The 18th International Workshop on Ontology Matchingcollocated with the 22nd International Semantic Web Conference
ISWC-2023
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Objectives | Call for papers | Submissions | Accepted papers | Program | Organization | OM-2022 |
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The workshop encourages participation from academia, industry and user institutions with the emphasis on
theoretical and practical aspects of ontology matching. On the one side, we expect representatives from
industry and user organizations to present business cases and their requirements for ontology matching.
On the other side, we expect academic participants to present their approaches vis-a-vis those
requirements. The workshop provides an informal setting for researchers and practitioners from different
related initiatives to meet and benefit from each other's work and requirements.
Topics of interest include but are not limited to:
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Contributors to the OAEI 2023 campaign have to follow the campaign conditions and schedule at https://oaei.ontologymatching.org/2023/. Important dates:
Contributions will be refereed by the
Program Committee.
Accepted papers will be published in the workshop proceedings as a volume of
CEUR-WS
as well as indexed on DBLP.
By submitting a paper, the authors accept the CEUR-WS and DBLP publishing rules (CC-BY 4.0 license model).
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Mariyam Amir, Murchana Baruah, Mahsa Eslamialishah, Sina Ehsani, Alireza Bahramali, Sadra Naddaf-Sh, Saman Zarandioon Sheeba Samuel, Birgitta König-Ries, Alsayed Algergawy Elita Lobo, Oktie Hassanzadeh, Nhan Pham, Nandana Mihindukulasooriya, Dharmashankar Subramanian, Horst Samulowitz Zhu Wang Tobias Zeimetz, Maurice Büsching, Fabian Birringer, Christoph Otter, Daniel Zeiler, Ralf Schenkel
OAEI Papers:
Statements of interest:
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| Schedule |
8:50-9:20 |
Poster set-up
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9:20-9:30 |
Welcome and workshop overview
(Room MC3.2) | Organizers 9:30-10:30 |
Keynote address
The five generations of Entity Resolution
by
George Papadakis
National and Kapodistrian University of Athens, Greece
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| Abstract:
Entity Resolution (ER) constitutes a core data integration task that has attracted a bulk of works
on improving its effectiveness and time efficiency. We can distinguish them into five main generations.
The first one targeted Veracity in the context of structured (relational) data with a clean schema.
The second generation extended its focus to cover Volume, as well, leveraging multi-core or massive (MapReduce) parallelization to process large-scale datasets.
The third generation addressed the additional challenge of Variety, applying ER to voluminous, noisy, semi-structured, and highly heterogeneous data from the Semantic Web.
The fourth generation also tackled Velocity so as to process data collections of a continuously increasing volume.
The latest works, though, belong to the fifth dimension, which heavily relies on external knowledge to address all four Vs.
This knowledge typically comes in the form of pre-trained language models, which provide features of high dimensionality
that can be combined with deep learning for high effectiveness.
More recently, methods based on foundational models achieve an equally high effectiveness in an unsupervised manner,
thanks to the much larger corpora of external knowledge they encapsulate. In this talk, we will provide an overview of these ER generations,
emphasizing the latest developments in the fifth one. |
Bio: George Papadakis is the Head of EU Proposal Writing Section at the R&D Department of PPC SA as well as a research fellow at the Department of Informatics and Telecommunications of the University of Athens (UoA). He received his PhD degree in Computer Science in 2013 from the Leibniz University of Hanover and his diploma in Electrical and Computer Engineering in 2007 from the National Technical University of Athens (NTUA). In the past, he worked at the Athena Research Center, the NTUA, the L3S Research Center and the NCSR "Demokritos". His research focuses on Data Integration in the context of large-scale, heterogeneous data and on web data mining, in general. He is currently involved in Horizon Europe project STELAR, which aims to develop an open-source knowledge lake management system. 10:30-11:30 |
Coffee break / Poster session
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11:30-13:10 |
Methods and Applications - I (long papers) |
11:30-11:50 |
Truveta mapper: a zero-shot ontology alignment framework |
Mariyam Amir, Murchana Baruah, Mahsa Eslamialishah, Sina Ehsani, Alireza Bahramali, Sadra Naddaf-Sh, Saman Zarandioon 11:50-12:10 |
Matching table metadata with business glossaries using large language models |
Elita Lobo, Oktie Hassanzadeh, Nhan Pham, Nandana Mihindukulasooriya, Dharmashankar Subramanian, Horst Samulowitz 12:10-12:30 |
The role of ontology matching in ontology network development |
Sheeba Samuel, Birgitta König-Ries, Alsayed Algergawy 12:30-12:50 |
Evaluation toolkit for API and RDF alignment |
Tobias Zeimetz, Maurice Büsching, Fabian Birringer, Christoph Otter, Daniel Zeiler, Ralf Schenkel 12:50-13:10 |
Contextualized structural self-supervised learning for ontology matching |
Zhu Wang 13:10-14:00 |
Lunch
(Skalkotas Foyer) |
14:00-15:30 |
Methods and Applications - II (short papers) |
14:00-14:15 |
Conversational ontology alignment with ChatGPT |
Sanaz Saki Norouzi, Mohammad Saeid Mahdavinejad, Pascal Hitzler 14:15-14:30 |
Ontology matching using textual class descriptions |
Yiwen Peng, Mehwish Alam, Thomas Bonald 14:30-14:45 |
Combining word and sentence embeddings with alignment extension for property matching |
Guilherme Sousa, Rinaldo Lima, Cássia Trojahn 14:45-15:00 |
Towards a methodology for the semi-automatic generation of scientific knowledge graphs from XML documents |
George Hannah, Terry Payne, Valentina Tamma, Andrew Mitchell, Ellen Piercy, Boris Konev 15:00-15:15 |
Repairing networks of ontologies using weakening and completing |
Ying Li, Patrick Lambrix 15:15-15:30 |
A simple standard for ontological mappings 2023: updates of data model and outlook |
Nicolas Matentzoglu, Ian Braun, Anita R. Caron, Damien Goutte-Gattat, Benjamin M. Gyori, Nomi L. Harris, Emily Hartley, Harshad B. Hegde, Sven Hertling, Charles Tapley Hoyt, HyeongSik Kim, Huanyu Li, James McLaughlin, Cássia Trojahn, Nicole Vasilevsky, Christopher J. Mungall 15:30-16:00 |
Coffee break
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16:00-17:15 |
OAEI-2023 campaign and the SemTab challenge |
16:00-16:30 |
Summary of the OAEI 2023 campaign and the SemTab challenge |
Organizers 16:30-16:45 |
GraphMatcher system presentation |
Sefika Efeoglu 16:45-17:00 |
OLaLa results for OAEI 2023 |
Sven Hertling, Heiko Paulheim 17:00-17:15 |
Fine-tuning BERT for Ontology Alignment |
Yuan He 17:15-17:45 |
Discussion and wrap-up |
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Trentino Digitale, Italy E-mail: pavel [dot] shvaiko [at] tndigit [dot] it INRIA & Univ. Grenoble Alpes, France City, University of London, UK & SIRIUS, University of Oslo, Norway IBM Research, USA IRIT, France
Acknowledgements: We appreciate support from Trentino Digitale, the EU SEALS project, as well as the Pistoia Alliance Ontologies Mapping project and IBM Research.
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Hosted at DISI, UniTn | :: Last Update: 29.12.2023 :: |