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 …

[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 …

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 …

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 …

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 …

ML-LJP: multi-law aware legal judgment prediction

Y Liu, Y Wu, Y Zhang, C Sun, W Lu, F Wu… - Proceedings of the 46th …, 2023 - dl.acm.org
Legal judgment prediction (LJP) is a significant task in legal intelligence, which aims to
assist the judges and determine the judgment result based on the case's fact description …

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 …

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 …

Improving legal judgment prediction through reinforced criminal element extraction

Y Lyu, Z Wang, Z Ren, P Ren, Z Chen, X Liu… - Information Processing …, 2022 - Elsevier
Legal text mining is targeted at automatically analyzing the texts in the legal domain by
employing various natural language processing techniques and has attracted enormous …

Legal judgment prediction with multi-stage case representation learning in the real court setting

L Ma, Y Zhang, T Wang, X Liu, W Ye, C Sun… - Proceedings of the 44th …, 2021 - dl.acm.org
Legal judgment prediction (LJP) is an essential task for legal AI. While prior methods studied
on this topic in a pseudo setting by employing the judge-summarized case narrative as the …