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The Dawn of Quantum Natural Language Processing

Computation and Language 2021-10-15 v1 Artificial Intelligence Computer Vision and Pattern Recognition Machine Learning Quantum Physics

Abstract

In this paper, we discuss the initial attempts at boosting understanding human language based on deep-learning models with quantum computing. We successfully train a quantum-enhanced Long Short-Term Memory network to perform the parts-of-speech tagging task via numerical simulations. Moreover, a quantum-enhanced Transformer is proposed to perform the sentiment analysis based on the existing dataset.

Keywords

Cite

@article{arxiv.2110.06510,
  title  = {The Dawn of Quantum Natural Language Processing},
  author = {Riccardo Di Sipio and Jia-Hong Huang and Samuel Yen-Chi Chen and Stefano Mangini and Marcel Worring},
  journal= {arXiv preprint arXiv:2110.06510},
  year   = {2021}
}
R2 v1 2026-06-24T06:51:00.916Z