[esip-semantictech] FW: [EXTERNAL] [SIG-IRList] 2nd Call for Papers for the 5TH Workshop on Semantic Deep Learning SemDeep-5 at IJCAI 2019

[Mcgibbney, Lewis J (398M)]

Dr. Lewis John McGibbney Ph.D., B.Sc.(Hons)
Data Scientist III
Computer Science for Data Intensive Applications Group (398M)
Instrument Software and Science Data Systems Section (398)
Jet Propulsion Laboratory
California Institute of Technology
4800 Oak Grove Drive
Pasadena, California 91109-8099
Mail Stop : 158-256C
Tel:  (+1) (818)-393-7402
Cell: (+1) (626)-487-3476
Fax:  (+1) (818)-393-1190
Email: lewis.j.mcgibbney at jpl.nasa.gov<mailto:lewis.j.mcgibbney at jpl.nasa.gov>
ORCID: orcid.org/0000-0003-2185-928X

           [signature_372550134]

 Dare Mighty Things

From: ACM SIGIR Mailing List <SIGIR at LISTSERV.ACM.ORG> on behalf of Luis Espinosa-Anke <Espinosa-AnkeL at CARDIFF.AC.UK>
Reply-To: Luis Espinosa-Anke <Espinosa-AnkeL at CARDIFF.AC.UK>
Date: Monday, April 15, 2019 at 2:52 AM
To: "SIGIR at LISTSERV.ACM.ORG" <SIGIR at LISTSERV.ACM.ORG>
Subject: [EXTERNAL] [SIG-IRList] 2nd Call for Papers for the 5TH Workshop on Semantic Deep Learning SemDeep-5 at IJCAI 2019

(apologies for cross-posting)

2nd CALL FOR PAPERS FOR THE 5TH WORKSHOP ON SEMANTIC DEEP LEARNING SemDeep-5 at IJCAI 2019

Macau, China

== Update 1: Deadline Extended to May 12! ==
== Update 2: Proceedings will be published on the ACL Anthology! ==

Semantic Web (SW) technologies and Deep Learning (DL) share the goal of creating intelligent artifacts. Both disciplines have had a remarkable impact in data and knowledge analysis, as well as knowledge representation, and in fact constitute two complementary directions for modeling linguistic phenomena and solving semantically complex problems. In this context, and following the main foundations set in past editions, SemDeep-5 aims to bring together SW and DL research as well as industrial communities. SemDeep-5 is interested in contributions of DL to classic problems in semantic applications, such as: (semi-automated) ontology learning, ontology alignment, ontology annotation, duplicate recognition, ontology prediction, knowledge base completion, relation extraction, and semantically grounded inference, among many others. At the same time, we invite contributions that analyse the interaction of SW technologies and resources with DL architectures, such as knowledge-based embeddings, collocation discovery and classification, or lexical entailment, to name only a few. This workshop seeks to provide an invigorating environment where semantically challenging problems which appeal to both Semantic Web and Computational Linguistic communities are addressed and discussed.

We invite submissions on any approach combining Semantic Web technologies and Deep Learning and suggest the following topics.

Structured knowledge in deep learning
- neural networks and logic rules for semantic compositionality
- learning and applying knowledge graph embeddings to NLP tasks
- learning semantic similarity and encoding distances as knowledge graph
- ontology-based text classification
- multilingual resources for neural representations of linguistics
- semantic role labeling

Reasoning and inferences and deep learning
- commonsense reasoning and vector space models
- reasoning with deep learning methods
- reasoning and knowledge graphs to explain neural network predictions

Learning knowledge representations with deep learning
- deep learning methods for knowledge-base completion
- deep ontology learning
- deep learning models for learning knowledge representations from text
- deep learning ontological annotations

Website: http://www.dfki.de/~declerck/semdeep-5<https://eur03.safelinks.protection.outlook.com/?url=http:%2F%2Fwww.dfki.de%2F~declerck%2Fsemdeep-5&data=01%7C01%7CEspinosa-AnkeL%40cardiff.ac.uk%7C3fa2abc2234f48c5928a08d6c0e8403b%7Cbdb74b3095684856bdbf06759778fcbc%7C1&sdata=gsH3wxlP15e3XObqZUc%2B3j5iOLcEFZEzKPFVFc5hHtc%3D&reserved=0>

IMPORTANT DATES
Submission deadline: May 12, 2019
Notification of acceptance: May 27, 2019
Camera-ready version: June 10, 2019
Workshop dates: Co-located with IJCAI (10-16 August 2019).
Exact date to be announced soon.

SUBMISSION INSTRUCTIONS
We invite three types of submissions:
- Long papers (max. 8 pages)
- Short papers presenting innovative not fully empirically validated ideas or position papers (max. 4 pages)
- Short system description papers for the challenge (max. 4 pages)

All papers need to follow the ACL formatting guidelines. There is no space limit for references. Word and Latex templates available here http://www.acl2019.org/EN/call-for-papers.xhtml<https://eur03.safelinks.protection.outlook.com/?url=http%3A%2F%2Fwww.acl2019.org%2FEN%2Fcall-for-papers.xhtml&data=01%7C01%7CEspinosa-AnkeL%40cardiff.ac.uk%7C3fa2abc2234f48c5928a08d6c0e8403b%7Cbdb74b3095684856bdbf06759778fcbc%7C1&sdata=jfJTS5mtxwpUT3HeCKcEUdR5i2KA%2B%2BKl0DMFqZxCu1U%3D&reserved=0>.

==============================

WiC Challenge

The workshop includes a challenge (shared task) on evaluating contextualized word representations. The task is based on the WiC dataset (https://pilehvar.github.io/wic/<https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Fpilehvar.github.io%2Fwic%2F&data=01%7C01%7CEspinosa-AnkeL%40cardiff.ac.uk%7C3fa2abc2234f48c5928a08d6c0e8403b%7Cbdb74b3095684856bdbf06759778fcbc%7C1&sdata=INZuKsYq8YEoUxFCkVUcKCcyVV3WLlGazviFgKh3fRk%3D&reserved=0>, NAACL 2019) and targets different areas of lexical semantics including, but not limited to, sense representation, word sense disambiguation, and contextualised word embeddings. Training, development and test data will be provided for the participants.

More information about the challenge and how to participate can be found at https://competitions.codalab.org/competitions/20010<https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Fcompetitions.codalab.org%2Fcompetitions%2F20010&data=01%7C01%7CEspinosa-AnkeL%40cardiff.ac.uk%7C3fa2abc2234f48c5928a08d6c0e8403b%7Cbdb74b3095684856bdbf06759778fcbc%7C1&sdata=YPLKOPG2slJ7pWJEkF1YE5BLZpUt%2FfrWZlNtt4GSirM%3D&reserved=0>. Important dates are shown below.

WiC Challenge dates:
Results posted: 16 April 2019
Submission of short system description paper: 3 May 2019

ORGANIZING COMMITTEE
Luis Espinosa Anke, Cardiff University, UK
Thierry Declerck, DFKI GmbH, Germany
Dagmar Gromann, Technical University Dresden, Germany
Jose Camacho-Collados, Cardiff University, UK
Mohammad Taher Pilehvar, Iran University of Science and Technology, Iran


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