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March 24, 2026Open Access

SOSA-Overview: Deterministic Architecture for Controlled Output Generation in LLM Systems

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MBMichele Bottino

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Overview

SOSA framework demonstrates a deterministic architecture for controlled output generation in large language models, suggesting enhanced reproducibility and auditability.

Key Points

  • The aim is to introduce the SOSA framework for controlled and deterministic output generation in large language models.
  • Developed a modular architecture consisting of layers for constraint definition, execution, validation, and delivery.
  • Introduced a formal global model outlining the system's operational structure.
  • Implemented a fixed execution sequence from position to delivery for consistent output.
  • Established a closed and deterministic pipeline that ensures reproducibility and compliance.
  • Demonstrated the effectiveness of modular layers in transforming probabilistic output into a controlled system.

Cite This Study

Michele Bottino (2026) studied this question.

synapsesocial.com/papers/69c22982aeb5a845df0d3ffchttps://doi.org/10.5281/zenodo.19160393
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