Triple

T20201839
Position Surface form Disambiguated ID Type / Status
Subject Recovery Division for Region V E493239 entity
Predicate appliesProgram P139180 FINISHED
Object FEMA Public Assistance Program
The FEMA Public Assistance Program is a federal disaster relief initiative that provides funding and support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, replace, or restore infrastructure and facilities damaged by major disasters.
E1417676 NE FINISHED

How this triple was built (5 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: [Recovery Division for Region V, appliesProgram, FEMA Public Assistance Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FEMA Public Assistance Program
Context triple: [Recovery Division for Region V, appliesProgram, 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. National Disaster Response Fund
    The National Disaster Response Fund is an Indian government fund used to finance emergency relief and rehabilitation measures in the aftermath of severe natural or man-made disasters.
  • D. 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.
  • E. FEMA
    FEMA is an Indian law enacted in 1999 that governs foreign exchange transactions and aims to facilitate external trade and payments while promoting the orderly development of the country’s foreign exchange market.
  • 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: FEMA Public Assistance Program
Triple: [Recovery Division for Region V, appliesProgram, FEMA Public Assistance Program]
Generated description
The FEMA Public Assistance Program is a federal disaster relief initiative that provides funding and support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, replace, or restore infrastructure and facilities damaged by major disasters.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FEMA Public Assistance Program
Target entity description: The FEMA Public Assistance Program is a federal disaster relief initiative that provides funding and support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, replace, or restore infrastructure and facilities damaged by major disasters.
  • 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. National Disaster Response Fund
    The National Disaster Response Fund is an Indian government fund used to finance emergency relief and rehabilitation measures in the aftermath of severe natural or man-made disasters.
  • D. 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.
  • E. FEMA
    FEMA is an Indian law enacted in 1999 that governs foreign exchange transactions and aims to facilitate external trade and payments while promoting the orderly development of the country’s foreign exchange market.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: appliesProgram
Context triple: [Recovery Division for Region V, appliesProgram, FEMA Public Assistance Program]
  • A. authorizedUnderProgram
    Indicates that an entity’s action, status, or participation is permitted or governed according to the rules or provisions of a specific program.
  • B. implementedProgram
    Indicates that an entity has created, developed, or put into operation a particular program or software system.
  • C. authorizesProgram
    Indicates that one entity grants official permission for a particular program to exist, operate, or proceed.
  • D. establishedProgram
    Indicates that an entity has created and put into operation a formal program that is now in an active, ongoing state.
  • E. supportsProgramOf
    Indicates that one entity provides assistance, resources, or endorsement to help another entity’s program operate or succeed.
  • F. None of above. chosen

Provenance (7 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_69da6269614c8190bb40475d9d477358 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66d8e0df481909c030e2a01d1862a completed April 20, 2026, 6:16 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0843e8cd9c8190853f116ed0e4662b completed May 16, 2026, 10:16 a.m.
NEDg Description generation batch_6a0844d37fc48190a73ab9d45227e7eb completed May 16, 2026, 10:20 a.m.
NED2 Entity disambiguation (via description) batch_6a084554462081908a1b801fe1528fa0 completed May 16, 2026, 10:22 a.m.
PD Predicate disambiguation batch_69e55b14c9d8819095453d0504d9222f completed April 19, 2026, 10:45 p.m.
PDg Predicate description generation batch_69e56700b1a08190ace53cf95827d72d completed April 19, 2026, 11:36 p.m.
Created at: April 11, 2026, 11:37 p.m.