TY - GEN
T1 - Neural Knowledge Base Repairs
AU - Pellissier Tanon, Thomas
AU - Suchanek, Fabian
N1 - Publisher Copyright:
© 2021, Springer Nature Switzerland AG.
PY - 2021/1/1
Y1 - 2021/1/1
N2 - The curation of a knowledge base is a crucial but costly task. In this work, we suggest to make use of the advances in neural network research to improve the automated correction of constraint violations. Our method is a deep learning refinement of [23], and similarly uses the edits that solved some violations in the past to infer how to solve similar violations in the present. Our system makes use of the graph content, literal embeddings, and features extracted from Web pages to improve its performance. The experimental evaluation on Wikidata shows significant improvements over baselines.
AB - The curation of a knowledge base is a crucial but costly task. In this work, we suggest to make use of the advances in neural network research to improve the automated correction of constraint violations. Our method is a deep learning refinement of [23], and similarly uses the edits that solved some violations in the past to infer how to solve similar violations in the present. Our system makes use of the graph content, literal embeddings, and features extracted from Web pages to improve its performance. The experimental evaluation on Wikidata shows significant improvements over baselines.
UR - https://www.scopus.com/pages/publications/85111077075
U2 - 10.1007/978-3-030-77385-4_17
DO - 10.1007/978-3-030-77385-4_17
M3 - Conference contribution
AN - SCOPUS:85111077075
SN - 9783030773847
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 287
EP - 303
BT - The Semantic Web - 18th International Conference, ESWC 2021, Proceedings
A2 - Verborgh, Ruben
A2 - Hose, Katja
A2 - Paulheim, Heiko
A2 - Champin, Pierre-Antoine
A2 - Maleshkova, Maria
A2 - Corcho, Oscar
A2 - Ristoski, Petar
A2 - Alam, Mehwish
PB - Springer Science and Business Media Deutschland GmbH
T2 - 18th European Semantic Web Conference, ESWC 2021
Y2 - 6 June 2021 through 10 June 2021
ER -