Datasets › FB15k

FB15k (Freebase 15K)

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

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

Benchmarks archive 2025-07-28

All 6 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.

Papers archive 2025-07-28

30 shown of 35 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 641. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering 0 1 29 Jan 2023 not harvested
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization 1 1 19 Dec 2022 ran 1 of 7 samples (6 unverified; 7 pointer-only for licence)
Neural-Symbolic Models for Logical Queries on Knowledge Graphs 1 1 16 May 2022 ran 1 of 4 samples (3 unverified)
Complex Query Answering with Neural Link Predictors 5 3 6 Nov 2020 ran 5 of 7 samples (2 unverified; 4 pointer-only for licence)
Knowledge Graph Embedding with Atrous Convolution and Residual Learning 0 1 23 Oct 2020 not harvested
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs 9 1 22 Oct 2020 ran 9 of 14 samples (5 unverified; 1 pointer-only for licence)
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 2 2 29 Jun 2020 not harvested
SEEK: Segmented Embedding of Knowledge Graphs 1 1 2 May 2020 not harvested
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction 1 1 21 Apr 2020 not harvested
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings 9 1 14 Feb 2020 ran 30 of 41 samples (11 unverified; 2 pointer-only for licence)
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets 0 1 25 Oct 2019 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
PyTorch-BigGraph: A Large-scale Graph Embedding System 1 1 28 Mar 2019 not harvested
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding 1 1 2 Mar 2019 ran 4 of 7 samples (3 unverified)
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space 10 2 26 Feb 2019 ran 5 of 5 samples (0 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 2 16 Dec 2018 not harvested
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations 0 3 2 Nov 2018 not harvested
Hypernetwork Knowledge Graph Embeddings 1 1 21 Aug 2018 not harvested
Canonical Tensor Decomposition for Knowledge Base Completion 3 1 19 Jun 2018 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Embedding Logical Queries on Knowledge Graphs 12 1 5 Jun 2018 ran 4 of 4 samples (0 unverified; 1 pointer-only for licence)
SimplE Embedding for Link Prediction in Knowledge Graphs 2 1 13 Feb 2018 not harvested
Knowledge Graph Embedding with Iterative Guidance from Soft Rules 1 1 30 Nov 2017 not harvested
Convolutional 2D Knowledge Graph Embeddings 8 2 5 Jul 2017 not harvested

The full list of 35 is in the JSON twin.

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

License archive 2025-07-28

CC BY 2.5

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • FB15k
  • FB15k-237
  • FB15k
  • FB15k (filtered)

4 variant names, as the archive lists them.

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