Analysis 3 - Syntactic Parsing 2 (10/21/2021)
Content:
- Dependency parsing algorithms
- Feature structures
- Subcategorization frames
- Semantic roles
- PropBank and FrameNet
- Required Reading: Dependency Parsing Jurafsky and Martin Chapter 14
- Required Reading: Features and Unification Jurafsky and Martin v2 Chapter 15, through 15.3
- Required Reading: Constituency Grammar Jurafsky and Martin Chapter 12.3.4
- Required Reading: Semantic Role Labeling Jurafsky and Martin Chapter 19, through 19.5
- Reference: Eisner Algorithm (Eisner 1996)
- Reference: Large-margin Training of Parsers (McDonald et al. 2005)
- Reference: Spanning-tree Algorithms (McDonald et al. 2005)
- Reference: Shift-reduce Parsing (Yamada and Matsumoto 2003)
- Reference: Shift-reduce Parsing (Nivre 2003)
- Reference: Feature Engineering for Parsing (Zhang and Nivre 2011)
- Reference: Feed-forward Dependency Parsing (Chen and Manning 2014)
- Reference: Graph-based Parsing w/ Neural Nets (Pei et al. 2015)
- Reference: Stack LSTM Dependency Parsing (Dyer et al. 2015)
- Reference: Easy-first Neural Parsing (Kiperwasser and Goldberg 2016)
- Reference: BiLSTM Features for Graph-based Parsing (Kiperwasser and Goldberg 2016)
- Reference: Deep Bi-affine Attention (Dozat and Manning 2017)
Slides: Syntactic Parsing 2 Slides
Slides: Dependency Parsing Slides