A single configuration file generates causally coherent synthetic MES data across domains and guarantees zero tool-parameter hallucination when AI tools are ontology-constrained.
(Qwen3-32B was the model available on the platform at evaluation time; see Section VI-D item 7 for generalizability discussion.)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Template-as-Ontology: Configurable Synthetic Data Infrastructure for Cross-Domain Manufacturing AI Validation
A single configuration file generates causally coherent synthetic MES data across domains and guarantees zero tool-parameter hallucination when AI tools are ontology-constrained.