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This work aims to formalize a validation layer to enhance deterministic output in large language models.

March 24, 2026Open Access

SOSA-MVU: Formal Validation Layer for Deterministic Output Control in LLM Systems

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This work aims to formalize a validation layer to enhance deterministic output in large language models.
Defined the Minimal Verification Unit (MVU) within the SOSA framework
Implemented mechanisms for segmentation and iterative correction
Enforced constraints to control output generation effectively
Established a reliable validation mechanism for large language models
Demonstrated improved control and predictability in output generation
Validated the framework's effectiveness through formal verification

Abstract

This work formalizes the MVU (Minimal Verification Unit) validation layer within the SOSA framework. It defines a deterministic validation mechanism for controlling output generation in Large Language Models through segmentation, constraint enforcement, and iterative correction.

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Michele Bottino (Sun,) studied this question.

synapsesocial.com/papers/69c229b2aeb5a845df0d48e3 — DOI: https://doi.org/10.5281/zenodo.19154912

SOSA-MVU: Formal Validation Layer for Deterministic Output Control in LLM Systems

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