Details
| Original language | English |
|---|---|
| Title of host publication | The Semantic Web |
| Subtitle of host publication | ESWC 2023 Satellite Events |
| Editors | Catia Pesquita, Hala Skaf-Molli, Vasilis Efthymiou, Sabrina Kirrane, Axel Ngonga, Diego Collarana, Renato Cerqueira, Mehwish Alam, Cassia Trojahn, Sven Hertling |
| Publisher | Springer Science and Business Media Deutschland GmbH |
| Pages | 169-173 |
| Number of pages | 5 |
| ISBN (electronic) | 978-3-031-43458-7 |
| ISBN (print) | 9783031434570 |
| Publication status | Published - 21 Oct 2023 |
| Event | 20th Extended Semantic Web Conference, ESWC 2023 - Hersonissos, Greece Duration: 28 May 2023 → 1 Jun 2023 |
Publication series
| Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| Volume | 13998 LNCS |
| ISSN (Print) | 0302-9743 |
| ISSN (electronic) | 1611-3349 |
Abstract
Entity Typing is the task of assigning a type to an entity in a knowledge graph. In this paper, we propose ETwT (Entity Typing with Triples), which leverages the triples of an entity, namely its label, description and the property labels used on it. We analyse which language models and classifiers are best suited to this input and compare ETwT’s performance on coarse-grained and fine-grained entity typing. Our evaluation demonstrates that ETwT is able to predict coarse-grained entity types with an F $$:1$$ score of 0.994, outperforming three baselines.
ASJC Scopus subject areas
- Mathematics(all)
- Theoretical Computer Science
- Computer Science(all)
- General Computer Science
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The Semantic Web: ESWC 2023 Satellite Events. ed. / Catia Pesquita; Hala Skaf-Molli; Vasilis Efthymiou; Sabrina Kirrane; Axel Ngonga; Diego Collarana; Renato Cerqueira; Mehwish Alam; Cassia Trojahn; Sven Hertling. Springer Science and Business Media Deutschland GmbH, 2023. p. 169-173 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13998 LNCS).
Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
}
TY - GEN
T1 - Entity Typing with Triples Using Language Models
AU - Riaz, Aniqa
AU - Abdollahi, Sara
AU - Gottschalk, Simon
N1 - Funding Information: This work was partially funded the Federal Ministry for Economic Affairs and Climate Action (BMWK), Germany (“ATTENTION!”, 01MJ22012D).
PY - 2023/10/21
Y1 - 2023/10/21
N2 - Entity Typing is the task of assigning a type to an entity in a knowledge graph. In this paper, we propose ETwT (Entity Typing with Triples), which leverages the triples of an entity, namely its label, description and the property labels used on it. We analyse which language models and classifiers are best suited to this input and compare ETwT’s performance on coarse-grained and fine-grained entity typing. Our evaluation demonstrates that ETwT is able to predict coarse-grained entity types with an F $$:1$$ score of 0.994, outperforming three baselines.
AB - Entity Typing is the task of assigning a type to an entity in a knowledge graph. In this paper, we propose ETwT (Entity Typing with Triples), which leverages the triples of an entity, namely its label, description and the property labels used on it. We analyse which language models and classifiers are best suited to this input and compare ETwT’s performance on coarse-grained and fine-grained entity typing. Our evaluation demonstrates that ETwT is able to predict coarse-grained entity types with an F $$:1$$ score of 0.994, outperforming three baselines.
UR - http://www.scopus.com/inward/record.url?scp=85176001461&partnerID=8YFLogxK
U2 - 10.1007/978-3-031-43458-7_32
DO - 10.1007/978-3-031-43458-7_32
M3 - Conference contribution
AN - SCOPUS:85176001461
SN - 9783031434570
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 169
EP - 173
BT - The Semantic Web
A2 - Pesquita, Catia
A2 - Skaf-Molli, Hala
A2 - Efthymiou, Vasilis
A2 - Kirrane, Sabrina
A2 - Ngonga, Axel
A2 - Collarana, Diego
A2 - Cerqueira, Renato
A2 - Alam, Mehwish
A2 - Trojahn, Cassia
A2 - Hertling, Sven
PB - Springer Science and Business Media Deutschland GmbH
T2 - 20th Extended Semantic Web Conference, ESWC 2023
Y2 - 28 May 2023 through 1 June 2023
ER -