From UNDRR Reports to Event Records: Schema-Constrained LLM Extraction of Georeferenced Disasters

Camilla Andreozzi, Phuong-Anh Nguyen-Le, Zhijing Jin +1

Disaster-risk-reduction archives describe hazard events in prose that databases such as EM-DAT (Delforge et al., 2025) cannot ingest directly. We present an LLM pipeline that gener…