Lecture 13: 9 Nov.
Neural LMs, Recurrent networks, Sequence labeling, Information Extraction, Named-Entity Recognition, Evaluation
Slides
Recording
Mandatory readings
Jurafsky and Martin, Speech and Language Processing, 3. ed. (edition of Oct. 2019)
- Ch. 7, "Neural networks
- Section 7.5 Neural Language Models
- Ch. 9, "Sequence Processing with recurrent Networks"
- Sections 9.0-9.2
- Ch. 17, "Information extraction"
- Section 17.1, "Named Entity Recognition"
- Ch. 4, sec. 4.7 "Evaluation: Precision, Recall, F-measure"
Group session: Tuesday 10 Nov