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

arXiv:2609.23853v1 Announce Type: cross Abstract: 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 generates candidate georeferenced e