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March 24, 2026Open Access

SOSA-Core: System Architecture for Deterministic Output Control in LLM Systems

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Authors

MBMichele Bottino

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Overview

Framework outlines a method for regulating output in large language models, indicating improved reliability in text generation.

Key Points

  • The research aims to define a structured architecture for controlling output generation in large language models.
  • Developed a modular pipeline with distinct operational states
  • Implemented two control layers: Constraint Enforcement (CE) and Minimal Verification Unit (MVU)
  • Formalized the interactions between system components
  • Achieved reproducible and auditable text production
  • Enhanced regulation of output generation
  • Structured foundation established for future developments in LLM systems

Cite This Study

Michele Bottino (2026) studied this question.

synapsesocial.com/papers/69c2298daeb5a845df0d4257https://doi.org/10.5281/zenodo.19159064
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1SOSA-Overview: Deterministic Architecture for Controlled Output Generation in LLM Systems2026
  2. 2SOSA-State: Formal State Model for Deterministic Execution in LLM Systems2026
  3. 3SOSA-CE: Constraint Enforcement Layer for Deterministic Output Regulation in LLM Systems2026
  4. 4SOSA-MVU: Formal Validation Layer for Deterministic Output Control in LLM Systems2026
  5. 5SOSA-DEL: Delivery Layer for Controlled Output Release in LLM Systems2026