This paper presents a novel algorithm for Word Sense Disambiguation (WSD) based on Quantum Probability Theory. The Quantum WSD algorithm requires concepts representations as vectors in the complex domain and thus we have developed a technique for computing complex word and sentence embeddings based on the Paragraph Vectors algorithm. Despite the proposed method is quite simple and that it does not require long training phases, when it is evaluated on a standardized benchmark for this task it exhibits state-of-the-art (SOTA) performances.

Tamburini Fabio (2019). A Quantum-Like Approach to Word Sense Disambiguation. Shoumen : INCOMA Ltd. [10.26615/978-954-452-056-4_135].

A Quantum-Like Approach to Word Sense Disambiguation

Tamburini Fabio
2019

Abstract

This paper presents a novel algorithm for Word Sense Disambiguation (WSD) based on Quantum Probability Theory. The Quantum WSD algorithm requires concepts representations as vectors in the complex domain and thus we have developed a technique for computing complex word and sentence embeddings based on the Paragraph Vectors algorithm. Despite the proposed method is quite simple and that it does not require long training phases, when it is evaluated on a standardized benchmark for this task it exhibits state-of-the-art (SOTA) performances.
2019
Proceedings of the International Conference Recent Advances in Natural Language Processing - RANLP 2019. Natural Language Processing in a Deep Learning World
1176
1185
Tamburini Fabio (2019). A Quantum-Like Approach to Word Sense Disambiguation. Shoumen : INCOMA Ltd. [10.26615/978-954-452-056-4_135].
Tamburini Fabio
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/729601
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