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<pre>
Proceedings of the Third Workshop on Automated
Semantic Analysis of Information in Legal Texts
ASAIL 2019

Preface
The Third Workshop on Automated Semantic Analysis of Information in Legal Texts (ASAIL 2019) will be
held on June 21, 2019, at the Université de Montréal, co-located with the 17th International Conference on
Artificial Intelligence and Law (ICAIL 2019). 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 main ICAIL conference
submissions. The workshop received 15 submissions and one referred submission from another ICAIL
workshop, resulting in a total of 16 submissions, one of which did not conform to the submission guidelines.
The 15 eligible papers were peer reviewed and 13 were accepted for presentation. Of these, one was
withdrawn to be presented at a different ICAIL workshop. The final workshop program hence consists of 12
presentations (7 long, 5 short) in the following sessions whose papers are contained in this proceedings
volume.

    ●   Session 1: Capturing Legal Discourse
            ○ Vern R. Walker, Krishnan Pillaipakkamnatt, Alexandra M. Davidson, Marysa Linares,
                Domenick J. Pesce, ​Automatic Classification of Rhetorical Roles for Sentences: Comparing
                Rule-Based Scripts with Machine Learning
            ○ Prakash Poudyal, Teresa Gonçalves, Paulo Quaresma, ​Using Clustering Techniques to
                Identify Arguments in Legal Documents
            ○ Gathika Ratnayaka, Thejan Rupasinghe, Nisansa de Silva, Viraj Salaka Gamage, Menuka
                Warushavithana, Amal Shehan Perera, ​Shift-of-Perspective Identification within Legal Cases
    ●   Session 2: Reformulation & Segmentation
            ○ Arunprasath Shankar, Venkata Nagaraju Buddarapu, ​Legal Query Reformulation using Deep
                Learning
            ○ Alex Lyte, Karl Branting, ​Document Segmentation Labeling Techniques for Court Filings
    ●   Session 3: Court Document Analysis
            ○ Saurabh Chakravarty, Raja Venkata Satya Phanindra Chava, Edward Fox, ​Dialog Acts
                Classification for Question-Answer Corpora
            ○ Wai Yin Mok, Jonathan R. Mok, ​Classification of Breach of Contract Court Decision
                Sentences
    ●   Session 4: Analyzing Codification
            ○ Ilaria Angela Amantea, Luigi Di Caro, Llio Humphreys, Rohan Nanda, Emilio Sulis,
                Modelling Norm Types and their Inter-relationships in EU Directives
            ○ Rūta Liepina, Giuseppe Contissa, Kasper Drazewski, Francesca Lagioia, Marco Lippi,
                Hans-Wolfgang Micklitz, Przemysław Pałka, Giovanni Sartor, Paolo Torroni, ​GDPR
                Privacy Policies in CLAUDETTE: Challenges of Omission, Context and Multilingualism
    ●   Session 5: Unsupervised Methods on Legal Data
            ○ Linyuan Tang, Kyo Kageura, ​An Examination of the Validity of General Word Embedding
                Models for Processing Japanese Legal Texts
            ○ Łukasz Górski, ​Towards legal change analysis: clustering of Polish Civil Code amendments
    ●   Session 6: Machine Learning Method Challenges on Legal Data
            ○ Venkata Nagaraju Buddarapu, Arunprasath Shankar, ​Data Shift in Legal AI Systems

In order to make as much time available for paper presentations as possible, the committee decided not to
invite a speaker for the workshop event.

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.

June 2019

The ASAIL 2019 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 (ITTIG-CNR), Publications Office of the European
Union
Matthias Grabmair, Carnegie Mellon University, USA
Vern R. Walker, Maurice A. Deane School of Law at Hofstra University, USA
Bernhard Waltl, BMW Group AG
Adam Zachary Wyner, University of Aberdeen, UK


These proceedings are published online by the ASAIL organizing committee as
CEUR Workshop Proceedings
http://ceur-ws.org

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.


Proceedings volume compiled by:
Matthias Grabmair
Language Technologies Institute
Carnegie Mellon University
5000 Forbes Avenue
Pittsburgh, PA 15213, USA

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