mlsanityData to 14 Oct 2026

OntoEA: Ontology-guided Entity Alignment via Joint Knowledge Graph Embedding

arXiv 2105.07688 ↗First posted 17 May 2021cs.CL cs.AI cs.LGcited by 19

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Abstract (arXiv)

Semantic embedding has been widely investigated for aligning knowledge graph (KG) entities. Current methods have explored and utilized the graph structure, the entity names and attributes, but ignore the ontology (or ontological schema) which contains critical meta information such as classes and their membership relationships with entities. In this paper, we propose an ontology-guided entity alignment method named OntoEA, where both KGs and their ontologies are jointly embedded, and the class hierarchy and the class disjointness are utilized to avoid false mappings. Extensive experiments on seven public and industrial benchmarks have demonstrated the state-of-the-art performance of OntoEA and the effectiveness of the ontologies.

Key facts. Cited by 19 papers in the map (data through 14 Oct 2026). Builds on 17 of its 31 references that are in the map. First posted on arXiv 17 May 2021.

Builds on

17 of 31 references.

References · 17

  1. 2016Enriching Word Vectors with Subword Informationcited by 1,583
  2. 2014Embedding Entities and Relations for Learning and Inference in Knowledge Basescited by 932
  3. 2020Knowledge Graphscited by 621
  4. 2017Word Translation Without Parallel Datacited by 487
  5. 2016Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignmentcited by 128
  6. 2017Cross-lingual Entity Alignment via Joint Attribute-Preserving Embeddingcited by 127
  7. 2020A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphscited by 120
  8. 2019Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphscited by 106
  9. 2019Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregationcited by 101
  10. 2019Learning to Exploit Long-term Relational Dependencies in Knowledge Graphscited by 83
  11. 2019Multi-view Knowledge Graph Embedding for Entity Alignmentcited by 74
  12. 2020OWL2Vec*: Embedding of OWL Ontologiescited by 63
5 more
  1. 2021Universal Representation Learning of Knowledge Bases by Jointly Embedding Instances and Ontological Conceptscited by 37
  2. 2018Differentiating Concepts and Instances for Knowledge Graph Embeddingcited by 27
  3. 2021Unsupervised Knowledge Graph Alignment by Probabilistic Reasoning and Semantic Embeddingcited by 18
  4. 2020An Industry Evaluation of Embedding-based Entity Alignmentcited by 15
  5. 2018Recurrent Skipping Networks for Entity Alignmentcited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 1; 2022: 5; 2023: 5; 2024: 6; 2025: 1; 2026: 1.

19 papers.

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  1. 2022Multi-modal Contrastive Representation Learning for Entity Alignmentcited by 38
  2. 2022MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybridcited by 30
  3. 2022Ontology-enhanced Prompt-tuning for Few-shot Learningcited by 24
  4. 2024Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited Examplescited by 24
  5. 2023Dual Box Embeddings for the Description Logic EL++cited by 21
  6. 2024Ontology Embedding: A Survey of Methods, Applications and Resourcescited by 12
  7. 2022Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformercited by 7
  8. 2024Learning from Negative Samples in Biomedical Generative Entity Linkingcited by 6
  9. 2024generAItor: Tree-in-the-Loop Text Generation for Language Model Explainability and Adaptationcited by 5
  10. 2022Joint Multilingual Knowledge Graph Completion and Alignmentcited by 3
  11. 2023AsyncET: Asynchronous Learning for Knowledge Graph Entity Typing with Auxiliary Relationscited by 2
  12. 2023Improving Biomedical Entity Linking with Retrieval-enhanced Learningcited by 2
7 more
  1. 2024Biomedical Entity Linking as Multiple Choice Question Answeringcited by 2
  2. 2021PRASEMap: A Probabilistic Reasoning and Semantic Embedding based Knowledge Graph Alignment Systemcited by 1
  3. 2023Type-enhanced Ensemble Triple Representation via Triple-aware Attention for Cross-lingual Entity Alignmentcited by 0
  4. 2023OTIEA:Ontology-enhanced Triple Intrinsic-Correlation for Cross-lingual Entity Alignmentcited by 0
  5. 2024Integration of Contextual Descriptors in Ontology Alignment for Enrichment of Semantic Correspondencecited by 0
  6. 2025FLORA: Unsupervised Knowledge Graph Alignment by Fuzzy Logiccited by 0
  7. 2026Are a Thousand Words Better Than a Single Picture? Beyond Images -- A Framework for Multi-Modal Knowledge Graph Dataset Enrichmentcited by 0