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 …

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 …

[PDF][PDF] Legal Judgment Prediction: A Survey of the State of the Art.

Y Feng, C Li, V Ng - IJCAI, 2022‏ - ijcai.org
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 …

How does NLP benefit legal system: A summary of legal artificial intelligence

H Zhong, C **ao, C Tu, T Zhang, Z Liu… - arxiv preprint arxiv …, 2020‏ - arxiv.org
Legal Artificial Intelligence (LegalAI) focuses on applying the technology of artificial
intelligence, especially natural language processing, to benefit tasks in the legal domain. In …

Neural legal judgment prediction in English

I Chalkidis, I Androutsopoulos, N Aletras - arxiv preprint arxiv:1906.02059, 2019‏ - arxiv.org
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 …

[HTML][HTML] Lawformer: A pre-trained language model for chinese legal long documents

C **ao, X Hu, Z Liu, C Tu, M Sun - AI Open, 2021‏ - Elsevier
Legal artificial intelligence (LegalAI) aims to benefit legal systems with the technology of
artificial intelligence, especially natural language processing (NLP). Recently, inspired by …

Legal judgment prediction via topological learning

H Zhong, Z Guo, C Tu, C **ao, Z Liu… - Proceedings of the 2018 …, 2018‏ - aclanthology.org
Abstract Legal Judgment Prediction (LJP) aims to predict the judgment result based on the
facts of a case and becomes a promising application of artificial intelligence techniques in …

Lawyer llama technical report

Q Huang, M Tao, C Zhang, Z An, C Jiang… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Large Language Models (LLMs), like LLaMA, have exhibited remarkable performance
across various tasks. Nevertheless, when deployed to specific domains such as law or …

ILDC for CJPE: Indian legal documents corpus for court judgment prediction and explanation

V Malik, R Sanjay, SK Nigam, K Ghosh… - arxiv preprint arxiv …, 2021‏ - arxiv.org
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 …

Contrastive learning for legal judgment prediction

H Zhang, Z Dou, Y Zhu, JR Wen - ACM Transactions on Information …, 2023‏ - dl.acm.org
Legal judgment prediction (LJP) is a fundamental task of legal artificial intelligence. It aims to
automatically predict the judgment results of legal cases. Three typical subtasks are relevant …