Quantum Natural Language Processing based Sentiment Analysis using lambeq Toolkit
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Abstract (arXiv)
Sentiment classification is one the best use case of classical natural language processing (NLP) where we can witness its power in various daily life domains such as banking, business and marketing industry. We already know how classical AI and machine learning can change and improve technology. Quantum natural language processing (QNLP) is a young and gradually emerging technology which has the potential to provide quantum advantage for NLP tasks. In this paper we show the first application of QNLP for sentiment analysis and achieve perfect test set accuracy for three different kinds of simulations and a decent accuracy for experiments ran on a noisy quantum device. We utilize the lambeq QNLP toolkit and t|ket> by Cambridge Quantum (Quantinuum) to bring out the results.
Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 8 of its 13 references that are in the map. First posted on arXiv 30 May 2023.
Builds on
8 of 13 references.
References · 8
- 2018Supervised learning with quantum enhanced feature spacescited by 665
- 2021QNLP in Practice: Running Compositional Models of Meaning on a Quantum Computercited by 67
- 2020Foundations for Near-Term Quantum Natural Language Processingcited by 51
- 2021lambeq: An Efficient High-Level Python Library for Quantum NLPcited by 44
- 2016Quantum Algorithms for Compositional Natural Language Processingcited by 24
- 2017A* CCG Parsing with a Supertag and Dependency Factored Modelcited by 22
- 2021A CCG-Based Version of the DisCoCat Frameworkcited by 16
- 2021A Quantum Natural Language Processing Approach to Musical Intelligencecited by 11
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Citing papers per year: 2023: 1; 2024: 1; 2025: 1.
3 papers.
- 2025Quantum Natural Language Processing: A Comprehensive Review of Models, Methods, and Applications14 Apr 2025
- 2024SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems17 Dec 2024
- 2023Hybrid Quantum-Classical Machine Learning for Sentiment Analysis8 Oct 2023