A Latent Dirichlet Allocation Method for Selectional Preferences

@inproceedings{Ritter2010ALD,
  title={A Latent Dirichlet Allocation Method for Selectional Preferences},
  author={Alan Ritter and Mausam and Oren Etzioni},
  booktitle={ACL},
  year={2010}
}

• Alan Ritter, Mausam, Oren Etzioni
• Published in ACL 2010

The computation of selectional preferences, the admissible argument values for a relation, is a well-known NLP task with broad applicability. We present LDA-SP, which utilizes LinkLDA (Erosheva et al., 2004) to model selectional preferences. By simultaneously inferring latent topics and topic distributions over relations, LDA-SP combines the benefits of previous approaches: like traditional class-based approaches, it produces human-interpretable classes describing each relation's preferences… CONTINUE READING

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