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The task of Prior Case Retrieval (PCR) in the legal domain is about automatically citing relevant (based on facts and precedence) prior legal cases in a given query case.
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
Victor Sanh, Lysandre Debut, Julien Chaumond, and Thomas Wolf. 2019 · 1910
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A Machine Learning Approach to Prior Case Retrieval
Khalid Al-Kofahi, Alex Tyrrell, Arun Vachher, and Peter Jackson. 2001 · 2001
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Information Extraction from Case Law and Retrieval of Prior Cases
Peter Jackson, Khalid Al-Kofahi, Alex Tyrrell, and Arun Vachher. 2003 · 2003
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Methods for Computing Legal Document Similarity: A Comparative Study
Paheli Bhattacharya, Kripabandhu Ghosh, Arindam Pal, and Saptarshi Ghosh. 2020 · 2004
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Unsupervised Learning of Narrative Event Chains
Nathanael Chambers and Dan Jurafsky. 2008 · 2008
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Unsupervised Learning of Narrative Schemas and Their Participants
Nathanael Chambers and Dan Jurafsky. 2009 · 2009
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Dependency parsing
Sandra Kübler, Ryan McDonald, and Joakim Nivre. 2009 · 2009
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Similarity Analysis of Legal Judgments
Sushanta Kumar, P. Krishna Reddy, V. Balakista Reddy, and Aditya Singh. 2011 · 2011
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Scikit-learn: Machine Learning in Python
F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, and E. Duchesnay. 2011 · 2011
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Towards Automatic Generation of Catchphrases for Legal Case Reports
Filippo Galgani, Paul Compton, and Achim G. Hoffmann. 2012 · 2012
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Finding Similar Legal Judgements under Common Law System
Sushanta Kumar, P. Krishna Reddy, V. Balakista Reddy, and Malti Suri. 2013 · 2013
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Event Graphs for Information Retrieval and Multi-Document Summarization
Goran Glavaš and Jan Šnajder. 2014 · 2014
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Inducing Neural Models of Script Knowledge
Ashutosh Modi and Ivan Titov. 2014 · 2014
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Adam: A Method for Stochastic Optimization
Diederik P. Kingma and Jimmy Ba. 2015 · 2015
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Finding Relevant Indian Judgments Using Dispersion of Citation Network
Akshay Minocha, Navjyoti Singh, and Arjit Srivastava. 2015 · 2015
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Predicting Judicial Decisions of the European Court of Human Rights: a Natural Language Processing Perspective
Nikolaos Aletras, Dimitrios Tsarapatsanis, Daniel Preotiuc-Pietro, and Vasileios Lampos. 2016 · 2016
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Event Embeddings for Semantic Script Modeling
Ashutosh Modi. 2016 · 2016
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Measuring Similarity among Legal Court Case Documents
Arpan Mandal, Raktim Chaki, Sarbajit Saha, Kripabandhu Ghosh, Arindam Pal, and Saptarshi Ghosh. 2017 · 2017
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Modeling semantic expectation: Using script knowledge for referent prediction
Ashutosh Modi, Ivan Titov, Vera Demberg, Asad Sayeed, and Manfred Pinkal. 2017 · 2017
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Modeling Dynamic Pairwise Attention for Crime Classification over Legal Articles
Pengfei Wang, Ze Yang, Shuzi Niu, Yongfeng Zhang, Lei Zhang, and ShaoZhang Niu. 2018 · 2018
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Neural Legal Judgment Prediction in English
Ilias Chalkidis, Ion Androutsopoulos, and Nikolaos Aletras. 2019 · 2019
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Charge-Based Prison Term Prediction with Deep Gating Network
Huajie Chen, Deng Cai, Wei Dai, Zehui Dai, and Yadong Ding. 2019 · 2019
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Iteratively Questioning and Answering for Interpretable Legal Judgment Prediction
Haoxi Zhong, Yuzhong Wang, Cunchao Tu, Tianyang Zhang, Zhiyuan Liu, and Maosong Sun. 2020 · 2020
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Sophia Althammer, Arian Askari, Suzan Verberne, and Allan Hanbury. 2021 · 2021
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Combining Lexical and Neural Retrieval with Longformer-Based Summarization for Effective Case Law retrieva
AA Askari, SV Verberne, O Alonso, S Marchesin, M Najork, and G Silvello. 2021 · 2021
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Unsupervised Identification of Relevant Prior Cases
Shivangi Bithel and Sumitra S Malagi. 2021 · 2021
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Simcse: Simple contrastive learning of sentence embeddings
Tianyu Gao, Xingcheng Yao, and Danqi Chen. 2021 · 2021
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Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
Statute Law Information Retrieval and Entailment
Mi-Young Kim, Juliano Rabelo, and Randy Goebel. 2019 · 2019
Cited alongside, same era.
