The Task-Based Approach: A New Paradigm for Building Trustworthy Artificial Intelligence

The Task-Based Approach: A New Paradigm for Building Trustworthy Artificial Intelligence Full article

Journal

Известия Иркутского государственного университета. Серия: Математика (Bulletin of Irkutsk State University. Series Mathematics)
ISSN: 1997-7670

Output data

Year: 2025, Volume: 54, Pages: 96—112 Pages count : 17 DOI: 10.26516/1997-7670.2025.54.96

Tags

искусственный интеллект, машинное обучение, агентный подход, задачный подход, вычислимость, семантическое моделирование

Authors

Nechesov Andrey V. ¹ , Vityaev Evgenii E. ^1,2 , Goncharov Sergey S. ^1,2 , Sviridenko Dmitry I. ¹

Affiliations

1	The Artificial Intelligence Research Center of Novosibirsk State University
2	Sobolev institute of mathematics SB RAS

Funding (1)

Novosibirsk State University

139-15-2025-006

While AI systems excel at reasoning within formal frameworks, their tendency to hallucinate remains a critical challenge. This paper proposes a task-based approach to enhance reliability. By focusing on the specific task and its resolution criteria, we ensure AI solutions are informed by a deep understanding of the problem’s inherent limitations, including its defining axioms and theorems. This comprehension of the problem’s structure and constraints is key to mitigating hallucination and building trustworthy AI.

Nechesov A.V. , Vityaev E.E. , Goncharov S.S. , Sviridenko D.I.
The Task-Based Approach: A New Paradigm for Building Trustworthy Artificial Intelligence
Известия Иркутского государственного университета. Серия: Математика (Bulletin of Irkutsk State University. Series Mathematics). 2025. V.54. P.96—112. DOI: 10.26516/1997-7670.2025.54.96 WOS Scopus OpenAlex

Submitted:	Jun 11, 2025
Accepted:	Jul 22, 2025
Published print:	Dec 5, 2025

Web of science:	WOS:001633320600007
Scopus:	2-s2.0-105023650466
OpenAlex:	W7108366171

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