We’ve run an unprecedented large benchmarking study. This image describes the results on the FB15k237 dataset across several knowledge graph embedding models, loss functions, training approaches, and usages of explicit modeling of inverse triples. This is just one of several datasets analyzed in this study. In our manuscript, we also assess the reproducibility of old models’ best reported hyperparameters.

FB15k237 Summary

Code Data Paper