Analysis 4 - Semantics 2 and Discourse (11/2/2023)
Content:
- Parsing to general purpose semantic representations
- Discourse coherence
- Pragmatics
- Reference resolution
- Required Reading: Computational Semantics Jurafsky and Martin v2, Chapter 18, up to section 18.3.1
- Required Reading: Jurafsky and Martin v3, Chapter 21 "Coreference Resolution"
- Required Reading: Jurafsky and Martin v3, Chapter 22 "Discourse Coherence"
- Reference: Pragmatics (Levinson)
- Reference: Learning to parse database queries using inductive logic programming
- Reference: Language to Logical Form with Neural Attention
- Reference: Yale Semantic Parsing and Text-to-SQL Challenge
- Reference: TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation
- Reference: Evaluating Large Language Models Trained on Code
Slides: Semantics 2 and Discourse Slides