Triple

T4986767
Position Surface form Disambiguated ID Type / Status
Subject FEMA Region III E112021 entity
Predicate usesProgram P6928 FINISHED
Object 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.
E485163 NE FINISHED

How this triple was built (4 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 III, 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 III, usesProgram, Individual Assistance Program]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. Temporary Assistance for Needy Families
    Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Individual Assistance Program
Triple: [FEMA Region III, usesProgram, Individual Assistance Program]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Individual Assistance Program
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. Temporary Assistance for Needy Families
    Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
  • F. None of above. chosen

Provenance (5 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_69bd441be7bc8190b530362d427b97d2 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd727c25bc8190b72f6ddd3772c80a completed March 20, 2026, 4:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69be8a1ca3ec81908ad750cd9e899bcc completed March 21, 2026, 12:07 p.m.
NEDg Description generation batch_69be8a7e90b08190852cc45b7d8f0dc7 completed March 21, 2026, 12:09 p.m.
NED2 Entity disambiguation (via description) batch_69be8b4411b48190a12d694321453492 completed March 21, 2026, 12:12 p.m.
Created at: March 20, 2026, 1:34 p.m.