(Re)construing Meaning in NLP
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Abstract (arXiv)
Human speakers have an extensive toolkit of ways to express themselves. In this paper, we engage with an idea largely absent from discussions of meaning in natural language understanding--namely, that the way something is expressed reflects different ways of conceptualizing or construing the information being conveyed. We first define this phenomenon more precisely, drawing on considerable prior work in theoretical cognitive semantics and psycholinguistics. We then survey some dimensions of construed meaning and show how insights from construal could inform theoretical and practical work in NLP.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 May 2020.
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Citing papers per year: 2021: 3; 2022: 4; 2023: 7; 2024: 0; 2025: 1; 2026: 1.
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- 2023A Discerning Several Thousand Judgments: GPT-3 Rates the Article + Adjective + Numeral + Noun Constructioncited by 22
- 2023A Method for Studying Semantic Construal in Grammatical Constructions with Interpretable Contextual Embedding Spacescited by 13
- 2021RAW-C: Relatedness of Ambiguous Words--in Context (A New Lexical Resource for English)cited by 10
- 2021Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modelingcited by 10
- 2022What company do words keep? Revisiting the distributional semantics of J.R. Firth & Zellig Harriscited by 8
- 2023Semantic and Expressive Variation in Image Captions Across Languagescited by 8
- 2022A Kind Introduction to Lexical and Grammatical Aspect, with a Survey of Computational Approachescited by 5
- 2021Linguistic Characterization of Divisive Topics Online: Case Studies on Contentiousness in Abortion, Climate Change, and Gun Controlcited by 4
- 2022Contextualized Sensorimotor Norms: multi-dimensional measures of sensorimotor strength for ambiguous English words, in contextcited by 3
- 2023Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Modelscited by 2
- 2023FAMuS: Frames Across Multiple Sourcescited by 2
- 2022Frame Shift Predictioncited by 0
4 more
- 2023Empirical Sufficiency Lower Bounds for Language Modeling with Locally-Bootstrapped Semantic Structurescited by 0
- 2023On General Language Understandingcited by 0
- 2025Evaluating the Impact of LLM-Assisted Annotation in a Perspectivized Setting: the Case of FrameNet Annotationcited by 0
- 2026A Semiotics-Aware Framework for Evaluating Fidelity and Coverage in Natural Language Generationcited by 0
- 2026A Semiotics-Aware Framework for Evaluating Fidelity and Coverage in Natural Language Generation22 Sep 2026
- 2025Evaluating the Impact of LLM-Assisted Annotation in a Perspectivized Setting: the Case of FrameNet Annotation29 Oct 2025
- 2023FAMuS: Frames Across Multiple Sources9 Nov 2023
- 2023On General Language Understanding27 Oct 2023
- 2023Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Models24 Oct 2023
- 2023Semantic and Expressive Variation in Image Captions Across Languages22 Oct 2023
- 2023Empirical Sufficiency Lower Bounds for Language Modeling with Locally-Bootstrapped Semantic Structures30 May 2023
- 2023A Method for Studying Semantic Construal in Grammatical Constructions with Interpretable Contextual Embedding Spaces29 May 2023
- 2023A Discerning Several Thousand Judgments: GPT-3 Rates the Article + Adjective + Numeral + Noun Construction29 Jan 2023
- 2022A Kind Introduction to Lexical and Grammatical Aspect, with a Survey of Computational Approaches18 Aug 2022
- 2022What company do words keep? Revisiting the distributional semantics of J.R. Firth & Zellig Harris16 May 2022
- 2022Contextualized Sensorimotor Norms: multi-dimensional measures of sensorimotor strength for ambiguous English words, in context10 Mar 2022
4 more
- 2022Frame Shift Prediction5 Jan 2022
- 2021Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling15 Dec 2021
- 2021Linguistic Characterization of Divisive Topics Online: Case Studies on Contentiousness in Abortion, Climate Change, and Gun Control30 Aug 2021
- 2021RAW-C: Relatedness of Ambiguous Words--in Context (A New Lexical Resource for English)27 May 2021
- 2023A Discerning Several Thousand Judgments: GPT-3 Rates the Article + Adjective + Numeral + Noun Constructioncited by 22
- 2023A Method for Studying Semantic Construal in Grammatical Constructions with Interpretable Contextual Embedding Spacescited by 13
- 2021RAW-C: Relatedness of Ambiguous Words--in Context (A New Lexical Resource for English)cited by 10
- 2021Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modelingcited by 10
- 2022What company do words keep? Revisiting the distributional semantics of J.R. Firth & Zellig Harriscited by 8
- 2023Semantic and Expressive Variation in Image Captions Across Languagescited by 8
- 2022A Kind Introduction to Lexical and Grammatical Aspect, with a Survey of Computational Approachescited by 5
- 2021Linguistic Characterization of Divisive Topics Online: Case Studies on Contentiousness in Abortion, Climate Change, and Gun Controlcited by 4
- 2022Contextualized Sensorimotor Norms: multi-dimensional measures of sensorimotor strength for ambiguous English words, in contextcited by 3
- 2023Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Modelscited by 2
- 2023FAMuS: Frames Across Multiple Sourcescited by 2
- 2022Frame Shift Predictioncited by 0
12 most cited of 15 All 15 (JSON)
- 2026A Semiotics-Aware Framework for Evaluating Fidelity and Coverage in Natural Language Generation22 Sep 2026
- 2025Evaluating the Impact of LLM-Assisted Annotation in a Perspectivized Setting: the Case of FrameNet Annotation29 Oct 2025
- 2023FAMuS: Frames Across Multiple Sources9 Nov 2023
- 2023On General Language Understanding27 Oct 2023
- 2023Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Models24 Oct 2023
- 2023Semantic and Expressive Variation in Image Captions Across Languages22 Oct 2023
- 2023A Method for Studying Semantic Construal in Grammatical Constructions with Interpretable Contextual Embedding Spaces29 May 2023
- 2023A Discerning Several Thousand Judgments: GPT-3 Rates the Article + Adjective + Numeral + Noun Construction29 Jan 2023
- 2022A Kind Introduction to Lexical and Grammatical Aspect, with a Survey of Computational Approaches18 Aug 2022
- 2022What company do words keep? Revisiting the distributional semantics of J.R. Firth & Zellig Harris16 May 2022
- 2022Contextualized Sensorimotor Norms: multi-dimensional measures of sensorimotor strength for ambiguous English words, in context10 Mar 2022
- 2022Frame Shift Prediction5 Jan 2022
12 newest of 15 All 15 (JSON)