</> Code with Papers by Syntology

Datasets › WN18

WN18 (WordNet18)

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

The WN18 dataset has 18 relations scraped from WordNet for roughly 41,000 synsets, resulting in 141,442 triplets. It was found out that a large number of the test triplets can be found in the training set with another relation or the inverse relation. Therefore, a new version of the dataset WN18RR has been proposed to address this issue.

Source: http://nlpprogress.com/english/relation_prediction.html

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
Link Prediction WN18 Inverse Model Hits@10 0.964 Convolutional 2D Knowledge Graph Embeddings TimDettmers/ConvE +7 37 Compare
Dynamic Link Prediction WN18 (filtered) ComplEx-N3 (reciprocal) Mrr@2 0.9 Canonical Tensor Decomposition for Knowledge Base Completion facebookresearch/kbc +2 1 Compare
Link Prediction WN18 (filtered) ParTransH Hits@10 76.6 Efficient Parallel Translating Embedding For Knowledge Graphs zdh2292390/ParTrans-X 1 Compare

Papers archive 2025-07-28

30 shown of 32 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 485. 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
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion 1 1 19 May 2021 not harvested
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy 1 1 11 Aug 2020 not harvested
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings 2 3 28 Jul 2020 ran 0 of 5 samples (5 unverified)
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 2 2 29 Jun 2020 not harvested
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction 1 1 21 Apr 2020 not harvested
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion 1 1 26 Sep 2019 not harvested
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules 0 1 20 Aug 2019 not harvested
Augmenting and Tuning Knowledge Graph Embeddings 1 1 1 Jul 2019 ran 0 of 3 samples (3 unverified)
Adaptive Convolution for Multi-Relational Learning 0 1 1 Jun 2019 not harvested
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs 2 1 25 May 2019 not harvested
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding 3 1 26 Apr 2019 not harvested
Quaternion Knowledge Graph Embeddings 1 1 23 Apr 2019 not harvested
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective 1 1 27 Mar 2019 not harvested
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding 1 1 2 Mar 2019 ran 0 of 7 samples (7 unverified)
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space 10 2 26 Feb 2019 ran 0 of 5 samples (5 unverified)
TuckER: Tensor Factorization for Knowledge Graph Completion 5 1 28 Jan 2019 not harvested
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding 6 1 16 Dec 2018 not harvested
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations 0 1 2 Nov 2018 not harvested
AugGAN: Cross Domain Adaptation with GAN-based Data Augmentation 0 1 1 Sep 2018 not harvested
Hypernetwork Knowledge Graph Embeddings 1 1 21 Aug 2018 not harvested
Canonical Tensor Decomposition for Knowledge Base Completion 3 2 19 Jun 2018 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
SimplE Embedding for Link Prediction in Knowledge Graphs 2 1 13 Feb 2018 not harvested
KBGAN: Adversarial Learning for Knowledge Graph Embeddings 3 1 11 Nov 2017 ran 0 of 7 samples (7 unverified)
Convolutional 2D Knowledge Graph Embeddings 8 2 5 Jul 2017 not harvested
Analogical Inference for Multi-Relational Embeddings 1 1 6 May 2017 not harvested
Efficient Parallel Translating Embedding For Knowledge Graphs 1 2 30 Mar 2017 not harvested
Discriminative Gaifman Models 0 1 28 Oct 2016 not harvested
Complex Embeddings for Simple Link Prediction 9 1 20 Jun 2016 not harvested
Holographic Embeddings of Knowledge Graphs 4 1 16 Oct 2015 ran 0 of 8 samples (8 unverified)
Knowledge Graph Embedding via Dynamic Mapping Matrix 1 1 1 Jul 2015 not harvested

The full list of 32 is in the JSON twin.

Dataset loaders archive 2025-07-28

pytorch-geometric.readthedocs.io/en/latest/modules/datasets.htmlrusty1s/pytorch_geometricpytorch
docs.dgl.ai/api/python/dgl.data.html#dgl.data.WN18Datasetdmlc/dglpytorchtfmxnet
www.tensorflow.org/datasets/catalog/wordnettensorflow/datasetstfjax
pykeen.readthedocs.io/en/stable/api/pykeen.datasets.WN18.htmlpykeen/pykeenpytorch
bi-graph/emgraphtf

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

Tasks archive 2025-07-28

Link PredictionKnowledge Graph CompletionDynamic Link PredictionAncestor-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

  • WN18
  • WN18RR
  • WN18 (filtered)

3 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections