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Large Language Models (LLMs) have shown exceptional capabilities in Natural Language Processing (NLP) across diverse domains. However, their application in specialized tasks such as Legal Judgment Prediction (LJP) for low-resource languages…

Computation and Language · Computer Science 2025-03-03 Mohamed Bayan Kmainasi , Ali Ezzat Shahroor , Amani Al-Ghraibah

Legal Judgment Prediction (LJP) has become an increasingly crucial task in Legal AI, i.e., predicting the judgment of the case in terms of case fact description. Precedents are the previous legal cases with similar facts, which are the…

Computation and Language · Computer Science 2023-10-16 Yiquan Wu , Siying Zhou , Yifei Liu , Weiming Lu , Xiaozhong Liu , Yating Zhang , Changlong Sun , Fei Wu , Kun Kuang

Legal judgment prediction is the task of predicting the outcome of court cases on a given text description of facts of cases. These tasks apply Natural Language Processing (NLP) techniques to predict legal judgment results based on facts.…

Computation and Language · Computer Science 2023-08-02 Rohit Raj , V Susheela Devi

Legal judgment prediction (LJP) applies Natural Language Processing (NLP) techniques to predict judgment results based on fact descriptions automatically. Recently, large-scale public datasets and advances in NLP research have led to…

Computation and Language · Computer Science 2022-04-12 Junyun Cui , Xiaoyu Shen , Feiping Nie , Zheng Wang , Jinglong Wang , Yulong Chen

Legal Judgment Prediction (LJP) is a longstanding and open topic in the theory and practice-of-law. Predicting the nature and outcomes of judicial matters is abundantly warranted, keenly sought, and vigorously pursued by those within the…

Computers and Society · Computer Science 2020-10-01 Lance Eliot

Legal Judgment Prediction (LJP) is a judicial assistance system that recommends the legal components such as applicable statues, prison term and penalty term by analyzing the given input case document. Indian legal system is in the need of…

Computation and Language · Computer Science 2023-12-14 Prameela Madambakam , Shathanaa Rajmohan , Himangshu Sharma , Tummepalli Anka Chandrahas Purushotham Gupta

Legal Judgment Prediction (LJP) is a fundamental task of legal artificial intelligence, aiming to automatically predict the judgment outcomes of legal cases. Existing LJP models primarily focus on identifying legal triggers within criminal…

Computation and Language · Computer Science 2025-05-02 Buqiang Xu , Xin Dai , Zhenghao Liu , Huiyuan Xie , Xiaoyuan Yi , Shuo Wang , Yukun Yan , Liner Yang , Yu Gu , Ge Yu

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 input to predict the judgment, neglecting critical case…

Computation and Language · Computer Science 2021-07-13 Luyao Ma , Yating Zhang , Tianyi Wang , Xiaozhong Liu , Wei Ye , Changlong Sun , Shikun Zhang

Legal Judgment Prediction (LJP) is a pivotal task in legal AI. Existing semantic-enhanced LJP models integrate judicial precedents and legal knowledge for high performance. But they neglect legal reasoning logic, a critical component of…

Artificial Intelligence · Computer Science 2026-03-05 Yue Zhang , Zhiliang Tian , Shicheng Zhou , Haiyang Wang , Wenqing Hou , Yuying Liu , Xuechen Zhao , Minlie Huang , Ye Wang , Bin Zhou

In the intricate field of legal studies, the analysis of court decisions is a cornerstone for the effective functioning of the judicial system. The ability to predict court outcomes helps judges during the decision-making process and equips…

Computation and Language · Computer Science 2023-10-17 Adel Ammar , Anis Koubaa , Bilel Benjdira , Omar Najar , Serry Sibaee

The Legal Judgment Prediction (LJP) is to determine judgment results based on the fact descriptions of the cases. LJP usually consists of multiple subtasks, such as applicable law articles prediction, charges prediction, and the term of the…

Computation and Language · Computer Science 2019-08-09 Wenmian Yang , Weijia Jia , XIaojie Zhou , Yutao Luo

Automatic judgment prediction aims to predict the judicial results based on case materials. It has been studied for several decades mainly by lawyers and judges, considered as a novel and prospective application of artificial intelligence…

Artificial Intelligence · Computer Science 2018-09-19 Shangbang Long , Cunchao Tu , Zhiyuan Liu , Maosong Sun

Legal Judgment Prediction (LJP) aims to predict the outcomes of legal cases based on factual descriptions, serving as a fundamental task to advance the development of legal systems. Traditional methods often rely on statistical analyses or…

Computation and Language · Computer Science 2026-02-25 Zhaolu Kang , Junhao Gong , Qingxi Chen , Hao Zhang , Jiaxin Liu , Rong Fu , Zhiyuan Feng , Yuan Wang , Simon Fong , Kaiyue Zhou

Legal Judgment Prediction (LJP) aims to automatically predict judgment results, such as charges, relevant law articles, and the term of penalty. It plays a vital role in legal assistant systems and has become a popular research topic in…

Computation and Language · Computer Science 2022-04-15 Lianxin Song , Xiaohui Han , Guangqi Liu , Wentong Wang , Chaoran Cui , Yilong Yin

Legal judgment prediction (LJP), which enables litigants and their lawyers to forecast judgment outcomes and refine litigation strategies, has emerged as a crucial legal NLP task. Existing studies typically utilize legal facts, i.e., facts…

Computation and Language · Computer Science 2025-11-07 Junkai Liu , Yujie Tong , Hui Huang , Bowen Zheng , Yiran Hu , Peicheng Wu , Chuan Xiao , Makoto Onizuka , Muyun Yang , Shuyuan Zheng

Legal Judgment Prediction (LJP) aims to predict judicial outcomes, including relevant legal charge, terms, and fines, which is a crucial process in Large Language Model(LLM). However, LJP faces two key challenges: (1)Long Tail Distribution:…

Computation and Language · Computer Science 2025-06-24 Ao Chang , Tong Zhou , Yubo Chen , Delai Qiu , Shengping Liu , Kang Liu , Jun Zhao

Legal judgment prediction is essential for enhancing judicial efficiency. In this work, we identify that existing large language models (LLMs) underperform in this domain due to challenges in understanding case complexities and…

Computation and Language · Computer Science 2024-08-07 Chenlong Deng , Kelong Mao , Yuyao Zhang , Zhicheng Dou

Mainstream methods for Legal Judgment Prediction (LJP) based on Pre-trained Language Models (PLMs) heavily rely on the statistical correlation between case facts and judgment results. This paradigm lacks explicit modeling of legal…

Computation and Language · Computer Science 2026-03-13 Yuzhi Liang , Lixiang Ma , Xinrong Zhu

In recent years,the entire field of Natural Language Processing (NLP) has enjoyed amazing novel results achieving almost human-like performance on a variety of tasks. Legal NLP domain has also been part of this process, as it has seen an…

Computation and Language · Computer Science 2024-03-06 Mihai Masala , Traian Rebedea , Horia Velicu

Legal Judgment Prediction (LJP) has become a core benchmark for evaluating AI in the criminal legal domain, but it only sees criminal cases that have already passed prosecutorial review and been formally indicted. As a result, LJP leaves a…

Computation and Language · Computer Science 2026-05-28 Junyu Lu , Qi Wei , Peishuo Zheng , Jie Zhang , Hui Huang , Qianru Wang , Chuan Xiao , Jianbin Qin , Shuyuan Zheng
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