Table of Contents
Semantic Representations
Overviews
Representations
Abstract Meaning Representation (AMR)
Combinatory Categorial Grammar (CCG)
Lambda Dependency-Based Compositional Semantics (Lambda-DCS)
Universal Conceptual Cognitive Annotation (UCCA)
Programs as Semantic Representations
Comparisions of Meaning Representations
Evaluation
Related Pages
Semantic Representations
Overviews
S&LP Appendix F - Logical Representations of Sentence Meaning
Sadeddine et al 2024 - A Survey of Meaning Representations – From Theory to Practical Utility
Representations
Abstract Meaning Representation (AMR)
See
Abstract Meaning Representation
.
Combinatory Categorial Grammar (CCG)
Overviews
Steedman 1996 - A Very Short Introduction to CCG
ACL Wiki - Combinatory Categorial Grammar
Combinatory Categorial Grammar
Wikipedia - Combinatory Categorial Grammar
Tutorials and Slides
Yoav Artzi - Semantic Parsing with Combinatory Categorial Grammars
Combinatory Categorial Grammar (CCG)
Lambda Dependency-Based Compositional Semantics (Lambda-DCS)
Overviews
Liang 2013 - Lambda Dependency-Based Compositional Semantics
(The paper that introduced it)
Papers
Liang 2016 - Learning Executable Semantic Parsers for Natural Language Understanding
Pasupat 2016 - Inferring Logical Forms From Denotations
Tutorials and Slides
Liang 2014 - JSALT Seminar
Universal Conceptual Cognitive Annotation (UCCA)
Website
Abend & Rappoport 2013 - Universal Conceptual Cognitive Annotation (UCCA)
Prange et al 2019 - Semantically Constrained Multilayer Annotation: The Case of Coreference
Programs as Semantic Representations
Overviews
Yang et al 2024 - If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents
Cheng et al 2022 - Binding Language Models in Symbolic Languages
Khattab et al 2022 - Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP
Pan et al 2023 - Fact-Checking Complex Claims with Program-Guided Reasoning
Puerto et al 2024 - Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs
Comparisions of Meaning Representations
Abend & Rappoport 2017 - The State of the Art in Semantic Representation
Guo et al 2020 - Benchmarking Meaning Representations in Neural Semantic Parsing
Evaluation
van Noord et al 2018 - Evaluating Scoped Meaning Representations
Related Pages
Semantic Dependencies
Semantic Parsing