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Degrees of Entanglement and Contextuality in Quantum Natural Language Processing

Limbäck-Stokin, Tilen Gaetano; Lo, Kin Ian; Sadrzadeh, Mehrnoosh; (2025) Degrees of Entanglement and Contextuality in Quantum Natural Language Processing. UCL Department of Computer Science: London, UK. Green open access

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Abstract

This paper regards an interdisciplinary area of study between physics and linguistics, and uses a setting which has been dubbed Quantum Natural Language Processing (QNLP). So far in QNLP, the focus has been on variational quantum circuits (VQCs) and a succinct translation between linguistic structures and quantum circuits. We add two procedures to QNLP that connects its circuits to quantum resources. These are (i) the degree of entanglement of the semantic tensors, and (ii) the degree of contextuality of the quantum system. We experiment with a large dataset designed for a downstream language task: pronominal anaphora resolution and show that whenever there is information flow between a pronoun and a noun, the degrees of entanglement and contextuality of the corresponding circuits increase. This suggests that semantically informative linguistic relations, such as anaphors, are associated with measures of correlations in quantum systems. To our knowledge, this is a connection that has not been established before. The current paper relies on QNLP, which needs syntax to build VQCs. A desirable result would be finding a direct connection between semantic relations, beyond what is syntactically implied.

Type: Working / discussion paper
Title: Degrees of Entanglement and Contextuality in Quantum Natural Language Processing
Open access status: An open access version is available from UCL Discovery
Publisher version: https://www.ucl.ac.uk/engineering/computer-science
Language: English
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/10215605
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