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2026 revival of a 2022 NLP course project: SUB-Forecast, a leakage-controlled benchmark for subnational unrest forecasting (994 regions, 55 countries). Finding: news text is informative but nearly subsumed by the event record, adding a small significant gain on escalation (+0.3-0.6 AUPRC points) and nothing on onset.

  • Updated Jul 26, 2026
  • Python

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