The comparison of local context collection systems and methods

N. G. Vorobiev; Y. N. Philippovich; E. A. Pshehotskaya; A. Y. Philippovich

doi:10.1117/12.3025183

20 February 2024 The comparison of local context collection systems and methods

N. G. Vorobiev, Y. N. Philippovich, E. A. Pshehotskaya, A. Y. Philippovich

Proceedings Volume 13065, Third International Conference on Optics, Computer Applications, and Materials Science (CMSD-III 2023); 1306514 (2024) https://doi.org/10.1117/12.3025183
Event: Third International Conference on Optics, Computer Applications, and Materials Science (CMSD-III 2023), 2023, Dushanbe, Tajikistan

Abstract

The aim of this study is to evaluate the methods of autonomous collection and use of local contexts for selecting a response option by an intelligent system in the process of dialog interaction. The author analyzes the methods of designing interactive intelligent systems and identifies the main technologies used to implement mechanisms for recognizing user requests and selecting response options. The following research methods were used: technical documentation, scientific papers, conference materials and methodological manuals. The current methods of collecting local contexts used in the most successful projects are analyzed. Methods of encoding text words for software processing are analyzed. Methods of measuring the quality of data collected in this way are analyzed. The result of the work is a presentation of the studied methods for collecting, preserving, and evaluating local contexts. A scheme for data exchange between modules that implement this functionality is also proposed. The results of the work can be used to create a system that combines these methods to improve the quality of dialog interaction and implement self-regulation based on evaluating the power of collected thesaurus. It is shown how it is possible to obtain all the data necessary for the correct functioning of each of the methods within a single algorithm. A comparative analysis of the complexity and effectiveness of individual methods for collecting local contexts and the proposed integrated system is made. The data collected in this way preserves logical connections with the texts that surround them and can be effectively used both for linguistic research aimed at studying the unique features of the use of words in various fields of activity, and for improving the quality of the choice of responses of dialog interaction systems.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

N. G. Vorobiev, Y. N. Philippovich, E. A. Pshehotskaya, and A. Y. Philippovich "The comparison of local context collection systems and methods", Proc. SPIE 13065, Third International Conference on Optics, Computer Applications, and Materials Science (CMSD-III 2023), 1306514 (20 February 2024); https://doi.org/10.1117/12.3025183

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Education and training

Databases

Analytical research

Associative arrays

Intelligence systems

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