Freebase 15K
The FB15k dataset contains knowledge base relation triples and textual mentions of Freebase entity pairs. It has a total of 592,213 triplets with 14,951 entities and 1,345 relationships. FB15K-237 is a variant of the original dataset where inverse relations are removed, since it was found that a large number of test triplets could be obtained by inverting triplets in the training set.
Source: https://www.microsoft.com/en-us/download/details.aspx?id=52312
Image Source: http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data.pdf
Variants: FB15k, FB15k-237, FB15k, FB15k (filtered)
This dataset is used in 2 benchmarks:
| Task | Model | Paper | Date |
|---|---|---|---|
| Knowledge Graph Embedding | AcrE | Knowledge Graph Embedding with Atrous … | 2020-10-23 |
| Link Prediction | MEI (small) | Multi-Partition Embedding Interaction with Block … | 2020-06-29 |
| Link Prediction | LineaRE | LineaRE: Simple but Powerful Knowledge … | 2020-04-21 |
| Link Prediction | MDE | MDE: Multiple Distance Embeddings for … | 2019-05-25 |
| Link Prediction | PyTorch BigGraph (ComplEx) | PyTorch-BigGraph: A Large-scale Graph Embedding … | 2019-03-28 |
| Link Prediction | ComplEx NSCaching | NSCaching: Simple and Efficient Negative … | 2018-12-16 |
| Link Prediction | HHolE | Augmenting Compositional Models for Knowledge … | 2018-11-02 |
| Link Prediction | ComplEx-N3 (reciprocal) | Canonical Tensor Decomposition for Knowledge … | 2018-06-19 |
| Link Prediction | Rule-Guided Embedding | Knowledge Graph Embedding with Iterative … | 2017-11-30 |
| Link Prediction | ParTransH | Efficient Parallel Translating Embedding For … | 2017-03-30 |
| Link Prediction | HolE | Holographic Embeddings of Knowledge Graphs | 2015-10-16 |
Recent papers with results on this dataset: