XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

Oleh Ivchenko

doi:10.5281/zenodo.19971038

May 2, 2026Open Access

XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

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Key Points

The aim is to develop structured frameworks for explainability in AI, translating informal language into formal requirements.
Analysis of existing XAI specification frameworks
Development of a transition model from natural language to formal specifications
Evaluation of frameworks for clarity and applicability
Identified key elements for effective explainability frameworks
Proposed models enhance the clarity of formal requirements
Frameworks facilitate better understanding and implementation of explainable AI

Implication

Research article explores the transition from natural language to formal explainability requirements in XAI, indicating the importance of structured frameworks.

Abstract

Research article: XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

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Oleh Ivchenko (2026) studied this question.

synapsesocial.com/papers/69f8380b3ed186a7399825ac https://doi.org/10.5281/zenodo.19971038

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XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

Key Points

Implication

Abstract

Discussion

Cite This Study

XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

Key Points

Implication

Abstract

Discussion

Cite This Study

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