The paper specifies the SAT-Graph API, a canonical primitive interface that enables auditable, deterministic reasoning over temporal knowledge graphs by isolating uncertainty to intent translation and narrative synthesis.
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2025 2verdicts
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SAT-Graph RAG is a new ontology-driven temporal graph framework for legal RAG that models Works vs. Expressions, reuses versioned components for temporal states, and treats legislative events as queryable Action nodes to support deterministic point-in-time and causal queries.
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Deterministic Legal Agents: A Canonical Primitive API for Auditable Reasoning over Temporal Knowledge Graphs
The paper specifies the SAT-Graph API, a canonical primitive interface that enables auditable, deterministic reasoning over temporal knowledge graphs by isolating uncertainty to intent translation and narrative synthesis.
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An Ontology-Driven Graph RAG for Legal Norms: A Structural, Temporal, and Deterministic Approach
SAT-Graph RAG is a new ontology-driven temporal graph framework for legal RAG that models Works vs. Expressions, reuses versioned components for temporal states, and treats legislative events as queryable Action nodes to support deterministic point-in-time and causal queries.