【论文整理】自然语言处理法律相关必读论文 Must-read Papers on Legal Intelligence Datasets 1. CAIL2018: A Large-Scale Legal Dataset for Judgment Prediction.
Chaojun Xiao, Haoxi Zhong, Zhipeng Guo, Cunchao Tu, Zhiyuan Liu, Maosong Sun, Yansong Feng, Xianpei Han, Zhen Hu, Heng Wang, Jianfeng Xu. [pdf] 2. Neural Legal Judgment Prediction in English.
Ilias Chalkidis, Ion Androutsopoulos, Nikolaos Aletras. ACL 2019 [pdf] 3. Large-Scale Multi-Label Text Classification on EU Legislation.
Ilias Chalkidis, Manos Fergadiotis, Prodromos Malakasiotis, Ion Androutsopoulos. ACL 2019 [pdf] 4. A Test Collection for Evaluating Legal Case Law Search.
Daniel Locke, Guido Zuccon. SIGIR 2018 [pdf] Legal Judgment Prediction 1. Learning to predict charges for criminal cases with legal basis.
Bingfeng Luo, Yansong Feng, Jianbo Xu, Xiang Zhang, Dongyan Zhao. EMNLP 2017 [pdf] 2. Few-shot charge prediction with discriminative legal attributes.
Zikun Hu, Xiang Li, Cunchao Tu, Zhiyuan Liu, Maosong Sun. COLING 2018 [pdf] 3. Legal Judgment Prediction via Topological Learning.
Haoxi Zhong, Zhipeng Guo, Cunchao Tu, Chaojun Xiao, Zhiyuan Liu, Maosong Sun. EMNLP 2018 [pdf] 4. Interpretable Rationale Augmented Charge Prediction System.
Xin Jiang, Hai Ye, Zhunchen Luo, Wenhan Chao, Wenjia Ma. COLING 2018 [pdf] 5. Legal Article-Aware End-To-End Memory Network for Charge Prediction.
Yatian Shen, Jun Sun, Xiaopeng Li, Lei Zhang, Yan Li, Xiajiong Shen. CSAE 2018 [pdf]
6. SECaps: A Sequence Enhanced Capsule Model for Charge Prediction.
Congqing He, Li Peng, Yuquan Le, Jiawei He, and Xiangyu Zhu. [pdf] 7. Automatic Judgment Prediction via Legal Reading Comprehension.
Shangbang Long, Cunchao Tu, Zhiyuan Liu, Maosong Sun. [pdf] 8. A Markov Logic Networks Based Method to Predict Judicial Decisions of Divorce Cases.
Jiajing Li, Guoying Zhang, Hongfei Yan, Longxue Yu, Tao Meng. IEEE SmartCloud [pdf] 9. Legal Judgment Prediction via Multi-Perspective Bi-Feedback Network.
Wenmian Yang, Weijia Jia, Xiaojie Zhou, Yutao Luo. IJCAI 2019[pdf] 10. Law text classification using semi-supervised convolutional neural networks.
Penghua Li, Fen Zhao, Yuanyuan Li, Ziqin Zhu. CCDC [pdf] 11. Exploring the Use of Text Classification in the Legal Domain.
Octavia-Maria Sulea, Marcos Zampieri, Shervin Malmasi, Mihaela Vela, Liviu P. Dinu, Josef van Genabith. [pdf] 12. Predicting the Law Area and Decisions of French Supreme Court Cases.
Octavia-Maria Sulea, Marcos Zampieri, Mihaela Vela, Josef van Genabith. RANLP 2017[pdf] 13. JUMPER: Learning When to Make Classification Decisions in Reading.
Xianggen Liu, Lili Mou, Haotian Cui, Zhengdong Lu, Sen Song. IJCAL 2018[pdf] 14. Generalize Symbolic Knowledge With Neural Rule Engine.
Shen Li, Hengru Xu, Zhengdong Lu. [pdf] 15. An External Knowledge Enhanced Multi-label Charge Prediction Approach with Label Number Learning.
Duan Wei, Li Lin. [pdf] 16. Machine learning for explaining and ranking the most influential matters of law.
Max R. S. Marques, Tommaso Bianco, Maxime Roodnejad, Thomas Baduel, Claude Berrou. ICAIL 2019[pdf]
17. Charge-Based Prison Term Prediction with Deep Gating Network. Huajie Chen, Deng Cai, Wei Dai, Zehui Dai, Yadong Ding. EMNLP-IJCNLP 2019 pdf Legal Question Answering 1. Lexical-Morphological Modeling for Legal Text Analysis.
Danilo S. Carvalho, Minh-Tien Nguyen, Chien-Xuan Tran, Minh-Le Nguyen. COLIEE 2017 [pdf] 2. Legal Question Answering using Ranking SVM and Deep Convolutional Neural Network.
Phong-Khac Do, Huy-Tien Nguyen, Chien-Xuan Tran, Minh-Tien Nguyen, Minh-Le Nguyen. COLIEE 2017 [pdf] Court Views Generation 1. Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact Descriptions.
Hai Ye, Xin Jiang, Zhunchen Luo, Wenhan Chao. NAACL-HLT 2018 [pdf] Information Extraction 1. Litigation Analytics: Case Outcomes Extracted from US Federal Court Dockets.
Thomas Vacek, Ronald Teo, Dezhao Song, Conner Cowling, Frank Schilder, Timothy Nugent. NAACL-WS 2019[pdf] 2. A Sequence Approach to Case Outcome Detection.
Tom Vacek, Frank Schilder. ICAIL 2017 [pdf] Event Detection 1. Event Identification as a Decision Process with Non-linear Representation of Text.
YukunYan, Daqi Zheng, Zhengdong Lu, Sen Song. [pdf] Legal Text Summarization 1. Text summarization from legal documents: a survey.
Ambedkar Kanapala, Sukomal PalRajendra Pamula. Artificial Intelligence Review 2019 [pdf] 2. A Comparative Study of Summarization Algorithms Applied to Legal Case Judgments.
Paheli Bhattacharya, Kaustubh Hiware, Subham Rajgaria, Nilay Pochhi, Kripabandhu Ghosh, Saptarshi Ghosh. ECIR 2019 [pdf] Legal Question Classification 1. Multi-Task CNN for Classification of Chinese Legal Questions.
Guangyi Xiao, Jiqian Mo, Even Chow, Hao Chen, Jingzhi Guo, Zhiguo Gong. ICEBE 2017[pdf] 2. Chinese Questions Classification in the Law Domain.
Guangyi Xiao, Even Chow, Hao Chen, Jiqian Mo, Jingzhi Guo, Zhiguo Gong. ICEBE 2017[pdf] Name Entity Recognition 1. Neural Entity Reasoner for Global Consistency in NER.
Xiaoxiao Yin, Daqi Zheng, Zhengdong Lu, RuiFang Liu. [pdf] Semantical Parsing 1. Object-oriented Neural Programming (OONP) for Document Understanding.
Zhengdong Lu, Xianggen Liu, Haotian Cui, Yukun Yan, Daqi Zheng. ACL 2018 [pdf]