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Quantum Language Processing ...
Wiebe, Nathan
;
Bocharov, Alex
;
Smolensky, Paul
;
Troyer, Matthias
;
Svore, Krysta M
. - : arXiv, 2019
Abstract:
We present a representation for linguistic structure that we call a Fock-space representation, which allows us to embed problems in language processing into small quantum devices. We further develop a formalism for understanding both classical as well as quantum linguistic problems and phrase them both as a Harmony optimization problem that can be solved on a quantum computer which we show is related to classifying vectors using quantum Boltzmann machines. We further provide a new training method for learning quantum Harmony operators that describe a language. This also provides a new algorithm for training quantum Boltzmann machines that requires no approximations and works in the presence of hidden units. We additionally show that quantum language processing is BQP-complete, meaning that it is polynomially equivalent to the circuit model of quantum computing which implies that quantum language models are richer than classical models unless BPP=BQP. It also implies that, under certain circumstances, quantum ...
Keyword:
FOS Physical sciences
;
Quantum Physics quant-ph
URL:
https://arxiv.org/abs/1902.05162
https://dx.doi.org/10.48550/arxiv.1902.05162
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