Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding

Benchmark Model Rank Results
link-prediction-on-fb15k-237RESCAL (SCE w/ LS pretrained)#13Hits@1: 0.269Hits@3: 0.402Hits@10: 0.55MRR: 0.364
link-prediction-on-fb15k-237RESCAL (SCE w/ LS)#14Hits@1: 0.269Hits@3: 0.4Hits@10: 0.548MRR: 0.363
link-prediction-on-wn18rrComplEx (SCE w/ LS pretrained)#42Hits@10: 0.553Hits@3: 0.496Hits@1: 0.444MRR: 0.481
link-prediction-on-wn18rrComplEx (SCE w/ LS)#48Hits@10: 0.546Hits@3: 0.491Hits@1: 0.441MRR: 0.477