A generalized dialogue graph construction and~visualization based on a corpus of dialogues
Prikladnaâ diskretnaâ matematika, no. 1 (2023), pp. 111-127
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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.
Mots-clés :
dialogue system, NLP, dialogue graph
Keywords: graph, clustering, embeddings.
Keywords: graph, clustering, embeddings.
@article{PDM_2023_1_a6,
author = {P. D. Shtykov and A. G. Dyakonov},
title = {A generalized dialogue graph construction and~visualization based on a corpus of dialogues},
journal = {Prikladna\^a diskretna\^a matematika},
pages = {111--127},
publisher = {mathdoc},
number = {1},
year = {2023},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/PDM_2023_1_a6/}
}
TY - JOUR AU - P. D. Shtykov AU - A. G. Dyakonov TI - A generalized dialogue graph construction and~visualization based on a corpus of dialogues JO - Prikladnaâ diskretnaâ matematika PY - 2023 SP - 111 EP - 127 IS - 1 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/PDM_2023_1_a6/ LA - ru ID - PDM_2023_1_a6 ER -
P. D. Shtykov; A. G. Dyakonov. A generalized dialogue graph construction and~visualization based on a corpus of dialogues. Prikladnaâ diskretnaâ matematika, no. 1 (2023), pp. 111-127. http://geodesic.mathdoc.fr/item/PDM_2023_1_a6/