| Vol-2385 urn:nbn:de:0074-2385-8 Copyright © 2019 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# ASAIL 2019
Automated Semantic Analysis of Information in Legal Text

### Proceedings of the Third Workshop on Automated Semantic Analysis of Information in Legal Texts
co-located with the 17th International Conference on Artificial Intelligence and Law (ICAIL 2019)

### Montreal, QC, Canada, June 21, 2019.

Edited by

### Kevin D. Ashley, University of Pittsburgh, USA
Katie Atkinson, University of Liverpool, UK
L. Karl Branting, MITRE Corporation, USA
Enrico Francesconi, Italian National Research Council (ITTIG-CNR), Publications Office of the European Union
Matthias Grabmair, Carnegie Mellon University, USA
Bernhard Waltl, BMW Group AG, Germany
Vern R. Walker, Maurice A. Deane School of Law at Hofstra University, USA
Adam Zachary Wyner, Swansea University, UK

## Table of Contents

- Preface

### Session 1: Capturing Legal Discourse

- Automatic Classification of Rhetorical Roles for Sentences: Comparing Rule-Based Scripts with Machine Learning
  Vern R. Walker, Krishnan Pillaipakkamnatt, Alexandra M. Davidson, Marysa Linares, Domenick J. Pesce
- Using Clustering Techniques to Identify Arguments in Legal Documents
  Prakash Poudyal, Teresa Gonçalves, Paulo Quaresma
- Shift-of-Perspective Identification within Legal Cases
  Gathika Ratnayaka, Thejan Rupasinghe, Nisansa de Silva, Viraj Salaka Gamage, Menuka Warushavithana, Amal Shehan Perera

### Session 2: Reformulation & Segmentation

- Legal Query Reformulation using Deep Learning
  Arunprasath Shankar, Venkata Nagaraju Buddarapu
- Document Segmentation Labeling Techniques for Court Filings
  Alex Lyte, Karl Branting

### Session 3: Court Document Analysis

- Dialog Acts Classification for Question-Answer Corpora
  Saurabh Chakravarty, Raja Venkata Satya Phanindra Chava, Edward Fox
- Classification of Breach of Contract Court Decision Sentences
  Wai Yin Mok, Jonathan R. Mok

### Session 4: Analyzing Codification

- Modelling Norm Types and their Inter-relationships in EU Directives
  Ilaria Angela Amantea, Luigi Di Caro, Llio Humphreys, Rohan Nanda, Emilio Sulis
- GDPR Privacy Policies in CLAUDETTE: Challenges of Omission, Context and Multilingualism
  Rūta Liepina, Giuseppe Contissa, Kasper Drazewski, Francesca Lagioia, Marco Lippi, Hans-Wolfgang Micklitz, Przemysław Pałka, Giovanni Sartor, Paolo Torroni

### Session 5: Unsupervised Methods on Legal Data

- An Examination of the Validity of General Word Embedding Models for Processing Japanese Legal Texts
  Linyuan Tang, Kyo Kageura
- Towards Legal Change Analysis: Clustering of Polish Civil Code Amendments
  Łukasz Górski

### Session 6: Machine Learning Method Challenges on Legal Data

- Data Shift in Legal AI Systems
  Venkata Nagaraju Buddarapu, Arunprasath Shankar

2019-06-19: submitted by Matthias Grabmair, metadata incl. bibliographic data published under Creative Commons CC0
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