Automatic Judgment Prediction via Legal Reading Comprehension
Shangbang Long, Cunchao Tu, Zhiyuan Liu, and Maosong Sun. 2019 · 2019
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Decoupled Weight Decay Regularization
Ilya Loshchilov and Frank Hutter. 2019 · 2019
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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Nils Reimers and Iryna Gurevych. 2019 · 2019
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Building Legal Case Retrieval Systems with Lexical Matching and Summarization Using A Pre-Trained Phrase Scoring Model
Vu Tran, Minh Le Nguyen, and Ken Satoh. 2019 · 2019
Cited alongside, same era.
Hierarchical Matching Network for Crime Classification
Pengfei Wang, Yu Fan, Shuzi Niu, Ze Yang, Yongfeng Zhang, and Jiafeng Guo. 2019 · 2019
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Retrieving Legal Cases from a Large-scale Candidate Corpus
Yixiao Ma, Yunqiu Shao, Bulou Liu, Yiqun Liu, Min Zhang, and Shaoping Ma. 2021 · 2021
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ILDC for CJPE: Indian Legal Documents Corpus for Court Judgment Prediction and Explanation
Vijit Malik, Rishabh Sanjay, Shubham Kumar Nigam, Kripabandhu Ghosh, Shouvik Kumar Guha, Arnab Bhattacharya, and Ashutosh Modi. 2021 · 2021
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National judicial data grid statistics
National Judicial Data Grid. 2021 · 2021
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JNLP Team: Deep Learning Approaches for Legal Processing Tasks in COLIEE 2021
Ha-Thanh Nguyen, Phuong Minh Nguyen, Thi-Hai-Yen Vuong, Quan Minh Bui, Chau Minh Nguyen, Binh Tran Dang, Vu Tran, Minh Le Nguyen, and Ken Satoh. 2021 · 2021
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Overview and Discussion of the Competition on Legal Information Extraction/Entailment (COLIEE) 2021
Juliano Rabelo, Randy Goebel, Mi-Young Kim, Yoshinobu Kano, Masaharu Yoshioka, and Ken Satoh. 2022 · 2021
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Yes, BM25 is a strong baseline for legal case retrieval
Guilherme Moraes Rosa, Ruan Chaves Rodrigues, Roberto Lotufo, and Rodrigo Nogueira. 2021 · 2021
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Improving BERT-Based Query-by-Document Retrieval with Multi-Task Optimization
Amin Abolghasemi, Suzan Verberne, and Leif Azzopardi. 2022 · 2022
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Legal Judgment Prediction: A Survey of the State of the Art
Yi Feng, Chuanyi Li, and Vincent Ng. 2022 · 2022
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Corpus for Automatic Structuring of Legal Documents
Prathamesh Kalamkar, Aman Tiwari, Astha Agarwal, Saurabh Karn, Smita Gupta, Vivek Raghavan, and Ashutosh Modi. 2022 · 2022
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HLDC: Hindi Legal Documents Corpus
Arnav Kapoor, Mudit Dhawan, Anmol Goel, Arjun T H, Akshala Bhatnagar, Vibhu Agrawal, Amul Agrawal, Arnab Bhattacharya, Ponnurangam Kumaraguru, and Ashutosh Modi. 2022 · 2022
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Semantic Segmentation of Legal Documents via Rhetorical Roles
Vijit Malik, Rishabh Sanjay, Shouvik Kumar Guha, Angshuman Hazarika, Shubham Nigam, Arnab Bhattacharya, and Ashutosh Modi. 2022 · 2022
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Pre-training Transformers on Indian Legal Text
Shounak Paul, Arpan Mandal, Pawan Goyal, and Saptarshi Ghosh. 2022 · 2022
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