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<pre>
                Proceedings of the International Workshop on
          Computational Models in Language and Speech (CMLS 2020)
             co-located with the 16th International Conference on
             Computational and Cognitive Linguistics (TEL-2020)

Preface
This volume contains the papers presented at International Workshop on Computational Models
in Language and Speech co-located with the 16th International Conference on Computational
and Cognitive Linguistics (TEL-2020, http://tel2020.ru). The TEL-2020 conference was held
from November 12 to November 13, 2020 in Kazan, Russia. The conference and the workshop
are organized by the Institute of Applied Semiotics of Tatarstan Academy of Sciences, Kazan
Federal University, and Russian Association for Artificial Intelligence.
The goal of this workshop is to bring together leading researchers from artificial intelligence,
computational linguists, software researchers that are interested in natural language processing –
both as speakers and as audience members. The ultimate goal is to share knowledge, discuss
open research questions, and inspire new paths.
The scope of “Computational Models in Language and Speech” workshop includes the following
topics:
   Semantic analysis of the text;
   Semantic Web technologies;
   Thesauri, ontologies;
   Machine translation;
   Natural Language Processing;
   Speech technologies.
We received 33 submissions describing new research for the workshop. Collected papers have
undergone reviewing. The acceptance rate for papers was 60% (17 full papers and 3 short papers
were accepted).
Program Committee consists of 9 members. Average number of DBLP papers of PC members is
more than 22.
We would like to thank all who contributed to our workshop. First of all, we thank the authors
for submitting their high-quality research works to the workshop. We would like to thank the
members of the program committee for their valuable review contributions. We are grateful to
our organizing committees, who made the conference possible.
2

Program Committee Chair
Alexander Elizarov, Dr.Sc., Kazan (Volga Region) Federal University, N.I. Lobachevsky
Institute of Mathematics and Mechanics, Kazan, Russia.

Program Committee and Reviewers
1. Natalia Loukachevitch, Dr.Sc., Lomonosov Moscow State University, Research Computing
   Center, Moscow, Russia.
2. Dmitry Lande, Dr.Sc., Institute for Information Recording, National Academy of Sciences of
   Ukraine, Kyiv, Ukraine.
3. Valery Solovyev, Dr.Sc., Kazan (Volga Region) Federal University, Leo Tolstoy Institute of
   Philology and Intercultural Communication, Kazan, Russia.
4. Airat Khasianov, Ph.D., Kazan (Volga Region) Federal University, Kazan, Russia.
5. Mikhail M. Abramskiy, Ph.D., Kazan (Volga Region) Federal University, Higher School of
   Information Technologies and Information Systems, Kazan, Russia.
6. Dzhavdet Suleymanov, Dr.Sc., Tatarstan Academy of Sciences, Institute of Applied
   Semiotics, Kazan, Russia.
7. Sergey Mosin, Kazan (Volga Region) Federal University, Kazan, Russia.
8. Aidar Khusainov, Cand.Sc., Tatarstan Academy of Sciences, Institute of Applied Semiotics,
   Kazan, Russia.
9. Sergei Tatevosov, Dr.Sc., Lomonosov Moscow State University, Faculty of Philology,
   Moscow, Russia.

Organizing Committee
1. Aidar Khusainov, Cand.Sc., Tatarstan Academy of Sciences, Institute of Applied Semiotics,
   Kazan, Russia.
2. Rinat Gilmullin, Cand.Sc., Tatarstan Academy of Sciences, Institute of Applied Semiotics,
   Kazan, Russia.
3. Ajrat Gatiatullin, Cand.Sc., Tatarstan Academy of Sciences, Institute of Applied Semiotics,
   Kazan, Russia.

Editors
1. Alexander Elizarov, Dr.Sc., Kazan (Volga Region) Federal University, N.I. Lobachevsky
   Institute of Mathematics and Mechanics, Kazan, Russia
2. Natalia Loukachevitch, Dr.Sc., Lomonosov Moscow State University, Research Computing
   Center, Moscow, Russia

</pre>