Français Anglais
Accueil Annuaire Plan du site
Accueil > Evenements > Séminaires
Séminaire d'équipe(s) LaHDAK
Knowledge Graph Refinement based on Triplet BERT-Networks
Armita Khajeh Nassiri

29 November 2021, 13h00
Salle/Bat : 455/PCRI-N
Contact :

Activités de recherche : Gestion de données du Web

Résumé :
Knowledge graph embedding techniques are widely used for knowledge graph refinement tasks such as graph completion and triple classification. These techniques aim at embedding the entities and relations of a Knowledge Graph (KG) in a low dimensional continuous feature space. They do so by learning a scoring function that computes the plausibility of a fact. Hence the evaluation of a refinement task is done either as a classification, or all possible substitutions are created to rank and choose the most plausible triples. In this work, we adopt a transformer-based triplet network that can create clusters based on entities or relations. By doing so, we can present an evaluation strategy that relies on very efficient spatial semantic search techniques, and that uses aggregation methods to evaluate the KG refinement tasks with less overhead. We evaluate our approach on triplet classification and relation prediction on multiple well-known benchmark knowledge graphs such as FB13, WN11, FB15K. The results are better or comparable to the state-of-the-art performance on these two refinement tasks.

Pour en savoir plus : https://www.lri.fr/membre.php?mb=2639
Séminaires
Knowledge Graph Refinement based on Triplet BERT-N
Gestion de données du Web
Monday 29 November 2021 - 13h00
Salle : 455 - PCRI-N
Armita Khajeh Nassiri .............................................

A Hyper-graph Approach for Computing EL+-Ontology
Raisonnement automatique
Monday 15 November 2021 - 13h00
Salle : 445 - PCRI-N
Hui Yang .............................................

Semantic approaches to predict the presence of asb
Intégration de données et de connaissances
Monday 08 November 2021 - 13h00
Salle : 455 - PCRI-N
Thamer Mecharnia .............................................

Pierre Andrieu - Agrégation de classements pour le
Thursday 21 October 2021 - 00h00
Salle : 435 - PCRI-N
.............................................

A counting argument for graph colouring
Théorie des graphes
Friday 08 October 2021 - 11h00
Salle : 445 - PCRI-N
Francois Pirot .............................................