Corpus ID: 52041633

Syntree2Vec - An algorithm to augment syntactic hierarchy into word embeddings

@article{Bhardwaj2018Syntree2VecA,
  title={Syntree2Vec - An algorithm to augment syntactic hierarchy into word embeddings},
  author={Shubham Bhardwaj},
  journal={ArXiv},
  year={2018},
  volume={abs/1808.05907}
}

Shubham Bhardwaj

Published 2018

Computer Science

ArXiv

Word embeddings aims to map sense of the words into a lower dimensional vector space in order to reason over them. Training embeddings on domain specific data helps express concepts more relevant to their use case but comes at a cost of accuracy when data is less. Our effort is to minimise this by infusing syntactic knowledge into the embeddings. We propose a graph based embedding algorithm inspired from node2vec. Experimental results have shown that our algorithm improves the syntactic… CONTINUE READING

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