Triple

T5125794
Position Surface form Disambiguated ID Type / Status
Subject FEMA Region VI E115579 entity
Predicate usesProgram P6928 FINISHED
Object Individual Assistance Program E485163 NE FINISHED

How this triple was built (2 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Individual Assistance Program | Statement: [FEMA Region VI, usesProgram, Individual Assistance Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Individual Assistance Program
Context triple: [FEMA Region VI, usesProgram, Individual Assistance Program]
  • A. Individual Assistance Program chosen
    The Individual Assistance Program is a FEMA initiative that provides financial help and direct services to individuals and households affected by major disasters who have uninsured or underinsured necessary expenses and serious needs.
  • B. Disaster Loan Program
    The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
  • C. Public Assistance programs
    Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
  • D. National Flood Insurance Program
    The National Flood Insurance Program is a U.S. government initiative that provides flood insurance to property owners and encourages communities to adopt and enforce floodplain management regulations to reduce flood risk.
  • E. Hazard Mitigation Grant Program
    The Hazard Mitigation Grant Program is a U.S. federal program that provides funding to state, local, tribal, and territorial governments to implement long-term measures that reduce the risk of future disasters.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69bd444426bc819099ccd23f141e22aa completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd78072b8c81908b5ac3b231f04136 completed March 20, 2026, 4:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69bec4bb52fc8190b4c0cd6bc367e8eb completed March 21, 2026, 4:18 p.m.
Created at: March 20, 2026, 1:42 p.m.