====== Semantic Representations ======

===== Overviews =====
  * [[https://web.stanford.edu/~jurafsky/slp3/F.pdf|S&LP Appendix F - Logical Representations of Sentence Meaning]]
  * [[https://aclanthology.org/2024.naacl-long.159.pdf|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
    * [[https://www.inf.ed.ac.uk/teaching/courses/nlg/readings/ccgintro.pdf|Steedman 1996 - A Very Short Introduction to CCG]]
    * [[https://aclweb.org/aclwiki/Combinatory_Categorial_Grammar|ACL Wiki - Combinatory Categorial Grammar]]
    * [[https://handwiki.org/wiki/Combinatory_categorial_grammar|Combinatory Categorial Grammar]]
    * [[https://en.wikipedia.org/wiki/Combinatory_categorial_grammar|Wikipedia - Combinatory Categorial Grammar]]
  * Tutorials and Slides
    * [[https://yoavartzi.com/tutorial/|Yoav Artzi - Semantic Parsing with Combinatory Categorial Grammars]]
    * [[http://www.cs.cmu.edu/afs/cs/user/tbergkir/www/11711fa17/Combinatory%20Categorial%20Grammar%20(CCG).pdf|Combinatory Categorial Grammar (CCG)]]

==== Lambda Dependency-Based Compositional Semantics (Lambda-DCS) ====
  * Overviews
    * [[https://arxiv.org/pdf/1309.4408.pdf|Liang 2013 - Lambda Dependency-Based Compositional Semantics]] (The paper that introduced it)
  * Papers
    * [[https://arxiv.org/pdf/1603.06677.pdf|Liang 2016 - Learning Executable Semantic Parsers for Natural Language Understanding]]
    * [[https://arxiv.org/pdf/1606.06900.pdf|Pasupat 2016 - Inferring Logical Forms From Denotations]]
  * Tutorials and Slides
    * [[https://www.clsp.jhu.edu/wp-content/uploads/2015/10/semantic-parsing-percy-liang.pdf|Liang 2014 - JSALT Seminar]]

==== Universal Conceptual Cognitive Annotation (UCCA) ====
[[https://universalconceptualcognitiveannotation.github.io/|Website]]

  * [[https://aclanthology.org/P13-1023.pdf|Abend & Rappoport 2013 - Universal Conceptual Cognitive Annotation (UCCA)]]
  * [[https://aclanthology.org/W19-3319.pdf|Prange et al 2019 - Semantically Constrained Multilayer Annotation: The Case of Coreference]]

==== Programs as Semantic Representations ====
  * **Overviews**
    * [[https://arxiv.org/pdf/2401.00812|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]]
  * [[https://arxiv.org/pdf/2210.02875|Cheng et al 2022 - Binding Language Models in Symbolic Languages]]
  * [[https://arxiv.org/pdf/2212.14024|Khattab et al 2022 - Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP]]
  * [[https://arxiv.org/pdf/2305.12744|Pan et al 2023 - Fact-Checking Complex Claims with Program-Guided Reasoning]]
  * [[https://arxiv.org/pdf/2401.10065|Puerto et al 2024 - Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs]]

==== Comparisions of Meaning Representations ====
  * [[https://www.aclweb.org/anthology/P17-1008.pdf|Abend & Rappoport 2017 - The State of the Art in Semantic Representation]]
  * [[https://www.aclweb.org/anthology/2020.emnlp-main.118.pdf|Guo et al 2020 - Benchmarking Meaning Representations in Neural Semantic Parsing]]

===== Evaluation =====
  * [[https://www.aclweb.org/anthology/L18-1267.pdf|van Noord et al 2018 - Evaluating Scoped Meaning Representations]]


===== Related Pages =====
  * [[Semantic Dependencies]]
  * [[Semantic Parsing]]