Knowledge Base Completion: Baselines Strike Back

@inproceedings{Kadlec2017KnowledgeBC,
  title={Knowledge Base Completion: Baselines Strike Back},
  author={Rudolf Kadlec and Ondrej Bajgar and Jan Kleindienst},
  booktitle={Rep4NLP@ACL},
  year={2017}
}
Many papers have been published on the knowledge base completion task in the past few years. Most of these introduce novel architectures for relation learning that are evaluated on standard datasets such as FB15k and WN18. This paper shows that the accuracy of almost all models published on the FB15k can be outperformed by an appropriately tuned baseline — our reimplementation of the DistMult model. Our findings cast doubt on the claim that the performance improvements of recent models are due… CONTINUE READING
Highly Cited
This paper has 26 citations. REVIEW CITATIONS
Recent Discussions
This paper has been referenced on Twitter 11 times over the past 90 days. VIEW TWEETS

3 Figures & Tables

Topics

Statistics

0204020172018
Citations per Year

Citation Velocity: 16

Averaging 16 citations per year over the last 2 years.

Learn more about how we calculate this metric in our FAQ.