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We show that using knowledge graph embeddings can increase the accuracy of effect prediction with neural networks. ... Finally, we evaluate certain characteristics of the knowledge graph embedding models to shed light on the individual model performance. ... OM@ISWC 2018, Monterey, CA, USA, October 8, 2018, vol-  X. Chen, M.-X. Liu, and G.-Y. Yan. ...arXiv:2112.04605v1 fatcat:lq3rshsrgrfqvjui4fkdfocmju