WN18RR

Dataset Information
Modalities
Graphs
Introduced
2013
License
Unknown
Homepage
Official Website
Contents

Overview

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

Variants: WN18RR

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Link Prediction DaBR Distance-Adaptive Quaternion Knowledge Graph Embedding … 2024-12-05
Link Prediction KERMIT KERMIT: Knowledge Graph Completion of … 2023-09-26
Link Prediction MoCoSA MoCoSA: Momentum Contrast for Knowledge … 2023-08-16
Link Prediction LERP Logical Entity Representation in Knowledge-Graphs … 2023-05-22
Link Prediction MetaSD Self-Distillation with Meta Learning for … 2023-05-20
Link Prediction KGLM KGLM: Integrating Knowledge Graph Structure … 2022-11-04
Link Prediction PALT PALT: Parameter-Lite Transfer of Language … 2022-10-25
Link Prediction MEIM MEIM: Multi-partition Embedding Interaction Beyond … 2022-09-30
Link Prediction LASS Joint Language Semantic and Structure … 2022-09-19
Link Prediction RotatE + GreenKGC (Ours) GreenKGC: A Lightweight Knowledge Graph … 2022-08-19
Link Prediction TransE + GreenKGC (Ours) GreenKGC: A Lightweight Knowledge Graph … 2022-08-19
Link Prediction C-LMKE(bert-base) Language Models as Knowledge Embeddings 2022-06-25
Link Prediction Relphormer Relphormer: Relational Graph Transformer for … 2022-05-22
Link Prediction SimKGCIB(+PB+SN) SimKGC: Simple Contrastive Knowledge Graph … 2022-03-04
Link Prediction GenKGC From Discrimination to Generation: Knowledge … 2022-02-04
Link Prediction LP-BERT Multi-task Pre-training Language Model for … 2022-01-13
Link Prediction SAttLE Self-attention Presents Low-dimensional Knowledge Graph … 2021-12-20
Link Prediction ConE Modeling Heterogeneous Hierarchies with Relation-specific … 2021-10-28
Ancestor-descendant prediction ConE Modeling Heterogeneous Hierarchies with Relation-specific … 2021-10-28
Link Prediction Rot-Pro Rot-Pro: Modeling Transitivity by Projection … 2021-10-27

Research Papers

Recent papers with results on this dataset:

External Links: