Datasets › Wikidata5M

Wikidata5M

Introduced by Xiaozhi Wang et al. in KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation13 Nov 2019 archive 2025-07-28

Wikidata5m is a million-scale knowledge graph dataset with aligned corpus. This dataset integrates the Wikidata knowledge graph and Wikipedia pages. Each entity in Wikidata5m is described by a corresponding Wikipedia page, which enables the evaluation of link prediction over unseen entities.

The dataset is distributed as a knowledge graph, a corpus, and aliases. We provide both transductive and inductive data splits used in the original paper.

Benchmarks archive 2025-07-28

All 1 leaderboard 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
Link Prediction Wikidata5M MoCoKGC MRR 0.490 MoCoKGC: Momentum Contrast Entity Encoding for Knowledge... — 14 Compare

Papers archive 2025-07-28

6 shown of 6 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 54. 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
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion 0 1 12 Nov 2024 not harvested
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction 1 3 22 May 2023 not harvested
Sequence-to-Sequence Knowledge Graph Completion and Question Answering 1 2 19 Mar 2022 ran 0 of 6 samples (6 unverified)
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models 2 1 4 Mar 2022 ran 3 of 6 samples (3 unverified; 3 pointer-only for licence)
Parallel Training of Knowledge Graph Embedding Models: A Comparison of Techniques 1 1 1 Nov 2021 not harvested
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 1 6 13 Nov 2019 ran 1 of 5 samples (4 unverified; 5 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Wikidata5M

1 variant name, as the archive lists them.

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