WN18

WordNet18

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

Overview

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

Variants: WN18, WN18RR, WN18 (filtered)

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Link Prediction QuatDE QuatDE: Dynamic Quaternion Embedding for … 2021-05-19
Link Prediction DensE DensE: An Enhanced Non-commutative Representation … 2020-08-11
Link Prediction LibKGE (ruffinelli2020you) PyKEEN 1.0: A Python Library … 2020-07-28
Link Prediction OpenKE (han2018openke) PyKEEN 1.0: A Python Library … 2020-07-28
Link Prediction GraphVite (zhu2019graphvite) PyKEEN 1.0: A Python Library … 2020-07-28
Link Prediction MEI (small) Multi-Partition Embedding Interaction with Block … 2020-06-29
Link Prediction MEI-BTD Multi-Partition Embedding Interaction with Block … 2020-06-29
Link Prediction LineaRE LineaRE: Simple but Powerful Knowledge … 2020-04-21
Link Prediction OPTransE Representation Learning with Ordered Relation … 2019-09-26
Link Prediction LogicENN LogicENN: A Neural Based Knowledge … 2019-08-20
Link Prediction DistMult (after variational EM) Augmenting and Tuning Knowledge Graph … 2019-07-01
Link Prediction MDE MDE: Multiple Distance Embeddings for … 2019-05-25
Link Prediction AutoKGE AutoSF: Searching Scoring Functions for … 2019-04-26
Link Prediction QuatE Quaternion Knowledge Graph Embeddings 2019-04-23
Link Prediction Quaternion Analyzing Knowledge Graph Embedding Methods … 2019-03-27
Link Prediction SimplE GraphVite: A High-Performance CPU-GPU Hybrid … 2019-03-02
Link Prediction pRotatE RotatE: Knowledge Graph Embedding by … 2019-02-26
Link Prediction RotatE RotatE: Knowledge Graph Embedding by … 2019-02-26
Link Prediction TuckER TuckER: Tensor Factorization for Knowledge … 2019-01-28
Link Prediction ComplEx NSCaching NSCaching: Simple and Efficient Negative … 2018-12-16

Research Papers

Recent papers with results on this dataset:

External Links: