Interpreting black-box models: a review on explainable artificial intelligence

V Hassija, V Chamola, A Mahapatra, A Singal… - Cognitive …, 2024 - Springer
Recent years have seen a tremendous growth in Artificial Intelligence (AI)-based
methodological development in a broad range of domains. In this rapidly evolving field …

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 …

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

H Zhong, C Xiao, 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 …

Can GPT-3 perform statutory reasoning?

A Blair-Stanek, N Holzenberger… - Proceedings of the …, 2023 - dl.acm.org
Statutory reasoning is the task of reasoning with facts and statutes, which are rules written in
natural language by a legislature. It is a basic legal skill. In this paper we explore the …

Legal judgment prediction via event extraction with constraints

Y Feng, C Li, V Ng - Proceedings of the 60th Annual Meeting of …, 2022 - aclanthology.org
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 …

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 …

Explainable artificial intelligence for tabular data: A survey

M Sahakyan, Z Aung, T Rahwan - IEEE access, 2021 - ieeexplore.ieee.org
Machine learning techniques are increasingly gaining attention due to their widespread use
in various disciplines across academia and industry. Despite their tremendous success …

Neurjudge: A circumstance-aware neural framework for legal judgment prediction

L Yue, Q Liu, B Jin, H Wu, K Zhang, Y An… - Proceedings of the 44th …, 2021 - dl.acm.org
Legal Judgment Prediction is a fundamental task in legal intelligence of the civil law system,
which aims to automatically predict the judgment results of multiple subtasks, such as …

Explainable legal case matching via inverse optimal transport-based rationale extraction

W Yu, Z Sun, J Xu, Z Dong, X Chen, H Xu… - Proceedings of the 45th …, 2022 - dl.acm.org
As an essential operation of legal retrieval, legal case matching plays a central role in
intelligent legal systems. This task has a high demand on the explainability of matching …

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

Y Feng, C Li, V Ng - IJCAI, 2022 - hlt.utdallas.edu
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 …