Review
Open access
Sep 2026
Privacy-Preserving Structured Knowledge Extraction from Census-Style Records Using a Hierarchical Multi-Agent Open-Weight LLM Architecture
The design and implementation of a three-stage Planner–Manager–Worker pipeline using a locally deployed open-weight language model is described, which includes address-specific extraction, same-model semantic consistency review, formatting, record-preserving chunking, and an exploratory bounded retry pathway.
Adeeba Tarannum, Muzakkiruddin Ahmed Mohammed, Shames Al Mandalawi et al.
· Knowledge · 0 citations