Online Entropy-Based Model of Lexical Category Acquisition

@inproceedings{Chrupala2010OnlineEM,
  title={Online Entropy-Based Model of Lexical Category Acquisition},
  author={Grzegorz Chrupala and Afra Alishahi},
  booktitle={CoNLL},
  year={2010}
}
Children learn a robust representation of lexical categories at a young age. We propose an incremental model of this process which efficiently groups words into lexical categories based on their local context using an information-theoretic criterion. We train our model on a corpus of childdirected speech from CHILDES and show that the model learns a fine-grained set of intuitive word categories. Furthermore, we propose a novel evaluation approach by comparing the efficiency of our induced… CONTINUE READING

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