A survey on legal judgment prediction: Datasets, metrics, models and challenges

J Cui, X Shen, S Wen - IEEE Access, 2023 - ieeexplore.ieee.org
Legal judgment prediction (LJP) applies Natural Language Processing (NLP) techniques to
predict judgment results based on fact descriptions automatically. The present work …

Bringing order into the realm of Transformer-based language models for artificial intelligence and law

CM Greco, A Tagarelli - Artificial Intelligence and Law, 2024 - Springer
Transformer-based language models (TLMs) have widely been recognized to be a cutting-
edge technology for the successful development of deep-learning-based solutions to …

Legalbench: A collaboratively built benchmark for measuring legal reasoning in large language models

N Guha, J Nyarko, D Ho, C Ré… - Advances in …, 2023 - proceedings.neurips.cc
The advent of large language models (LLMs) and their adoption by the legal community has
given rise to the question: what types of legal reasoning can LLMs perform? To enable …

Thirty years of artificial intelligence and law: the third decade

S Villata, M Araszkiewicz, K Ashley… - Artificial Intelligence and …, 2022 - Springer
The first issue of Artificial Intelligence and Law journal was published in 1992. This paper
offers some commentaries on papers drawn from the Journal's third decade. They indicate a …

Legal tech, civil procedure, and the future of adversarialism

DF Engstrom, JB Gelbach - University of Pennsylvania Law Review, 2021 - JSTOR
" Legal tech" is transforming litigation and law practice, and its steady advance has tapped a
rich vein of anxiety about the future of the legal profession. Much of the resulting debate …

Unsupervised law article mining based on deep pre-trained language representation models with application to the Italian civil code

A Tagarelli, A Simeri - Artificial Intelligence and Law, 2022 - Springer
Modeling law search and retrieval as prediction problems has recently emerged as a
predominant approach in law intelligence. Focusing on the law article retrieval task, we …

Explainable AI and law: An evidential survey

KMG Richmond, SM Muddamsetty… - Digital Society, 2024 - Springer
Decisions made by legal adjudicators and administrative decision-makers often found upon
a reservoir of stored experiences, from which is drawn a tacit body of expert knowledge …

An AI framework to support decisions on GDPR compliance

F Lorè, P Basile, A Appice, M de Gemmis… - Journal of Intelligent …, 2023 - Springer
Abstract The Italian Public Administration (PA) relies on costly manual analyses to ensure
the GDPR compliance of public documents and secure personal data. Despite recent …

Computational methods in legal analysis

J Frankenreiter, MA Livermore - Annual Review of Law and …, 2020 - annualreviews.org
The digitization of legal texts and advances in artificial intelligence, natural language
processing, text mining, network analysis, and machine learning have led to new forms of …

Context-aware legal citation recommendation using deep learning

Z Huang, C Low, M Teng, H Zhang, DE Ho… - Proceedings of the …, 2021 - dl.acm.org
Lawyers and judges spend a large amount of time researching the proper legal authority to
cite while drafting decisions. In this paper, we develop a citation recommendation tool that …