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Datasets › DBP15K

DBP15K

Introduced by Zequn Sun et al. in Cross-lingual Entity Alignment via Joint Attribute-Preserving Embedding1 Jan 2017 archive 2025-07-28

DBP15k contains four language-specific KGs that are respectively extracted from English (En), Chinese (Zh), French (Fr) and Japanese (Ja) DBpedia, each of which contains around 65k-106k entities. Three sets of 15k alignment labels are constructed to align entities between each of the other three languages and En.

Source: Cross-lingual Entity Alignment for Knowledge Graphs with Incidental Supervision from Free Text

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Entity Alignment DBP15k zh-en MEAformer Hits@1 0.973 MEAformer: Multi-modal Entity Alignment Transformer for... zjukg/MEAformer 38 Compare
Entity Alignment dbp15k fr-en MEAformer Hits@1 0.996 MEAformer: Multi-modal Entity Alignment Transformer for... zjukg/MEAformer 14 Compare
Entity Alignment dbp15k ja-en MEAformer Hits@1 0.991 MEAformer: Multi-modal Entity Alignment Transformer for... zjukg/MEAformer 14 Compare

Papers archive 2025-07-28

19 shown of 19 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 65. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment 1 6 30 Jul 2023 ran 5 of 14 samples (9 unverified)
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid 1 18 29 Dec 2022 ran 5 of 13 samples (8 unverified)
From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment 1 3 6 Sep 2021 not harvested
Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and Robustness 1 3 11 Aug 2021 not harvested
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining 1 3 29 Mar 2021 not harvested
Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks 1 3 17 Nov 2020 not harvested
A Critical Assessment of State-of-the-Art in Entity Alignment 1 4 30 Oct 2020 not harvested
Knowledge Association with Hyperbolic Knowledge Graph Embeddings 1 1 5 Oct 2020 not harvested
Visual Pivoting for (Unsupervised) Entity Alignment 2 3 28 Sep 2020 ran 3 of 9 samples (6 unverified)
Relational Reflection Entity Alignment 2 2 18 Aug 2020 not harvested
Cross-lingual Entity Alignment with Incidental Supervision 1 1 1 May 2020 not harvested
MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph 1 1 3 Feb 2020 not harvested
Deep Graph Matching Consensus 2 7 27 Jan 2020 not harvested
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation 1 1 20 Nov 2019 ran 0 of 16 samples (16 unverified)
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned 1 1 19 Nov 2019 not harvested
Jointly Learning Entity and Relation Representations for Entity Alignment 1 4 20 Sep 2019 not harvested
Multi-Channel Graph Neural Network for Entity Alignment 1 3 26 Aug 2019 not harvested
Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs 1 1 22 Aug 2019 not harvested
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment 2 1 12 Nov 2016 ran 0 of 1 samples (1 unverified)

Dataset loaders archive 2025-07-28

pytorch-geometric.readthedocs.io/en/latest/modules/datasets.htmlrusty1s/pytorch_geometricpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Knowledge GraphsEntity AlignmentMulti-modal Entity Alignment

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

EnglishFrenchChineseJapanese

Variants archive 2025-07-28

  • DBP15k zh-en
  • dbp15k fr-en
  • dbp15k ja-en
  • DBP15K
  • UMVM

5 variant names, as the archive lists them.

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