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相关论文: RLJP: Legal Judgment Prediction via First-Order Lo…

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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…

计算机与社会 · 计算机科学 2020-10-01 Lance Eliot

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

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

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.…

计算与语言 · 计算机科学 2023-08-02 Rohit Raj , V Susheela Devi

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), 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 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…

计算与语言 · 计算机科学 2024-08-07 Chenlong Deng , Kelong Mao , Yuyao Zhang , Zhicheng Dou

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…

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…

计算与语言 · 计算机科学 2026-03-13 Yuzhi Liang , Lixiang Ma , Xinrong Zhu

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…

计算与语言 · 计算机科学 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…

Legal Judgment Prediction (LJP) aims to predict judgment outcomes based on case description. Several researchers have developed techniques to assist potential clients by predicting the outcome in the legal profession. However, none of the…

人工智能 · 计算机科学 2023-09-04 Salwa Abbara , Mona Hafez , Aya Kazzaz , Areej Alhothali , Alhanouf Alsolami

Legal judgment prediction (LJP) aims to function as a judge by making final rulings based on case claims and facts, which plays a vital role in the judicial domain for supporting court decision-making and improving judicial efficiency.…

人工智能 · 计算机科学 2025-06-10 Weijie Shi , Han Zhu , Jiaming Ji , Mengze Li , Jipeng Zhang , Ruiyuan Zhang , Jia Zhu , Jiajie Xu , Sirui Han , Yike Guo

Large Language Models (LLMs) still struggle with complex logical reasoning. While previous works achieve remarkable improvements, their performance is highly dependent on the correctness of translating natural language (NL) problems into a…

人工智能 · 计算机科学 2025-10-14 Xiangyu Wang , Haocheng Yang , Fengxiang Cheng , Fenrong Liu

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

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) 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…

人工智能 · 计算机科学 2025-08-25 Xinyu Yang , Chenlong Deng , Zhicheng Dou

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 (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

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…

人工智能 · 计算机科学 2018-09-19 Shangbang Long , Cunchao Tu , Zhiyuan Liu , Maosong Sun
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