FB15k-237

Dataset Information
Modalities
Graphs
Languages
English, Chinese
Introduced
2015
License
Unknown
Homepage
Official Website
Contents

Overview

FB15k-237 is a link prediction dataset created from FB15k. While FB15k consists of 1,345 relations, 14,951 entities, and 592,213 triples, many triples are inverses that cause leakage from the training to testing and validation splits. FB15k-237 was created by Toutanova and Chen (2015) to ensure that the testing and evaluation datasets do not have inverse relation test leakage. In summary, FB15k-237 dataset contains 310,116 triples with 14,541 entities and 237 relation types.

Variants: FB15k-237

Associated Benchmarks

This dataset is used in 2 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 MetaSD Self-Distillation with Meta Learning for … 2023-05-20
Link Prediction KG-R3 (this work) A Retrieve-and-Read Framework for Knowledge … 2022-12-19
Link Prediction KG-R3 A Retrieve-and-Read Framework for Knowledge … 2022-12-19
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 Relphormer Relphormer: Relational Graph Transformer for … 2022-05-22
Link Prediction RR-GCN-PPV R-GCN: The R Could Stand … 2022-03-04
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 kNN-KGE Reasoning Through Memorization: Nearest Neighbor … 2022-01-14
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

Research Papers

Recent papers with results on this dataset:

External Links: