Scaling Narrative Fiscal Shock Identification with LLMs
Scaling Narrative Fiscal Shock Identification with LLMs
Authors
Affiliation
Esteban Degetau
World Bank
Agustín Samano
World Bank
Published
January 19, 2026
Scaling Fiscal Shocks
Scaling Narrative Fiscal Shock Identification with LLMs
Docs
Scaling Narrative Fiscal Shock Identification with LLMs
Motivation
Notebooks
Model A Evaluation: Act Detection
Model B Evaluation: Motivation Classification
Training Data Quality Review
PDF Extraction Quality Test
Document Extraction Verification:
r params$country
Reports
Phase 0 Progress Report: Data Extraction and Validation
Model A Progress Report: Automated Detection of Fiscal Policy Acts
Other Formats
MS Word
PDF (hikmah-manuscript)
Code Links
GitHub Repo
Article text goes here.