The Dawn of Quantum Natural Language Processing

The Dawn of Quantum Natural Language Processing

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 qua...

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Veröffentlicht in:arXiv.org 2021-10
Hauptverfasser: Riccardo Di Sipio, Jia-Hong, Huang, Samuel Yen-Chi Chen, Mangini, Stefano, Worring, Marcel
Format: Artikel
Sprache:eng
Schlagworte:
Data mining
Mathematical models
Natural language processing
Quantum computing
Sentiment analysis
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Zusammenfassung: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.
ISSN:2331-8422