ML Research Wiki / Benchmarks / Link Prediction / GDELT

GDELT

Link Prediction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: MRR

Top Performing Models

Rank Model Paper MRR Date Code
1 SPA Search to Pass Messages for Temporal Knowledge Graph Completion 0.36 2022-10-30 📦 striderdu/spa
2 RotateQVS RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.27 2022-03-15 -
3 RotateQVS-Small RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.26 2022-03-15 -
4 TeRo-Large RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.26 2022-03-15 -
5 TeRo RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.25 2022-03-15 -
6 DE-SimplE RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.23 2022-03-15 -
7 TA-DistMult RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.21 2022-03-15 -
8 DistMult RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.20 2022-03-15 -
9 TTransE RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.12 2022-03-15 -
10 TransE RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion 0.11 2022-03-15 -

All Papers (10)