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Prikladnaya Diskretnaya Matematika, 2023, Number 59, Pages 111–127
DOI: https://doi.org/10.17223/20710410/59/7
(Mi pdm797)
 

Mathematical Backgrounds of Intelligent Systems

A generalized dialogue graph construction and visualization based on a corpus of dialogues

P. D. Shtykov, A. G. Dyakonov

Lomonosov Moscow State University, Moscow, Russia
References:
Abstract: A definition of a generalized dialogue graph is proposed to describe the structure of a dialogue in terms of a corpus of homogeneous dialogues. The task of constructing such a graph is relevant in modern conversational artificial intelligence, however, there are few works with meaningful results, often a complete description of the algorithms is not given and the code with the implementation is not published. In the paper, a method for constructing a generalized dialogue graph is proposed, which is implemented in the Python programming language and made publicly available. Experiments were carried out on open data and the results were described.
Keywords: dialogue system, NLP, graph, dialogue graph, clustering, embeddings.
Document Type: Article
UDC: 519.7
Language: Russian
Citation: P. D. Shtykov, A. G. Dyakonov, “A generalized dialogue graph construction and visualization based on a corpus of dialogues”, Prikl. Diskr. Mat., 2023, no. 59, 111–127
Citation in format AMSBIB
\Bibitem{ShtDya23}
\by P.~D.~Shtykov, A.~G.~Dyakonov
\paper A generalized dialogue graph construction and~visualization based on a corpus of dialogues
\jour Prikl. Diskr. Mat.
\yr 2023
\issue 59
\pages 111--127
\mathnet{http://mi.mathnet.ru/pdm797}
\crossref{https://doi.org/10.17223/20710410/59/7}
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