Deep Learning meets Ontologies and Natural Language Processing

2nd International Workshop, in conjunction with ESWC 2021 - June 6th or 7th, 2021 - Online or in Hersonissos, Greece


We invite the submission of original works that is related -- but are not limited to -- the topics below.

Topics of interests:

  • Construction ontology embeddings

  • Ontology-based text classification

  • Learning ontology embeddings

  • Semantic role labelling

  • Ontology reasoning with Deep Neural Networks

  • Deep learning for ontological semantic annotations

  • Spatial and temporal ontology embeddings

  • Ontology alignment and matching based on deep learning models

  • Ontology learning from text using deep learning models

  • Unsupervised Learning

  • Text classification using deep models

  • Neural machine translation

  • Deep question answering

  • Deep text summarization

  • Deep speech recognition

  • and so on.

Submission:

The workshop is open to submit unpublished work resulting from research that presents original scientific results, methodological aspects, concepts and approaches. All submissions must be PDF documents written in English and formatted according to LNCS instructions for authors. Papers are to be submitted through the workshop's EasyChair submission page.

We welcome the following types of contributions:

  • Full research papers (8-10 pages): Finished or consolidated R&D works, to be included in one of the Workshop topics

  • Short papers (4-6 pages): Ongoing works with relevant preliminary results, opened to discussion.

At least one author of each accepted paper must register for the workshop, in order to present the paper, there, and to the conference. For further instructions please refer to the ESWC 2021 page.

Important dates:

  • Workshop paper submission due: March 1st, 2021 March 14th, 2021

  • Workshop paper notifications: March 31st, 2021

  • Workshop paper camera-ready versions due: April 9th, 2021

  • Workshop: June 6th 2021 (Half-Day)

All deadlines are 23:59 anywhere on earth (UTC-12).

Publication:

The best papers from this workshop may be included in the supplementary proceedings of ESWC 2021.