Section outline

  • April 12th, Friday (10:30-12:30)

    Neural part-of-speech tagging

    • Local search
    • Fixed-window neural model
    • Recurrent neural model
    • Recurrent bidirectional model
    • Global search
    • Learnable transition features
    • LSTM-CRF model

    Sequence labelling

    • Named entity recognition (NER)
    • BIO labeling
    • NER evaluation
    • Other sequence labelling tasks

    References

    • Jurafsky and Martin, chapter 8
    • Eisenstein, section 7.6.1