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--- nlp:semantic_representations [2022/10/05 16:11] – jmflanig
+++ nlp:semantic_representations [2025/03/20 01:48] (current) – [Overviews] jmflanig
@@ Line 1: / Line 1: @@
 ====== Semantic Representations ======
-==== Overviews ====
+===== Overviews =====
-  * [[https://web.stanford.edu/~jurafsky/slp3/15.pdf|S&LP Ch 15 - Logical Representations of Sentence Meaning]]
+  * [[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) ====
@@ Line 26: / Line 29: @@
     * [[https://www.clsp.jhu.edu/wp-content/uploads/2015/10/semantic-parsing-percy-liang.pdf|Liang 2014 - JSALT Seminar]]
-===== Universal Conceptual Cognitive Annotation (UCCA) =====
+==== Universal Conceptual Cognitive Annotation (UCCA) ====
-Website: [[https://universalconceptualcognitiveannotation.github.io/]]
+[[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]]
-===== Comparisions of Meaning Representations =====
+==== 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]]