Triple
T4986766
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | FEMA Region III |
E112021
|
entity |
| Predicate | usesProgram |
P6928
|
FINISHED |
| Object | 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: Public Assistance Program | Statement: [FEMA Region III, usesProgram, Public Assistance Program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Public Assistance Program Context triple: [FEMA Region III, usesProgram, Public Assistance Program]
-
A.
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.
-
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.
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.
-
D.
The Emergency Food Assistance Program
The Emergency Food Assistance Program is a U.S. federal initiative that helps supplement the diets of low-income Americans by providing them with emergency food and nutrition assistance at no cost.
-
E.
Supplemental Nutrition Assistance Program
The Supplemental Nutrition Assistance Program (SNAP) is a U.S. federal assistance program that provides low-income individuals and families with monthly benefits to purchase food and improve their nutritional security.
- 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_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. |
Created at: March 20, 2026, 1:34 p.m.