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Embeddings

We computed various graph and text embeddings over CSKG, by using KGTK's graph-embeddings and text-embeddings commands.

The resulting embeddings are publicly available in this folder.

List of embeddings:

  1. TransE embeddings
  2. ComplEx embeddings
  3. DistMult embeddings
  4. RESCAL embeddings
  5. BERT-large embeddings

Variants of these embeddings, with different parameters or models, can be computed with KGTK. In addition, CSKG is now integrated into PyKeen which allows easy computation of many (currently 25) state-of-the-art graph embeddings, like HolE and RotatE.