oct 2024
LexDrafter: Terminology Drafting for Legislative Documents using Retrieval Augmented Generation Ashish Chouhan Michael Gertz AILaw 53 7 0 24 Mar 2024
The Right Model for the Job: An Evaluation of Legal Multi-Label Classification Baselines Martina Forster Claudia Schulz Prudhvi Nokku Melicaalsadat Mirsafian Jaykumar Kasundra Stavroula Skylaki AILaw ELM 67 1 0 22 Jan 2024
Empowering Refugee Claimants and their Lawyers: Using Machine Learning to Examine Decision-Making in Refugee Law Claire Barale 41 0 0 22 Aug 2023
Automated Refugee Case Analysis: An NLP Pipeline for Supporting Legal Practitioners Claire Barale Michael Rovatsos Nehal Bhuta AILaw 37 7 0 24 May 2023
EUR-Lex-Sum: A Multi- and Cross-lingual Dataset for Long-form Summarization in the Legal Domain Dennis Aumiller Ashish Chouhan Michael Gertz ELM AILaw 95 39 0 24 Oct 2022
Design of Negative Sampling Strategies for Distantly Supervised Skill Extraction Jens-Joris Decorte Jeroen Van Hautte Johannes Deleu Chris Develder Thomas Demeester 58 13 0 13 Sep 2022
Unsupervised Simplification of Legal Texts Mert Cemri Tolga Çukur Aykut Koç AILaw 71 3 0 01 Sep 2022
Using attention methods to predict judicial outcomes V. Bertalan E. Ruiz AILaw 52 6 0 18 Jul 2022
NGAME: Negative Mining-aware Mini-batching for Extreme Classification Kunal Dahiya Nilesh Gupta Deepak Saini Akshay Soni Yajun Wang ... Sonu Mehta Ramachandran Ramjee Sumeet Agarwal Purushottam Kar Manik Varma 102 38 0 10 Jul 2022
Unsupervised Law Article Mining based on Deep Pre-Trained Language Representation Models with Application to the Italian Civil Code Andrea Tagarelli Andrea Simeri AILaw 99 46 0 02 Dec 2021
DeepXML: A Deep Extreme Multi-Label Learning Framework Applied to Short Text Documents Kunal Dahiya Deepak Saini Anshul Mittal Ankush Shaw Kushal Dave Akshay Soni Himanshu Jain Sumeet Agarwal Manik Varma 84 90 0 12 Nov 2021
Multi-granular Legal Topic Classification on Greek Legislation C. Papaloukas Ilias Chalkidis Konstantinos Athinaios D. Pantazi Manolis Koubarakis AILaw 80 25 0 30 Sep 2021
A Benchmark for Lease Contract Review Spyretta Leivaditi Julien Rossi Evangelos Kanoulas AILaw 175 37 0 20 Oct 2020
LEGAL-BERT: The Muppets straight out of Law School Ilias Chalkidis Manos Fergadiotis Prodromos Malakasiotis Nikolaos Aletras Ion Androutsopoulos AILaw 77 265 0 06 Oct 2020
Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings Gregor Wiedemann Steffen Remus Avi Chawla Chris Biemann 113 176 0 23 Sep 2019
Transfer Learning for Causal Sentence Detection Manolis Kyriakakis Ion Androutsopoulos Joan Ginés i Ametllé Artur Saudabayev 52 25 0 18 Jun 2019
Neural Legal Judgment Prediction in English Ilias Chalkidis Ion Androutsopoulos Nikolaos Aletras AILaw ELM 190 342 0 05 Jun 2019