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.
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}
}