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Lambda Dependency-Based Compositional Semantics

arXiv 1309.4408 ↗First posted 17 Sep 2013cs.AIcited by 26

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Abstract (arXiv)

This short note presents a new formal language, lambda dependency-based compositional semantics (lambda DCS) for representing logical forms in semantic parsing. By eliminating variables and making existential quantification implicit, lambda DCS logical forms are generally more compact than those in lambda calculus.

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Sep 2013.

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Citing papers per year: 2021: 9; 2022: 7; 2023: 4; 2024: 3; 2025: 1; 2026: 2.

26 papers.

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  1. 2021RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answeringcited by 86
  2. 2024What Are Tools Anyway? A Survey from the Language Model Perspectivecited by 53
  3. 2021Improving Compositional Generalization with Latent Structure and Data Augmentationcited by 46
  4. 2021Program Transfer for Answering Complex Questions over Knowledge Basescited by 34
  5. 2022XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic Parsingcited by 32
  6. 2022Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Databasecited by 16
  7. 2022GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representationcited by 13
  8. 2023Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answeringcited by 11
  9. 2021Grounded Graph Decoding Improves Compositional Generalization in Question Answeringcited by 6
  10. 2022QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge Graphscited by 5
  11. 2023Learning Language Representations with Logical Inductive Biascited by 5
  12. 2024How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answeringcited by 5
14 more
  1. 2021PeCoQ: A Dataset for Persian Complex Question Answering over Knowledge Graphcited by 4
  2. 2021One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasetscited by 3
  3. 2022Join-Chain Network: A Logical Reasoning View of the Multi-head Attention in Transformercited by 2
  4. 2021Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interactioncited by 1
  5. 2021Knowledge Graph Question Answering via SPARQL Silhouette Generationcited by 1
  6. 2023Towards Zero-Shot Functional Compositionality of Language Modelscited by 1
  7. 2024Semantic Parsing with Candidate Expressions for Knowledge Base Question Answeringcited by 1
  8. 2021A Knowledge-based Approach for Answering Complex Questions in Persiancited by 0
  9. 2022Better Query Graph Selection for Knowledge Base Question Answeringcited by 0
  10. 2022A Method of Query Graph Reranking for Knowledge Base Question Answeringcited by 0
  11. 2023Semantic Parsing in Limited Resource Conditionscited by 0
  12. 2025GEMMA-SQL: A Novel Text-to-SQL Model Based on Large Language Modelscited by 0
  13. 2026Which bird does not have wings: Negative-constrained KGQA with Schema-guided Semantic Matching and Self-directed Refinementcited by 0
  14. 2026Anatomy of a Query: W5H Dimensions and FAR Patterns for Text-to-SQL Evaluationcited by 0