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Near-Term Advances in Quantum Natural Language Processing
April 17, 2024, 4:46 a.m. | Dominic Widdows, Aaranya Alexander, Daiwei Zhu, Chase Zimmerman, Arunava Majumder
cs.CL updates on arXiv.org arxiv.org
Abstract: This paper describes experiments showing that some tasks in natural language processing (NLP) can already be performed using quantum computers, though so far only with small datasets.
We demonstrate various approaches to topic classification. The first uses an explicit word-based approach, in which word-topic scoring weights are implemented as fractional rotations of individual qubit, and a new phrase is classified based on the accumulation of these weights in a scoring qubit using entangling controlled-NOT gates. …
abstract advances arxiv classification computers cs.cl datasets language language processing natural natural language natural language processing near nlp paper processing quant-ph quantum quantum computers scoring small tasks type word
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