ML Research Wiki / Benchmarks / Link Prediction / Wikidata5M

Wikidata5M

Link Prediction Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: MRR

Top Performing Models

Rank Model Paper MRR Date Code
1 KGT5-context + Description Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction 0.43 2023-05-22 📦 uma-pi1/kgt5-context
2 KGT5 + Description Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction 0.38 2023-05-22 📦 uma-pi1/kgt5-context
3 KGT5-context Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction 0.38 2023-05-22 📦 uma-pi1/kgt5-context
4 SimKGC + Description SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models 0.36 2022-03-04 📦 intfloat/simkgc 📦 meaningful96/satkgc
5 KGT5 ComplEx Ensemble Sequence-to-Sequence Knowledge Graph Completion and Question Answering 0.34 2022-03-19 📦 apoorvumang/kgt5
6 KGT5 Sequence-to-Sequence Knowledge Graph Completion and Question Answering 0.30 2022-03-19 📦 apoorvumang/kgt5
7 SimplE KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 0.30 2019-11-13 📦 THU-KEG/KEPLER
8 RotatE KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 0.29 2019-11-13 📦 THU-KEG/KEPLER
9 ComplEx KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 0.28 2019-11-13 📦 THU-KEG/KEPLER
10 TransE KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 0.25 2019-11-13 📦 THU-KEG/KEPLER

All Papers (12)

uma-pi1/kgt5-context
uma-pi1/kgt5-context
uma-pi1/kgt5-context
intfloat/simkgc meaningful96/satkgc
apoorvumang/kgt5
apoorvumang/kgt5
THU-KEG/KEPLER
THU-KEG/KEPLER
THU-KEG/KEPLER
THU-KEG/KEPLER
THU-KEG/KEPLER
THU-KEG/KEPLER