Interacting Conceptual Spaces I : Grammatical Composition of Concepts
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Abstract (arXiv)
The categorical compositional approach to meaning has been successfully applied in natural language processing, outperforming other models in mainstream empirical language processing tasks. We show how this approach can be generalized to conceptual space models of cognition. In order to do this, first we introduce the category of convex relations as a new setting for categorical compositional semantics, emphasizing the convex structure important to conceptual space applications. We then show how to construct conceptual spaces for various types such as nouns, adjectives and verbs. Finally we show by means of examples how concepts can be systematically combined to establish the meanings of composite phrases from the meanings of their constituent parts. This provides the mathematical underpinnings of a new compositional approach to cognition.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Mar 2017.
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Citing papers per year: 2021: 7; 2022: 1; 2023: 4; 2024: 1.
13 papers.
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- 2021Compositionality as we see it, everywhere around uscited by 11
- 2021Conversational Negation using Worldly Context in Compositional Distributional Semanticscited by 9
- 2021Composing Conversational Negationcited by 7
- 2023Distilling Text into Circuitscited by 7
- 2021How to make qubits speakcited by 5
- 2021Talking Space: inference from spatial linguistic meaningscited by 4
- 2021A Categorical Semantics of Fuzzy Concepts in Conceptual Spacescited by 4
- 2022The Conceptual VAEcited by 3
- 2023From Conceptual Spaces to Quantum Concepts: Formalising and Learning Structured Conceptual Modelscited by 3
- 2023An algebraic approach to translating Japanesecited by 1
- 2021Taking Cognition Seriously: A generalised physics of cognitioncited by 0
- 2023Formalising and Learning a Quantum Model of Conceptscited by 0
- 2024Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMs30 Jan 2024
- 2023From Conceptual Spaces to Quantum Concepts: Formalising and Learning Structured Conceptual Models6 Nov 2023
- 2023An algebraic approach to translating Japanese10 Mar 2023
- 2023Formalising and Learning a Quantum Model of Concepts7 Feb 2023
- 2023Distilling Text into Circuits25 Jan 2023
- 2022The Conceptual VAE21 Mar 2022
- 2021A Categorical Semantics of Fuzzy Concepts in Conceptual Spaces12 Oct 2021
- 2021Compositionality as we see it, everywhere around us11 Oct 2021
- 2021Talking Space: inference from spatial linguistic meanings14 Sep 2021
- 2021Taking Cognition Seriously: A generalised physics of cognition3 Aug 2021
- 2021Composing Conversational Negation14 Jul 2021
- 2021How to make qubits speak2 Jul 2021
- 2021Compositionality as we see it, everywhere around uscited by 11
- 2021Conversational Negation using Worldly Context in Compositional Distributional Semanticscited by 9
- 2021Composing Conversational Negationcited by 7
- 2023Distilling Text into Circuitscited by 7
- 2021How to make qubits speakcited by 5
- 2021Talking Space: inference from spatial linguistic meaningscited by 4
- 2021A Categorical Semantics of Fuzzy Concepts in Conceptual Spacescited by 4
- 2022The Conceptual VAEcited by 3
- 2023From Conceptual Spaces to Quantum Concepts: Formalising and Learning Structured Conceptual Modelscited by 3
- 2023An algebraic approach to translating Japanesecited by 1
- 2021Taking Cognition Seriously: A generalised physics of cognitioncited by 0
- 2023Formalising and Learning a Quantum Model of Conceptscited by 0
12 most cited of 13 All 13 (JSON)
- 2024Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMs30 Jan 2024
- 2023From Conceptual Spaces to Quantum Concepts: Formalising and Learning Structured Conceptual Models6 Nov 2023
- 2023An algebraic approach to translating Japanese10 Mar 2023
- 2023Formalising and Learning a Quantum Model of Concepts7 Feb 2023
- 2023Distilling Text into Circuits25 Jan 2023
- 2022The Conceptual VAE21 Mar 2022
- 2021A Categorical Semantics of Fuzzy Concepts in Conceptual Spaces12 Oct 2021
- 2021Compositionality as we see it, everywhere around us11 Oct 2021
- 2021Talking Space: inference from spatial linguistic meanings14 Sep 2021
- 2021Taking Cognition Seriously: A generalised physics of cognition3 Aug 2021
- 2021Composing Conversational Negation14 Jul 2021
- 2021How to make qubits speak2 Jul 2021
12 newest of 13 All 13 (JSON)