Overview
Syllabus
Intro
Tree Structures of Syntax
Representations of Semantics
Meaning Representations
Example Special-purpose Representations
Example Query Tasks
A First Attempt: Sequence-to- sequence Models (Jia and Liang 2016)
A Better Attempt: Tree-based Parsing Models • Generate from top-down using hierarchical sequence- to-sequence model (Dong and Lapata 2016)
Meaning Representation Desiderata (Jurafsky and Martin 17.1)
First-order Logic
Abstract Meaning Representation (Banarescu et al. 2013)
Syntax-driven Semantic Parsing
CCG and CCG Parsing
Parsing to Graph Structures
Semantic Role Labeling (Gildea and Jurafsky 2002)
Neural Models for Semantic Role Labeling
Taught by
Graham Neubig