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arXiv:2110.06510cs.CL

The Dawn of Quantum Natural Language Processing

Riccardo Di Sipio, Jia-Hong Huang, Samuel Yen-Chi Chen, Stefano Mangini, Marcel Worring

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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.

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Subjects
cs.CLComputation and Language cs.AIArtificial Intelligence cs.CVComputer Vision and Pattern Recognition cs.LGMachine Learning quant-phQuantum Physics

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