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March 24, 20260 citationsOpen Access

SOSA-SCL: Structured Constraint Language for Deterministic Control in LLM Systems

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MBMichele Bottino

Key Points

  • The aim is to develop a formal language to encode and define constraints within the SOSA framework.
  • Introduced the Structured Constraint Language (SCL) for formal representation of constraints.
  • Defined closed domains for each constraint field.
  • Developed a constrained functional syntax for rule definition.
  • Ensured all constraints are finite and non-ambiguous.
  • SCL offers a machine-readable syntax for rules and constraints.
  • The separation of representation and execution promotes modularity and reproducibility.
  • Guarantees deterministic output regulation in large language models.

Abstract

This work introduces the Structured Constraint Language (SCL), a formal language designed to define and encode constraints within the SOSA framework. SCL provides a structured, machine-readable syntax for representing rules, scopes, priorities, and constraint types. To ensure deterministic interpretation, SCL defines closed domains for each constraint field and introduces a constrained functional syntax for rule definition. All constraint expressions are finite, explicitly evaluable, and non-ambiguous. SCL operates as an infrastructural component within the Constraint Enforcement (CE) layer, providing formal constraint representation without executing validation or control logic. This separation ensures modularity, reproducibility, and strict adherence to deterministic output regulation in Large Language Model systems.

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Cite This Study

Michele Bottino (2026) studied this question.

synapsesocial.com/papers/69c229bdaeb5a845df0d49e7https://doi.org/10.5281/zenodo.19159910
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