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Proceedings of the Fourth Workshop on Automated Semantic Analysis of Information in Legal Texts ASAIL 2020 Preface The Fourth Workshop on Automated Semantic Analysis of Information in Legal Texts (ASAIL 2020) will be held online on December 9, 2020, in conjunction with the 33rd International Conference on Legal Knowledge and Information Systems (JURIX 2020). The purpose of the workshop is to provide a dedicated venue for legal NLP related work for which there has been an increasing number of AI&Law conference submissions. The workshop received 7 submissions, which were all peer-reviewed and accepted for presentation. The final workshop program hence consists of 7 presentations (6 long, 1 short) and one discussion session. The papers presented are contained in this volume. 10:15 - Workshop Opening 10:30-12:15 - Paper Session 1 ● Classification of German Court Rulings: Detecting the Area of Law, Ingo Glaser and Florian Matthes ● Legal Language Modeling with Transformers, Lazar Peric, Stefan Mijic, Dominik Stammbach and Elliott Ash ● Topic Modelling of the Czech Supreme Court Decisions, Tereza Novotná, Jakub Harašta and Jakub Kól (Short Paper) ● Predictive Features of Persuasive Legal Texts, Karl Branting, Elizabeth Tippett, Charlotte Alexander, Sam Bayer, Paul Morawski, Carlos Balhana, and Craig Pfeifer 12:15-13:15 - Lunch Break 13:15-14:45 - Paper Session 2 ● Cross-Domain Generalization and Knowledge Transfer in Transformers Trained on Legal Data, Jaromir Savelka, Hannes Westermann and Karim Benyekhlef ● Automating the Classification of Finding Sentences for Linguistic Polarity, Vern R. Walker, Stephen R. Strong and Vern E. Walker ● Learning to Rank Sentences for Explaining Statutory Terms, Jaromir Savelka and Kevin D. Ashley 14:45-15:00 - Coffee Break 1 15:00-17:00 - Discussion Session: “How can legal NLP make real-world contributions in the short and long term?” ● Panelists: ○ Keren Weinshall, Hebrew University of Jerusalem ○ Bernhard Waltl, BMW Group ○ Rūta Liepiņa, Maastricht University ○ Karl Branting, MITRE Corporation ● Moderator: ○ Katie Atkinson, University of Liverpool The organizing committee expresses its sincere gratitude to all authors for their submissions and participation in the workshop, to the program committee for its diligent reviewing, and to the workshop attendees. The ASAIL 2020 Organizing Committee Kevin D. Ashley, University of Pittsburgh, USA Katie Atkinson, University of Liverpool, UK Karl Branting, MITRE Corporation, USA Enrico Francesconi, Italian National Research Council (IGSG-CNR) and European Parliament Matthias Grabmair, SINC GmbH, Germany Vern R. Walker, Maurice A. Deane School of Law at Hofstra University, USA Bernhard Waltl, BMW Group AG, Germany Adam Zachary Wyner, University of Aberdeen, UK The ASAIL 2020 Program Committee Tommaso Agnoloni, ITTIG-CNR Nikolaos Aletras, The University of Sheffield David Restrepo Amariles, HEC Paris Elliott Ash, ETH Zurich Floris Bex, Utrecht University Chris Giannella, The MITRE Corp. Francesca Lagioia, University of Bologna Rūta Liepiņa, European University Institute Monica Palmirani, University of Bologna Craig Pfeifer, MITRE Corporation Georg Rehm, DFKI Livio Robaldo, Swansea University Jaromir Savelka, Carnegie Mellon University Frank Schilder, Thomson Reuters Oanh Tran, International School, Vietnam National University, Hanoi Giulia Venturi, ILC-CNR Serena Villata, CNRS - Laboratoire d'Informatique, Signaux et Systèmes de Sophia-Antipolis Hannes Westermann, University of Montreal Radboud Winkels, University of Amsterdam 2 These proceedings are published online by the ASAIL organizing committee as CEUR Workshop Proceedings http://ceur-ws.org Copyright © 2020 for the individual papers by the papers' authors. Copyright © 2020 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0). December 2020 Proceedings volume compiled by: Matthias Grabmair SINC GmbH Rheingaustraße 182 65203 Wiesbaden Germany 3