Incorporating Vector Space Similarity in Random Walk Inference over Knowledge Bases

@inproceedings{Gardner2014IncorporatingVS,
  title={Incorporating Vector Space Similarity in Random Walk Inference over Knowledge Bases},
  author={Matt Gardner and Partha Pratim Talukdar and Jayant Krishnamurthy and Tom Michael Mitchell},
  booktitle={EMNLP},
  year={2014}
}
Much work in recent years has gone into the construction of large knowledge bases (KBs), such as Freebase, DBPedia, NELL, and YAGO. While these KBs are very large, they are still very incomplete, necessitating the use of inference to fill in gaps. Prior work has shown how to make use of a large text corpus to augment random walk inference over KBs. We present two improvements to the use of such large corpora to augment KB inference. First, we present a new technique for combining KB relations… CONTINUE READING

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