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CPSE is introduced, a contract-preserving semantic extraction framework that jointly calibrates extraction prompts and field-level semantic descriptions from a few gold annotations that enables low-resource schema execution while preserving the output structure required downstream.
A source-preserving alignment framework that aligns evidence with normalized page text, maps matches back to source-character spans, and renders only their geometry, demonstrating that reliable evidence verification requires robust matching and precise localization within a shared source-preserving alignment representa...
The resulting lesson is task-specific: a first stage for generated controls should be judged by control fidelity, downstream relevance, and graph compatibility together.
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