ML Research Wiki / Benchmarks / Link Prediction / FB15k-237

FB15k-237

Link Prediction Benchmark

Performance Over Time

📊 Showing 70 results | 📏 Metric: Hits@1

Top Performing Models

Rank Model Paper Hits@1 Date Code
1 NBFNet Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 0.60 2021-06-13 📦 DeepGraphLearning/NBFNet 📦 fs302/EasyLink 📦 fs302/EasyLink
2 MoCoSA MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models 0.58 2023-08-16 -
3 DaBR Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation 0.57 2024-12-05 📦 llqy123/dabr
4 MetaSD Self-Distillation with Meta Learning for Knowledge Graph Completion 0.57 2023-05-20 📦 pldlgb/MetaSD
5 ComplEx-N3-RP Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations 0.57 2021-10-06 📦 facebookresearch/ssl-relation-prediction
6 QuatDE QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion 0.56 2021-05-19 📦 hopkin-ghp/QuatDE
7 StAR 📚 Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion 0.56 2020-04-30 📦 wangbo9719/StAR_KGC
8 ComplEx-DURA Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 0.56 2020-11-11 📦 MIRALab-USTC/KGE-HAKE 📦 MIRALab-USTC/KGE-DURA 📦 miralab-ustc/qe-cone
9 MEIM MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction 0.56 2022-09-30 📦 tranhungnghiep/AnalyzingKGEmbeddings 📦 tranhungnghiep/AnalyzeKGE 📦 tranhungnghiep/meim-kge 📦 tranhungnghiep/MEI-KGE
10 AutoKGE AutoSF: Searching Scoring Functions for Knowledge Graph Embedding 0.56 2019-04-26 📦 AutoML-4Paradigm/ERAS 📦 AutoML-4Paradigm/S2S 📦 AutoML-Research/S2S

All Papers (70)