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.