From sequential to parallel implementation of nlp using the actor model

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Abstract

The article focuses on presenting methods allowing easy parallelization of an existing, sequential Natural Language Processing (NLP) application within a multi-core system. The actor-based solution implemented with the Akka framework has been applied and compared to an application based on Task Parallel Library (TPL) and to the original sequential application. Architectures, data and control flows are described along with execution times for an application analyzing an online dictionary of foreign words and phrases.

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Zielonka, M., Kuchta, J., & Czarnul, P. (2019). From sequential to parallel implementation of nlp using the actor model. In Advances in Intelligent Systems and Computing (Vol. 852, pp. 156–165). Springer Verlag. https://doi.org/10.1007/978-3-319-99981-4_15

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