Learning Dense Representations for Entity Retrieval

Learning Dense Representations for Entity Retrieval
Daniel Gillick, Sayali Kulkarni, Larry Lansing, Alessandro Presta, Jason Baldridge, Eugene Ie, Diego Garcia-Olano
CoNLL 2019

• visualization code/figures: [ https://diegoolano.com/deer/ ]
• code for parsing wikipedia: [ Google github ]
• Paper: [ https://aclanthology.org/K19-1049/ ]

@inproceedings{gillick2019learning,
      title={Learning Dense Representations for Entity Retrieval}, 
      author={Daniel Gillick and 
             Sayali Kulkarni and 
               Larry Lansing and 
           Alessandro Presta and 
             Jason Baldridge and 
                   Eugene Ie and 
                   Diego Garcia-Olano},
      booktitle={Proceedings of the 23rd Conference on Computational Natural Language Learning (CoNLL)},
      year={2019},
      publisher={Conference on Computational Natural Language Learning}
}

Dual encoder setup for learning dense entity representations

List of word embedding visualizations made for paper

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Countries embedding visualization

Bands by decade embedding visualization

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