Datasets › MMKG
MMKG
MMKG is a collection of three knowledge graphs for link prediction and entity matching research. Contrary to other knowledge graph datasets, these knowledge graphs contain both numerical features and images for all entities as well as entity alignments between pairs of KGs. While MMKG is intended to perform relational reasoning across different entities and images, previous resources are intended to perform visual reasoning within the same image.
The three knowledge graphs augmented with numerical features and images are called FB15k, YAGO15k, and DBPEDIA15k.
Benchmarks archive 2025-07-28
All 3 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.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Entity Alignment | FBDB15k | MEAformer (seed 60%) Hits@1 0.784 | MEAformer: Multi-modal Entity Alignment Transformer for... | zjukg/MEAformer | 6 | Compare |
| Entity Alignment | FBYG15k | MEAformer (seed 60%) Hits@1 0.724 | MEAformer: Multi-modal Entity Alignment Transformer for... | zjukg/MEAformer | 6 | Compare |
| Multi-modal Entity Alignment | MMKG | IBMEA H@1 0.631 | IBMEA: Exploring Variational Information Bottleneck for... | sutaoyu/IBMEA | 1 | Compare |
Papers archive 2025-07-28
2 shown of 2 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 49. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment | 1 | 1 | 27 Jul 2024 | not harvested |
| MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid | 1 | 12 | 29 Dec 2022 | ran 5 of 13 samples (8 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- DBP15k zh-en
- dbp15k fr-en
- dbp15k ja-en
- MMKG
- FBDB15k
- FBYG15k
- UMVM
7 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections