Structure of the Elementary Subtraction Skill within 20, Verified via Conversational AI Models (Data Array of a Pedagogical Experiment in 4th Grades, 1993–1995)

The publication describes the structure of the elementary subtraction skill within 20, verified using large conversational models (LLMs). The presented dataset reflects the state of fourth-graders' skills during the experiment period (1993–1995); however, the author's long-term observations indicate a fairly stable preservation of its structure under modern conditions. The work demonstrates the applied potential of neural network technologies in pedagogical measurements and statistical data processing.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-29
DOI
https://doi.org/10.5281/zenodo.23771888
Primary Topic
Cognitive and developmental aspects of mathematical skills
Type
article
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article

Structure of the Elementary Subtraction Skill within 20, Verified via Conversational AI Models (Data Array of a Pedagogical Experiment in 4th Grades, 1993–1995)

Victor Arkadyevich Guskov
Zenodo (CERN European Organization for Nuclear Research)
Cognitive and developmental aspects of mathematical skills
article

Structure of the Elementary Subtraction Skill within 20, Verified via Conversational AI Models (Data Array of a Pedagogical Experiment in 4th Grades, 1993–1995)

Victor Arkadyevich Guskov
article en

Abstract

The publication describes the structure of the elementary subtraction skill within 20, verified using large conversational models (LLMs). The presented dataset reflects the state of fourth-graders' skills during the experiment period (1993–1995); however, the author's long-term observations indicate a fairly stable preservation of its structure under modern conditions. The work demonstrates the applied potential of neural network technologies in pedagogical measurements and statistical data processing.

Zenodo (CERN European Organization for Nuclear Research)
Quality education
Openalex Percentile: Top 12%
Cognitive and developmental aspects of mathematical skills
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Structure of the Elementary Subtraction Skill within 20, Verified via Conversational AI Models (Data Array of a Pedagogical Experiment in 4th Grades, 1993–1995) — Victor Arkadyevich Guskov · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS