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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
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.
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
Linking options:
https://www.mathnet.ru/eng/pdm797 https://www.mathnet.ru/eng/pdm/y2023/i1/p111
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