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Categorical Vector Space Semantics for Lambek Calculus with a Relevant Modality

McPheat, Lachlan; Sadrzadeh, Mehrnoosh; Wazni, Hadi; Wijnholds, Gijs; (2023) Categorical Vector Space Semantics for Lambek Calculus with a Relevant Modality. Compositionality , 5 , Article 2. 10.32408/compositionality-5-2. Green open access

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Abstract

We develop a categorical compositional distributional semantics for Lambek Calculus with a Relevant Modality !L*, a modality that allows for the use of limited editions of contraction and permutation in the logic. Lambek Calculus has been introduced to analyse syntax of natural language and the linguistic motivation behind this modality is to extend the domain of the applicability of the calculus to fragments which witness the discontinuity phenomena. The categorical part of the semantics is a monoidal biclosed category with a !-functor, very similar to the structure of a Differential Category. We instantiate this category to finite dimensional vector spaces and linear maps via "quantisation" functors and work with three concrete interpretations of the !-functor. We apply the model to construct categorical and concrete semantic interpretations for the motivating example of !L*: the derivation of a phrase with a parasitic gap. The efficacy of the concrete interpretations are evaluated via a disambiguation task, on an extension of a sentence disambiguation dataset to parasitic gap phrase one, using BERT, Word2Vec, and FastText vectors and relational tensors.

Type: Article
Title: Categorical Vector Space Semantics for Lambek Calculus with a Relevant Modality
Open access status: An open access version is available from UCL Discovery
DOI: 10.32408/compositionality-5-2
Publisher version: https://doi.org/10.32408/compositionality-5-2
Language: English
Additional information: © The Authors 2023. This Paper is published in Compositionality under the Creative Commons Attribution 4.0 International (CC BY 4.0) license (https://creativecommons.org/licenses/by/4.0/).
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/10173818
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