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相关论文: Overview of CAIL2018: Legal Judgment Prediction Co…

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In this paper, we introduce the \textbf{C}hinese \textbf{AI} and \textbf{L}aw challenge dataset (CAIL2018), the first large-scale Chinese legal dataset for judgment prediction. \dataset contains more than $2.6$ million criminal cases…

计算与语言 · 计算机科学 2018-07-09 Chaojun Xiao , Haoxi Zhong , Zhipeng Guo , Cunchao Tu , Zhiyuan Liu , Maosong Sun , Yansong Feng , Xianpei Han , Zhen Hu , Heng Wang , Jianfeng Xu

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…

计算机与社会 · 计算机科学 2020-10-01 Lance Eliot

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…

计算与语言 · 计算机科学 2022-04-12 Junyun Cui , Xiaoyu Shen , Feiping Nie , Zheng Wang , Jinglong Wang , Yulong Chen

In this paper, we introduce CAIL2019-SCM, Chinese AI and Law 2019 Similar Case Matching dataset. CAIL2019-SCM contains 8,964 triplets of cases published by the Supreme People's Court of China. CAIL2019-SCM focuses on detecting similar…

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…

计算与语言 · 计算机科学 2026-05-28 Junyu Lu , Qi Wei , Peishuo Zheng , Jie Zhang , Hui Huang , Qianru Wang , Chuan Xiao , Jianbin Qin , Shuyuan Zheng

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…

人工智能 · 计算机科学 2026-03-05 Yue Zhang , Zhiliang Tian , Shicheng Zhou , Haiyang Wang , Wenqing Hou , Yuying Liu , Xuechen Zhao , Minlie Huang , Ye Wang , Bin Zhou

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…

计算与语言 · 计算机科学 2021-07-13 Luyao Ma , Yating Zhang , Tianyi Wang , Xiaozhong Liu , Wei Ye , Changlong Sun , Shikun Zhang

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…

计算与语言 · 计算机科学 2026-02-25 Zhaolu Kang , Junhao Gong , Qingxi Chen , Hao Zhang , Jiaxin Liu , Rong Fu , Zhiyuan Feng , Yuan Wang , Simon Fong , Kaiyue Zhou

We summarize the evaluation of the first Automated Legal Question Answering Competition (ALQAC 2021). The competition this year contains three tasks, which aims at processing the statute law document, which are Legal Text Information…

In populous countries, pending legal cases have been growing exponentially. There is a need for developing NLP-based techniques for processing and automatically understanding legal documents. To promote research in the area of Legal NLP we…

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…

计算与语言 · 计算机科学 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) 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…

计算与语言 · 计算机科学 2020-04-24 Nuo Xu , Pinghui Wang , Long Chen , Li Pan , Xiaoyan Wang , Junzhou Zhao

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…

计算与语言 · 计算机科学 2022-04-15 Lianxin Song , Xiaohui Han , Guangqi Liu , Wentong Wang , Chaoran Cui , Yilong Yin

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…

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…

计算与语言 · 计算机科学 2019-08-09 Wenmian Yang , Weijia Jia , XIaojie Zhou , Yutao Luo

Legal judgment prediction offers a compelling method to aid legal practitioners and researchers. However, the research question remains relatively under-explored: Should multiple defendants and charges be treated separately in LJP? To…

计算与语言 · 计算机科学 2025-07-10 Xiao Wang , Jiahuan Pei , Diancheng Shui , Zhiguang Han , Xin Sun , Dawei Zhu , Xiaoyu Shen

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…

计算与语言 · 计算机科学 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…

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…

计算与语言 · 计算机科学 2023-10-16 Yiquan Wu , Siying Zhou , Yifei Liu , Weiming Lu , Xiaozhong Liu , Yating Zhang , Changlong Sun , Fei Wu , Kun Kuang

We give a detailed overview of the CAIL 2023 Argument Mining Track, one of the Chinese AI and Law Challenge (CAIL) 2023 tracks. The main goal of the track is to identify and extract interacting argument pairs in trial dialogs. It mainly…

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