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 …
predict judgment results based on fact descriptions automatically. The present work …
[PDF][PDF] Legal Judgment Prediction: A Survey of the State of the Art.
Automatic legal judgment prediction (LJP) has recently received increasing attention in the
natural language processing community in part because of its practical values as well as the …
natural language processing community in part because of its practical values as well as the …
A comparative study of automated legal text classification using random forests and deep learning
Automated legal text classification is a prominent research topic in the legal field. It lays the
foundation for building an intelligent legal system. Current literature focuses on international …
foundation for building an intelligent legal system. Current literature focuses on international …
Using machine learning to predict decisions of the European Court of Human Rights
When courts started publishing judgements, big data analysis (ie large-scale statistical
analysis of case law and machine learning) within the legal domain became possible. By …
analysis of case law and machine learning) within the legal domain became possible. By …
Neural legal judgment prediction in English
Legal judgment prediction is the task of automatically predicting the outcome of a court case,
given a text describing the case's facts. Previous work on using neural models for this task …
given a text describing the case's facts. Previous work on using neural models for this task …
Legal judgment prediction via event extraction with constraints
While significant progress has been made on the task of Legal Judgment Prediction (LJP) in
recent years, the incorrect predictions made by SOTA LJP models can be attributed in part to …
recent years, the incorrect predictions made by SOTA LJP models can be attributed in part to …
Rethinking the field of automatic prediction of court decisions
In this paper, we discuss previous research in automatic prediction of court decisions. We
define the difference between outcome identification, outcome-based judgement …
define the difference between outcome identification, outcome-based judgement …
ILDC for CJPE: Indian legal documents corpus for court judgment prediction and explanation
An automated system that could assist a judge in predicting the outcome of a case would
help expedite the judicial process. For such a system to be practically useful, predictions by …
help expedite the judicial process. For such a system to be practically useful, predictions by …
Exploring the use of text classification in the legal domain
In this paper, we investigate the application of text classification methods to support law
professionals. We present several experiments applying machine learning techniques to …
professionals. We present several experiments applying machine learning techniques to …
Natural language processing in law: Prediction of outcomes in the higher courts of Turkey
Natural language processing (NLP) based approaches have recently received attention for
legal systems of several countries. It is of interest to study the wide variety of legal systems …
legal systems of several countries. It is of interest to study the wide variety of legal systems …