Triple

T6326657
Position Surface form Disambiguated ID Type / Status
Subject Public Assistance programs E141878 entity
Predicate partOf P40 FINISHED
Object FEMA Public Assistance Program E141878 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: FEMA Public Assistance Program | Statement: [Public Assistance programs, partOf, FEMA Public Assistance Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: FEMA Public Assistance Program
Context triple: [Public Assistance programs, partOf, FEMA Public Assistance Program]
  • A. 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.
  • 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. Individual Assistance Program
    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.
  • 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. Public Assistance programs chosen
    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.
  • 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_69c008d201748190917e69c41ba3f978 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c064e833a0819096000b47e776949d completed March 22, 2026, 9:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69c60410223081908c1cf3663d4b14c0 completed March 27, 2026, 4:14 a.m.
Created at: March 22, 2026, 4:29 p.m.