Synthesis Through Simulation: Generating Coherent Enterprise Data via Scalable Agent-System Interaction
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Abstract
The paper introduces a schema-free data synthesis paradigm that generates valid enterprise data through agent interactions in simulated environments.
Reality Card
The Synthesis Through Simulation (STS) framework guarantees structural validity of generated data while achieving 0.88 average marginal fidelity and 100% constraint satisfaction across ten environments without access to database schemas.
Achieved 0.88 average marginal fidelity and 100% constraint satisfaction across all ten environments.
The framework's effectiveness may be limited by the specific environments and the lack of access to database schemas.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.