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An automated system that could assist a judge in predicting the outcome of a case would help expedite the judicial process.
RoBERTa: A robustly optimized BERT pretraining approach
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DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
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BLEU: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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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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Longformer: The long-document transformer
Iz Beltagy, Matthew E Peters, and Arman Cohan. 2020 · 2004
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ROUGE: A package for automatic evaluation of summaries
Chin-Yew Lin. 2004 · 2004
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Explainable deep learning: A field guide for the uninitiated
Ning Xie, Gabrielle Ras, Marcel van Gerven, and Derek Doran. 2020 · 2004
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METEOR: An automatic metric for MT evaluation with high levels of correlation with human judgments
Alon Lavie and Abhaya Agarwal. 2007 · 2007
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Scikit-learn: Machine Learning in Python
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Towards automatic generation of catchphrases for legal case reports
Filippo Galgani, Paul Compton, and Achim Hoffmann. 2012 · 2012
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Convolutional Neural Networks for Sentence Classification
Yoon Kim. 2014 · 2014
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Distributed representations of sentences and documents
Quoc Le and Tomas Mikolov. 2014 · 2014
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GloVe: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher D Manning. 2014 · 2014
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Visualizing and understanding convolutional networks
Matthew D Zeiler and Rob Fergus. 2014 · 2014
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On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation
Sebastian Bach, Alexander Binder, Grégoire Montavon, Frederick Klauschen, Klaus-Robert Müller, and Wojciech Samek. 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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A web-based tool for the integrated annotation of semantic and syntactic structures
Richard Eckart de Castilho, Eva Mujdricza-Maydt, Seid Muhie Yimam, Silvana Hartmann, Iryna Gurevych, Anette Frank, and Chris Biemann. 2016 · 2016
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Understanding neural networks through representation erasure
Jiwei Li, Will Monroe, and Dan Jurafsky. 2016 · 2016
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”Why should I trust you?” Explaining the predictions of any classifier
Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin. 2016 · 2016
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Hierarchical attention networks for document classification
Zichao Yang, Diyi Yang, Chris Dyer, Xiaodong He, Alex Smola, and Eduard Hovy. 2016 · 2016
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A general approach for predicting the behavior of the Supreme Court of the United States
Daniel Martin Katz, Michael J. Bommarito, II, and Josh Blackman. 2017 · 2017
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Identification of Rhetorical Roles of Sentences in Indian Legal Judgments
Paheli Bhattacharya, Shounak Paul, Kripabandhu Ghosh, Saptarshi Ghosh, and Adam Wyner. 2019b · 2019
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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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Topic Spotting using Hierarchical Networks with Self Attention
Pooja Chitkara, Ashutosh Modi, Pravalika Avvaru, Sepehr Janghorbani, and Mubbasir Kapadia. 2019 · 2019
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Attention is not Explanation
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Learning to Predict Charges for Criminal Cases with Legal Basis
Bingfeng Luo, Yansong Feng, Jianbo Xu, Xiang Zhang, and Dongyan Zhao. 2017 · 2017
Cited alongside, same era.
Automatic catchphrase identification from legal court case documents
Arpan Mandal, Kripabandhu Ghosh, Arindam Pal, and Saptarshi Ghosh. 2017 · 2017
Cited alongside, same era.
Learning important features through propagating activation differences
Avanti Shrikumar, Peyton Greenside, and Anshul Kundaje. 2017 · 2017
Cited alongside, same era.
Predicting the Law Area and Decisions of French Supreme Court Cases
Octavia-Maria Şulea, Marcos Zampieri, Mihaela Vela, and Josef van Genabith. 2017 · 2017
Cited alongside, same era.
Axiomatic attribution for deep networks
Mukund Sundararajan, Ankur Taly, and Qiqi Yan. 2017 · 2017
Cited alongside, same era.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017
Cited alongside, same era.
Few-Shot Charge Prediction with Discriminative Legal Attributes
Zikun Hu, Xiang Li, Cunchao Tu, Zhiyuan Liu, and Maosong Sun. 2018 · 2018
Cited alongside, same era.
Sarthak Jain and Byron C. Wallace. 2019 · 2019
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Backlog of cases crippling judiciary
Justice Markandey Katju. 2019 · 2019
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Pytorch Captum
Narine Kokhlikyan, Vivek Miglani, Miguel Martin, Edward Wang, Jonathan Reynolds, Alexander Melnikov, Natalia Lunova, and Orion Reblitz-Richardson. 2019 · 2019
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Automatic judgment prediction via legal reading comprehension
Shangbang Long, Cunchao Tu, Zhiyuan Liu, and Maosong Sun. 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
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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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Legal Judgment Prediction via Multi-Perspective Bi-Feedback Network
Wenmian Yang, Weijia Jia, Xiaojie Zhou, and Yutao Luo. 2019a · 2019
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LEGAL-BERT: The Muppets straight out of Law School
Ilias Chalkidis, Manos Fergadiotis, Prodromos Malakasiotis, Nikolaos Aletras, and Ion Androutsopoulos. 2020 · 2020
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Reformer: The Efficient Transformer
Nikita Kitaev, Lukasz Kaiser, and Anselm Levskaya. 2020 · 2020
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Legal Judgement Prediction for UK Courts
Benjamin Strickson and Beatriz de la Iglesia. 2020 · 2020
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Transformers: State-of-the-Art Natural Language Processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020 · 2020
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Distinguish Confusing Law Articles for Legal Judgment Prediction
Nuo Xu, Pinghui Wang, Long Chen, Li Pan, Xiaoyan Wang, and Junzhou Zhao. 2020 · 2020
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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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