Relation measurement between semantic fields by metric approach.

The article considers a numerical research of approach for semantic metric between lexical units calculation. Received a set of statistical characteristics of the lexicographic semantic trees. Simplified representation of tree as a semantic field is proposed and operations for relation measurement between fields is described. This approach can be used for explainable language model creation for natural language processing tasks.

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Publication Details

Journal
Artificial Intelligence
Published
2024-09-30
DOI
https://doi.org/10.15407/jai2024.03.094
Primary Topic
Robotics and Automated Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Relation measurement between semantic fields by metric approach.

Mykyta Klymenko
Artificial Intelligence
Robotics and Automated Systems
article

Relation measurement between semantic fields by metric approach.

Mykyta Klymenko
article en

Abstract

The article considers a numerical research of approach for semantic metric between lexical units calculation. Received a set of statistical characteristics of the lexicographic semantic trees. Simplified representation of tree as a semantic field is proposed and operations for relation measurement between fields is described. This approach can be used for explainable language model creation for natural language processing tasks.

Artificial IntelligenceVol. 29(AI.2024.29(3))
Quality Education
Openalex Percentile: Top 78%
Robotics and Automated Systems
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Relation measurement between semantic fields by metric approach. — Mykyta Klymenko · Artificial Intelligence (2024) | TGRS Research Map | TGRS