Large-Scale Multi-Label Text Classification on EU Legislation

5 June 2019

Ilias Chalkidis

Manos Fergadiotis

Prodromos Malakasiotis

Ion Androutsopoulos

AILaw

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Papers citing "Large-Scale Multi-Label Text Classification on EU Legislation"

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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 211 0 0 15 Mar 2025
From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning Ranran Haoran Zhang Bensu Uçar Soumik Dey Hansi Wu Binbin Li Rui Zhang 52 2 0 10 Jan 2025
Analyzing Persuasive Strategies in Meme Texts: A Fusion of Language Models with Paraphrase Enrichment Kota Shamanth Ramanath Nayak Leila Kosseim 31 0 0 01 Jul 2024
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 46 3 0 16 Nov 2023
Large Language Models as Batteries-Included Zero-Shot ESCO Skills Matchers Benjamin Clavié Guillaume Soulié 26 11 0 07 Jul 2023
Unsupervised Sentence Representation Learning with Frequency-induced Adversarial Tuning and Incomplete Sentence Filtering Bing Wang Ximing Li Zhiyao Yang Yuanyuan Guan Jiayin Li Sheng-sheng Wang 35 6 0 15 May 2023
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical Text Yova Kementchedjhieva Ilias Chalkidis 34 21 0 09 May 2023
Adopting the Multi-answer Questioning Task with an Auxiliary Metric for Extreme Multi-label Text Classification Utilizing the Label Hierarchy Li Wang Y. Teh M. Al-garadi 20 2 0 02 Mar 2023
Topics in Contextualised Attention Embeddings Mozhgan Talebpour A. G. S. D. Herrera Shoaib Jameel 34 2 0 11 Jan 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 52 35 0 24 Oct 2022
Pre-trained Language Models for the Legal Domain: A Case Study on Indian Law Shounak Paul A. Mandal Pawan Goyal Saptarshi Ghosh AILaw VLM ELM 35 45 0 13 Sep 2022
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset Peter Henderson M. Krass Lucia Zheng Neel Guha Christopher D. Manning Dan Jurafsky Daniel E. Ho AILaw ELM 133 97 0 01 Jul 2022
Dependency Learning for Legal Judgment Prediction with a Unified Text-to-Text Transformer Yunyun Huang Xiaoyu Shen Chuanyi Li Jidong Ge B. Luo AILaw 27 19 0 13 Dec 2021
LexGLUE: A Benchmark Dataset for Legal Language Understanding in English Ilias Chalkidis Abhik Jana D. Hartung M. Bommarito Ion Androutsopoulos Daniel Martin Katz Nikolaos Aletras AILaw ELM 130 250 0 03 Oct 2021
Multi-granular Legal Topic Classification on Greek Legislation C. Papaloukas Ilias Chalkidis Konstantinos Athinaios D. Pantazi Manolis Koubarakis AILaw 42 23 0 30 Sep 2021
InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification Siddhant Kharbanda Atmadeep Banerjee Devaansh Gupta Akash Palrecha Rohit Babbar 37 9 0 13 Sep 2021
CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification Matús Falis Hang Dong Alexandra Birch Beatrice Alex 27 6 0 10 Sep 2021
LegaLMFiT: Efficient Short Legal Text Classification with LSTM Language Model Pre-Training Benjamin Clavié Akshita Gheewala Paul Briton Marc Alphonsus Rym Labiyaad Francesco Piccoli VLM AILaw 32 2 0 02 Sep 2021
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer Ilias Chalkidis Manos Fergadiotis Ion Androutsopoulos AILaw 27 107 0 02 Sep 2021
PyEuroVoc: A Tool for Multilingual Legal Document Classification with EuroVoc Descriptors Andrei-Marius Avram V. Pais D. Tufis AILaw VLM 24 17 0 02 Aug 2021
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections Ruiqi Zhong Kristy Lee Zheng-Wei Zhang Dan Klein 39 166 0 10 Apr 2021
CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review Dan Hendrycks Collin Burns Anya Chen Spencer Ball ELM AILaw 23 184 0 10 Mar 2021
The Emerging Trends of Multi-Label Learning Weiwei Liu Haobo Wang Xiaobo Shen Ivor W. Tsang 38 252 0 23 Nov 2020
Large Scale Legal Text Classification Using Transformer Models Zein Shaheen G. Wohlgenannt Erwin Filtz AILaw 32 67 0 24 Oct 2020
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels Ilias Chalkidis Manos Fergadiotis Sotiris Kotitsas Prodromos Malakasiotis Nikolaos Aletras Ion Androutsopoulos VLM AI4TS 28 84 0 04 Oct 2020
A Dataset for Statutory Reasoning in Tax Law Entailment and Question Answering Nils Holzenberger Andrew Blair-Stanek Benjamin Van Durme ELM AILaw 10 67 0 11 May 2020