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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), 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) 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) 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 (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

Multiple defendants in a criminal fact description generally exhibit complex interactions, and cannot be well handled by existing Legal Judgment Prediction (LJP) methods which focus on predicting judgment results (e.g., law articles,…

Computation and Language · Computer Science 2023-12-12 Yougang Lyu , Jitai Hao , Zihan Wang , Kai Zhao , Shen Gao , Pengjie Ren , Zhumin Chen , Fang Wang , Zhaochun Ren

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) 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) has emerged as a key area in AI for law, aiming to automate judicial outcome forecasting and enhance interpretability in legal reasoning. While previous approaches in the Indian context have relied on…

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) is the task of automatically predicting a law case's judgment results given a text describing its facts, which has excellent prospects in judicial assistance systems and convenient services for the public. In…

Computation and Language · Computer Science 2020-04-24 Nuo Xu , Pinghui Wang , Long Chen , Li Pan , Xiaoyan Wang , Junzhou Zhao

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

Artificial intelligence is being utilized in many domains as of late, and the legal system is no exception. However, as it stands now, the number of well-annotated datasets pertaining to legal documents from the Supreme Court of the United…

Computation and Language · Computer Science 2021-12-08 Mohammad Alali , Shaayan Syed , Mohammed Alsayed , Smit Patel , Hemanth Bodala

The research field of Legal Natural Language Processing (NLP) has been very active recently, with Legal Judgment Prediction (LJP) becoming one of the most extensively studied tasks. To date, most publicly released LJP datasets originate…

Computation and Language · Computer Science 2022-11-02 Gil Semo , Dor Bernsohn , Ben Hagag , Gila Hayat , Joel Niklaus

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 systems worldwide continue to struggle with overwhelming caseloads, limited judicial resources, and growing complexities in legal proceedings. Artificial intelligence (AI) offers a promising solution, with Legal Judgment Prediction…

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

Given the fact description text of a legal case, legal judgment prediction (LJP) aims to predict the case's charge, law article and penalty term. A core problem of LJP is how to distinguish confusing legal cases, where only subtle text…

Computation and Language · Computer Science 2023-10-24 Leilei Gan , Baokui Li , Kun Kuang , Yating Zhang , Lei Wang , Luu Anh Tuan , Yi Yang , Fei Wu

Legal judgment prediction (LJP) has become increasingly important in the legal field. In this paper, we identify that existing large language models (LLMs) have significant problems of insufficient reasoning due to a lack of legal…

Artificial Intelligence · Computer Science 2025-08-25 Xinyu Yang , Chenlong Deng , Zhicheng Dou

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 has focused on Chinese; only feature-based models…

Computation and Language · Computer Science 2019-06-06 Ilias Chalkidis , Ion Androutsopoulos , Nikolaos Aletras
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