Datasets › WN18RR

WN18RR

Introduced by Antoine Bordes et al. in Translating Embeddings for Modeling Multi-relational Data1 Dec 2013 archive 2025-07-28

WN18RR is a link prediction dataset created from WN18, which is a subset of WordNet. WN18 consists of 18 relations and 40,943 entities. However, many text triples are obtained by inverting triples from the training set. Thus the WN18RR dataset is created to ensure that the evaluation dataset does not have inverse relation test leakage. In summary, WN18RR dataset contains 93,003 triples with 40,943 entities and 11 relation types.

Source: End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion

Homepage Benchmarks Papers 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)	Paper	Code
Link Prediction	WN18RR	MoCoKGC Hits@10 0.881	MoCoKGC: Momentum Contrast Entity Encoding for Knowledge...	—	75	Compare
Knowledge Graph Completion	WN18RR	HAKE Hits@3 0.516	Learning Hierarchy-Aware Knowledge Graph Embeddings for...	MIRALab-USTC/KGE-HAKE +8	2	Compare
Ancestor-descendant prediction	WN18RR	ConE mAP-0% 0.895	Modeling Heterogeneous Hierarchies with...	snap-stanford/ConE	1	Compare

Papers archive 2025-07-28

30 shown of 69 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 394. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation	1	1	5 Dec 2024	not harvested
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion	0	1	12 Nov 2024	not harvested
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation	1	1	26 Sep 2023	not harvested
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models	0	1	16 Aug 2023	not harvested
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning	1	1	22 May 2023	ran 2 of 3 samples (1 unverified)
Self-Distillation with Meta Learning for Knowledge Graph Completion	1	1	20 May 2023	not harvested
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction	1	1	4 Nov 2022	ran 0 of 5 samples (5 unverified)
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion	1	1	25 Oct 2022	not harvested
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction	4	1	30 Sep 2022	ran 6 of 7 samples (1 unverified; 7 pointer-only for licence)
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	1	1	19 Sep 2022	not harvested
GreenKGC: A Lightweight Knowledge Graph Completion Method	1	2	19 Aug 2022	not harvested
Language Models as Knowledge Embeddings	1	1	25 Jun 2022	ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Relphormer: Relational Graph Transformer for Knowledge Graph Representations	1	1	22 May 2022	ran 3 of 3 samples (0 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)
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer	1	1	4 Feb 2022	not harvested
Multi-task Pre-training Language Model for Semantic Network Completion	1	1	13 Jan 2022	not harvested
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction	1	1	20 Dec 2021	not harvested
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones	1	2	28 Oct 2021	ran 2 of 2 samples (0 unverified)
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding	2	1	27 Oct 2021	not harvested
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	1	1	6 Oct 2021	not harvested
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View	1	1	24 Sep 2021	not harvested
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models	1	1	16 Sep 2021	not harvested
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods	0	1	27 Jun 2021	not harvested
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding	1	2	14 Jun 2021	not harvested
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction	3	1	13 Jun 2021	ran 2 of 15 samples (13 unverified)
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	1	1	1 Jun 2021	not harvested
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion	1	1	19 May 2021	not harvested
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion	1	1	15 Apr 2021	not harvested
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion	3	3	11 Nov 2020	ran 0 of 2 samples (2 unverified; 2 pointer-only for licence)
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion	1	1	7 Oct 2020	not harvested

The full list of 69 is in the JSON twin.

Dataset loaders archive 2025-07-28

pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html rusty1s/pytorch_geometricpytorch

pykeen.readthedocs.io/en/stable/api/pykeen.datasets.WN18RR.html pykeen/pykeenpytorch

TimDettmers/ConvEpytorch

bi-graph/emgraphtf

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

Tasks archive 2025-07-28

Link Prediction Knowledge Graph Completion Ancestor-descendant prediction

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Graphs

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

WN18RR

1 variant name, as the archive lists them.

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