CAIL2018: A Large-Scale Legal Dataset for Judgment Prediction
Tsinghua University（清华大学）；Peking University（北京大学）；Chinese Academy of Sciences（中国科学院）；China Justice Big Data Institute（中国司法大数据研究院）；Supreme People’s Court（最高人民法院）
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 published by the Supreme People's Court of China, which are several times larger than other datasets in existing works on judgment prediction. Moreover, the annotations of judgment results are more detailed and rich. It consists of applicable law articles, charges, and prison terms, which are expected to be inferred according to the fact descriptions of cases. For comparison, we implement several conventional text classification baselines for judgment prediction and experimental results show that it is still a challenge for current models to predict the judgment results of legal cases, especially on prison terms. To help the researchers make improvements on legal judgment prediction, both \dataset and baselines will be released after the CAIL competition\footnote{http://cail.cipsc.org.cn/}.
Legal Syllogism Prompting: Teaching Large Language Models for Legal Judgment Prediction
Peking University Law School（北京大学法学院）；Institute for Artificial Intelligence, Peking University（北京大学人工智能研究院）；PKU-WUHAN Institute for Artificial Intelligence（北大-武汉人工智能研究院）
AR-BENCH: Benchmarking Legal Reasoning with Judgment Error Detection, Classification and Correction
SKLCCSE Beihang University（北京航空航天大学软件学院）；SCCE University of Science and Technology Beijing（北京科技大学计算机学院）；Sino-French Engineer School Beihang University（北京航空航天大学中法工程师学院）；People’s Procuratorate of Beijing Municipality（北京市人民检察院）
SEMDR: A Semantic-Aware Dual Encoder Model for Legal Judgment Prediction with Legal Clue Tracing
College of Science, Northeastern University（东北大学理学院）；School of Computer Science and Engineering, Southern University of Science and Technology（南方科技大学计算机科学与工程学院）；Department of Computer Science, University of Reading（雷丁大学计算机科学系）
JPO: Juris Policy Optimization for Structured Legal Reasoning in Criminal Judgment Prediction
Tencent（腾讯）；Peking University（北京大学）；Tsinghua University（清华大学）；City University of Hong Kong（香港城市大学）；University of California（加利福尼亚大学）；University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）；Zhejiang University（浙江大学）；University of Hong Kong（香港大学）
A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction
National University of Singapore（新加坡国立大学）；Singapore Management University（新加坡管理大学）；Institute of Dataspace, Hefei Comprehensive National Science Center（合肥综合性国家科学中心数据空间研究院）；University of Science and Technology of China（中国科学技术大学）
ASP2LJ : An Adversarial Self-Play Laywer Augmented Legal Judgment Framework
The Key Laboratory of Cognition and Decision Intelligence for Complex Systems（认知与复杂系统决策智能重点实验室）；Institute of Automation Chinese Academy of Sciences（中国科学院自动化研究所）；School of Artificial Intelligence University of Chinese Academy of Sciences（中国科学院大学人工智能学院）；Unisound Beijing China（北京Unisound）
LegalViz: Legal Text Visualization by Text To Diagram Generation
RIKEN AIP（理化学研究所人工智能项目）；The University of Tokyo（东京大学）；Institute of Science Tokyo（东京科学大学）；National Institution of Informatics（国立信息学研究所）；ATR（ATR公司）；NII（日本信息学研究所）
AppellateGen: A Benchmark for Appellate Legal Judgment Generation
Nanyang Technological University（南洋理工大学）；Ocean University of China（中国海洋大学）；The Hong Kong Polytechnic University（香港理工大学）；Hong Kong University of Science and Technology（香港科技大学）；Tsinghua University（清华大学）；University of Science and Technology of China（中国科学技术大学）；Cornell University（康奈尔大学）
ILDC for CJPE: Indian Legal Documents Corpus for Court Judgment Prediction and Explanation
Indian Institute of Technology Kanpur（坎普尔印度理工学院）；Indian Institute of Science Education and Research Kolkata（加尔各答印度科学教育与研究学院）；West Bengal National University of Juridical Sciences（西孟加拉国立法科大学）
Legal Judgment Reimagined: PredEx and the Rise of Intelligent AI Interpretation in Indian Courts
Symbiosis Law School（symbiosis 法学院）；IISER Kolkata（印度科学教育与研究学院加尔各答分校）；Indian Institute of Technology Kanpur（坎普尔印度理工学院）；Manipal University Jaipur（斋浦尔马尼帕尔大学）
Exploiting Contrastive Learning and Numerical Evidence for Confusing Legal Judgment Prediction
Zhejiang University（浙江大学）；Alibaba Group（阿里巴巴集团）；University of Massachusetts at Amherst（马萨诸塞大学阿默斯特分校）；Nanyang Technological University（南洋理工大学）；Shanghai AI Laboratory（上海人工智能实验室）；Shanghai Institute for Advanced Study of Zhejiang University（浙江大学上海高等研究院）
NyayaMind- A Framework for Transparent Legal Reasoning and Judgment Prediction in the Indian Legal System
IIT Kanpur, India（印度理工学院坎普尔分校）；IIT Kharagpur, India（印度理工学院克勒格布尔分校）；Symbiosis Law School Pune, India（印度共生法学院浦那分校）；Dattam Labs, India（印度Dattam实验室）；University of Birmingham, Dubai, United Arab Emirates（英国伯明翰大学迪拜校区）
Capturing Legal Reasoning Paths from Facts to Law in Court Judgments using Knowledge Graphs
Graduate School of Information Science and Technology, The University of Tokyo（东京大学信息科学与技术研究生院）；The Canon Institute for Global Studies（Canon全球研究机构）；Graduate Schools for Law and Politics, The University of Tokyo（东京大学法学与政治学研究生院）；TKC Corporation（TKC公司）
From Judgments to Issues: Structured Extraction of Legal Reasoning with Citation-Hallucination Control
Quantitative and Digital Law Laboratory（量化与数字法律实验室）；CIRSFID - Alma AI, Faculty of Law University of Bologna（CIRSFID - 阿尔玛AI，博洛尼亚大学法学院）；Robert Schuman Centre European University Institute（罗伯特·施曼中心欧洲大学研究所）
