Analysis 2 - Syntactic Parsing 1 (11/8/2022)
Content:
- Parts of Speech (POS)
- Phrase-structure and dependency syntax
- Phrase-structure parsing algorithms
- Required Reading: Parts of Speech Jurafsky and Martin Chapter 8, through 8.2
- Required Reading: Constituency Grammar Jurafsky and Martin Chapter 12, through 12.5
- Required Reading: Constituency Parsing Jurafsky and Martin Chapter 13, through 13.2, plus 13.4
- Required Reading: Statistical Constituency Parsing Jurafsky and Martin Appendix C
- Recommended Reading: Language and Complexity Jurafsky and Martin v2, Chapter 16
- Reference: Compound Probabilistic Context-Free Grammars for Grammar Induction (Kim, Yoon, et al. 2019)
- Reference: The return of lexical dependencies: Neural lexicalized PCFGs (Zhu, Hao, et al. 2020)
- Reference: Dependency Induction Through the Lens of Visual Perception (Su, Ruisi, et al. 2021)
- Reference: Neural Language Modeling by Jointly Learning Syntax and Lexicon (Shen, Yikang, et al. 2018)
- Reference: Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks (Shen, Yikang, et al. 2018)
Slides (from 2021): Syntactic Parsing 1 Slides
Slides (from 2021): Grammar Induction Slides