Complex Embeddings for Simple Link Prediction

20 Jun 2016Théo TrouillonJohannes WelblSebastian RiedelÉric GaussierGuillaume Bouchard

In statistical relational learning, the link prediction problem is key to automatically understand the structure of large knowledge bases. As in previous studies, we propose to solve this problem through latent factorization... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Link Prediction WN18 ComplEx MRR 0.941 # 11
Link Prediction WN18 ComplEx [email protected] 0.947 # 10
Link Prediction WN18 ComplEx [email protected] 0.936 # 8
Link Prediction WN18 ComplEx [email protected] 0.936 # 8