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HOPLoP: Multi-hop link prediction over Knowledge Graph Embeddings

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HOPLoP: Multi-hop Link Prediction over Knowledge Graph Embeddings

Datasets can be downloaded from here:

  1. NELL-995
  2. FB15K-237
  3. WN18RR
  4. YAGO3-10

Results from all experiments can be found in the '(M)HOPLoP Results.xlsx' files in this repository.

Logs can be found here.

To run experiments:

  1. Download the datasets from here into a 'Datasets' folder in the (M-)HOPLoP folder.
  2. For M-HOPLoP experiments, download our generated embeddings from here. Place the 'Embeddings' folder in the M-HOPLoP folder. We reuse the embeddings generated for HOPLoP experiments.
  3. After giving appropriate permissions, run the script '/(M-)HOPLoP/run.sh' to reproduce all the results.

Some helper scripts can be found here, which can be used to create new bash scripts and extract information from result files.

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HOPLoP: Multi-hop link prediction over Knowledge Graph Embeddings

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