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

L Yue, Q Liu, B **, 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 …

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 …

A circumstance-aware neural framework for explainable legal judgment prediction

L Yue, Q Liu, B **, H Wu, Y An - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Massive legal documents have promoted the application of legal intelligence. Among them,
Legal Judgment Prediction (LJP) has emerged as a critical task, garnering significant …

Topology-aware multi-task learning framework for civil case judgment prediction

Y Le, S **ao, Z **ao, K Li - Expert Systems with Applications, 2024 - Elsevier
The civil case judgment prediction (CCJP) task involves automatically determining whether
the plea of a plaintiff should be supported by analyzing the given civil case materials …

Selective amnesia: On efficient, high-fidelity and blind suppression of backdoor effects in trojaned machine learning models

R Zhu, D Tang, S Tang, XF Wang… - 2023 IEEE Symposium …, 2023 - ieeexplore.ieee.org
The extensive applications of deep neural network (DNN) and its increasingly complicated
architecture and supply chain make the risk of backdoor attacks more realistic than ever. In …

Legal summarization for multi-role debate dialogue via controversy focus mining and multi-task learning

X Duan, Y Zhang, L Yuan, X Zhou, X Liu… - Proceedings of the 28th …, 2019 - dl.acm.org
Multi-role court debate is a critical component in a civil trial where parties from different
camps (plaintiff, defendant, witness, judge, etc.) actively involved. Unlike other types of …

A study on legal judgment prediction using deep learning techniques

P Madambakam, S Rajmohan - 2022 IEEE Silchar Subsection …, 2022 - ieeexplore.ieee.org
Legal Judgment Prediction (LJP) involves examining the given input case document and
recommending the judgment prediction such as applicable law sections, charges, and …

Circumstances enhanced criminal court view generation

L Yue, Q Liu, H Wu, Y An, L Wang, S Yuan… - Proceedings of the 44th …, 2021 - dl.acm.org
Criminal Court View Generation is an essential task in legal intelligence, which aims to
automatically generate sentences interpreting judgment results. The court view could be …

Data-centric machine learning: Improving model performance and understanding through dataset analysis

H Westermann, J Šavelka, VR Walker… - Legal Knowledge …, 2021 - ebooks.iospress.nl
Abstract Machine learning research typically starts with a fixed data set created early in the
process. The focus of the experiments is finding a model and training procedure that result in …

JusticeAI: A Large Language Models Inspired Collaborative & Cross-Domain Multimodal System for Automatic Judicial Rulings in Smart Courts

NA Samee, M Alabdulhafith, SMAH Shah… - IEEE Access, 2024 - ieeexplore.ieee.org
There has been a significant amount of attention in recent years toward the utilization of
artificial intelligence (AI) in the realm of legal decision-making. This growing pattern reveals …