RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion

Benchmark Model Rank Results
link-prediction-on-gdeltDE-SimplE–MRR: 0.23
link-prediction-on-gdeltDistMult–MRR: 0.196
link-prediction-on-gdeltRotateQVS–MRR: 0.27
link-prediction-on-gdeltRotateQVS-Small–MRR: 0.259
link-prediction-on-gdeltTA-DistMult–MRR: 0.206
link-prediction-on-gdeltTTransE–MRR: 0.115
link-prediction-on-gdeltTeRo–MRR: 0.245
link-prediction-on-gdeltTeRo-Large–MRR: 0.256
link-prediction-on-gdeltTransE–MRR: 0.113
link-prediction-on-icews05-15ATiSE–MRR: 0.519
link-prediction-on-icews05-15DE-SimplE–MRR: 0.513
link-prediction-on-icews05-15DistMult–MRR: 0.456
link-prediction-on-icews05-15HyTE–MRR: 0.316
link-prediction-on-icews05-15QuatE–MRR: 0.482
link-prediction-on-icews05-15RotatEYAGO3-10–MRR: 0.304
link-prediction-on-icews05-15RotateQVS–MRR: 0.633
link-prediction-on-icews05-15TA-DistMult–MRR: 0.474
link-prediction-on-icews05-15TTransE–MRR: 0.271
link-prediction-on-icews05-15TeRo-Large–MRR: 0.534
link-prediction-on-icews05-15TransE–MRR: 0.294
link-prediction-on-icews14ATiSE–MRR: 0.55
link-prediction-on-icews14DE-SimplE–MRR: 0.526
link-prediction-on-icews14DistMult–MRR: 0.439
link-prediction-on-icews14HyTE–MRR: 0.297
link-prediction-on-icews14QuatE–MRR: 0.471
link-prediction-on-icews14RotatE–MRR: 0.418
link-prediction-on-icews14RotateQVS–MRR: 0.591
link-prediction-on-icews14TA-DistMult–MRR: 0.477
link-prediction-on-icews14TTransE–MRR: 0.255
link-prediction-on-icews14TeRo-Large–MRR: 0.534
link-prediction-on-icews14TransE–MRR: 0.28