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Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court Setting
12 July 2021
Luyao Ma
Yating Zhang
Tianyi Wang
Xiaozhong Liu
Wei Ye
Changlong Sun
Shikun Zhang
ELM
AILaw
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Papers citing
"Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court Setting"
22 / 22 papers shown
Structured Definitions and Segmentations for Legal Reasoning in LLMs: A Study on Indian Legal Data
Mann Khatri
Mirza Yusuf
R. Shah
Ponnurangam Kumaraguru
AILaw
ELM
262
1
0
14 Nov 2025
ClaimGen-CN: A Large-scale Chinese Dataset for Legal Claim Generation
Siying Zhou
Yiquan Wu
Hui Chen
Xavier Hu
Kun Kuang
Adam Jatowt
Ming Hu
Chunyan Zheng
Fei Wu
AILaw
ELM
388
1
0
24 Aug 2025
JurisCTC: Enhancing Legal Judgment Prediction via Cross-Domain Transfer and Contrastive Learning
Zhaolu Kang
Hongtian Cai
Xiangyang Ji
Jinzhe Li
Nanfei Gu
AILaw
ELM
393
1
0
24 Apr 2025
Generative Modeling of Individual Behavior at Scale
Nabil Omi
Lucas Caccia
Anurag Sarkar
Jordan T. Ash
S. Sen
372
1
0
24 Feb 2025
General Information Metrics for Improving AI Model Training Efficiency
Artificial Intelligence Review (AIR), 2025
Jianfeng Xu
Congcong Liu
Xiaoying Tan
Xiaojie Zhu
Anpeng Wu
...
Weijun Kong
Chun Li
Hu Xu
Kun Kuang
Leilei Gan
395
5
0
02 Jan 2025
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges
Farid Ariai
Joel Mackenzie
Gianluca Demartini
ELM
AILaw
VLM
634
67
0
25 Oct 2024
The CLC-UKET Dataset: Benchmarking Case Outcome Prediction for the UK Employment Tribunal
Huiyuan Xie
Felix Steffek
Joana Ribeiro de Faria
Christine Carter
Jonathan Rutherford
AILaw
420
3
0
12 Sep 2024
SEMDR: A Semantic-Aware Dual Encoder Model for Legal Judgment Prediction with Legal Clue Tracing
IEEE International Conference on Systems, Man and Cybernetics (SMC), 2024
Pengjie Liu
Wang Zhang
Yulong Ding
Xuefeng Zhang
Shuang-Hua Yang
AILaw
192
3
0
19 Aug 2024
Towards Supporting Legal Argumentation with NLP: Is More Data Really All You Need?
T. Y. S. S Santosh
Kevin D. Ashley
Katie Atkinson
Matthias Grabmair
ELM
AILaw
280
3
0
16 Jun 2024
BayesJudge: Bayesian Kernel Language Modelling with Confidence Uncertainty in Legal Judgment Prediction
Ubaid Azam
Imran Razzak
Shelly Vishwakarma
Hakim Hacid
Dell Zhang
Shoaib Jameel
UQCV
ELM
BDL
231
0
0
16 Apr 2024
Automatic Information Extraction From Employment Tribunal Judgements Using Large Language Models
Joana Ribeiro de Faria
Huiyuan Xie
Felix Steffek
AILaw
ELM
171
4
0
19 Mar 2024
LegalDuet: Learning Fine-grained Representations for Legal Judgment Prediction via a Dual-View Contrastive Learning
Pengjie Liu
Xin Dai
Zhenghao Liu
Huiyuan Xie
Xiaoyuan Yi
Yu Gu
Shi Yu
Liner Yang
Shuang-Hua Yang
Ge Yu
AILaw
ELM
516
0
0
27 Jan 2024
A Korean Legal Judgment Prediction Dataset for Insurance Disputes
Alice Saebom Kwak
Cheonkam Jeong
Ji Weon Lim
Byeongcheol Min
AILaw
167
1
0
26 Jan 2024
Multi-Defendant Legal Judgment Prediction via Hierarchical Reasoning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Yougang Lyu
Jitai Hao
Zihan Wang
Kai Zhao
Shen Gao
Sudipta Singha Roy
Zhumin Chen
Fang Wang
Zhaochun Ren
AILaw
312
21
0
10 Dec 2023
Exploring Graph Neural Networks for Indian Legal Judgment Prediction
Mann Khatri
Mirza Yusuf
Yaman Kumar Singla
R. Shah
Ponnurangam Kumaraguru
171
8
0
19 Oct 2023
LAiW: A Chinese Legal Large Language Models Benchmark
Yongfu Dai
Duanyu Feng
Jimin Huang
Haochen Jia
Qianqian Xie
Yifang Zhang
Weiguang Han
Wei Tian
Hao Wang
ELM
AILaw
ALM
262
22
0
09 Oct 2023
FAIR: A Causal Framework for Accurately Inferring Judgments Reversals
International Conference on Artificial Neural Networks (ICANN), 2023
Minghua He
Nanfei Gu
Yuntao Shi
Qionghui Zhang
Yaying Chen
172
2
0
20 Jun 2023
ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US
Gil Semo
Dor Bernsohn
Ben Hagag
Gila Hayat
Joel Niklaus
AILaw
ELM
317
27
0
01 Nov 2022
Deconfounding Legal Judgment Prediction for European Court of Human Rights Cases Towards Better Alignment with Experts
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Santosh T.Y.S.S
Shanshan Xu
O. Ichim
Matthias Grabmair
442
33
0
25 Oct 2022
A Multi-Task Benchmark for Korean Legal Language Understanding and Judgement Prediction
Neural Information Processing Systems (NeurIPS), 2022
Wonseok Hwang
Dongjun Lee
Kyoungyeon Cho
Han-Yuan Lee
Minjoon Seo
ELM
AILaw
321
67
0
10 Jun 2022
A Survey on Legal Judgment Prediction: Datasets, Metrics, Models and Challenges
IEEE Access (IEEE Access), 2022
Junyun Cui
Xiaoyu Shen
Feiping Nie
Liang Luo
Jinglong Wang
Yulong Chen
AILaw
ELM
218
105
0
11 Apr 2022
Sequential Multi-task Learning with Task Dependency for Appeal Judgment Prediction
Social Science Research Network (SSRN), 2022
Lianxin Song
Xiaohui Han
Guangqi Liu
Wentong Wang
C. Cui
Yilong Yin
ELM
AILaw
198
1
0
09 Mar 2022
1
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