The Guardian Parser Pack pipeline extracts structured intelligence from heterogeneous missing-person documents using schema-guided LLM assistance, achieving F1 of 0.866 on 75 cases versus 0.258 for a deterministic baseline.
A multi-task evaluation of LLMs’ processing of academic text input
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LLM-based Schema-Guided Extraction and Validation of Missing-Person Intelligence from Heterogeneous Data Sources
The Guardian Parser Pack pipeline extracts structured intelligence from heterogeneous missing-person documents using schema-guided LLM assistance, achieving F1 of 0.866 on 75 cases versus 0.258 for a deterministic baseline.