Triple
T1022049
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Office of Community Planning and Development |
E22059
|
entity |
| Predicate | programAdministered |
P86
|
FINISHED |
| Object |
Section 108 Loan Guarantee program
The Section 108 Loan Guarantee program is a U.S. federal financing tool that allows local governments to leverage future Community Development Block Grant funds to support large-scale community and economic development projects, such as housing, infrastructure, and job creation.
|
E121766
|
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: Section 108 Loan Guarantee program | Statement: [Office of Community Planning and Development, programAdministered, Section 108 Loan Guarantee program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Section 108 Loan Guarantee program Context triple: [Office of Community Planning and Development, programAdministered, Section 108 Loan Guarantee program]
-
A.
7(a) Loan Program
The 7(a) Loan Program is the U.S. Small Business Administration’s primary business loan program that helps small businesses obtain financing by providing government-backed guarantees to participating lenders.
-
B.
Homeland Security Grant Program
The Homeland Security Grant Program is a federal funding initiative that supports state, local, tribal, and territorial efforts to prevent, protect against, mitigate, respond to, and recover from acts of terrorism and other threats.
-
C.
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.
-
D.
Troubled Asset Relief Program
The Troubled Asset Relief Program (TARP) was a U.S. government bailout initiative launched in 2008 to stabilize the financial system by purchasing or guaranteeing troubled assets and injecting capital into struggling institutions.
-
E.
National Defense Education Act
The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
- 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: Section 108 Loan Guarantee program Triple: [Office of Community Planning and Development, programAdministered, Section 108 Loan Guarantee program]
Generated description
The Section 108 Loan Guarantee program is a U.S. federal financing tool that allows local governments to leverage future Community Development Block Grant funds to support large-scale community and economic development projects, such as housing, infrastructure, and job creation.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Section 108 Loan Guarantee program Target entity description: The Section 108 Loan Guarantee program is a U.S. federal financing tool that allows local governments to leverage future Community Development Block Grant funds to support large-scale community and economic development projects, such as housing, infrastructure, and job creation.
-
A.
7(a) Loan Program
The 7(a) Loan Program is the U.S. Small Business Administration’s primary business loan program that helps small businesses obtain financing by providing government-backed guarantees to participating lenders.
-
B.
Homeland Security Grant Program
The Homeland Security Grant Program is a federal funding initiative that supports state, local, tribal, and territorial efforts to prevent, protect against, mitigate, respond to, and recover from acts of terrorism and other threats.
-
C.
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.
-
D.
Troubled Asset Relief Program
The Troubled Asset Relief Program (TARP) was a U.S. government bailout initiative launched in 2008 to stabilize the financial system by purchasing or guaranteeing troubled assets and injecting capital into struggling institutions.
-
E.
National Defense Education Act
The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
- 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_69a493d6e380819097b384986ffc315c |
completed | March 1, 2026, 7:30 p.m. |
| NER | Named-entity recognition | batch_69a4bb71e7f88190bf33bbe5ef2c68ff |
completed | March 1, 2026, 10:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac3bb63f14819098f5e32af3b98508 |
completed | March 7, 2026, 2:52 p.m. |
| NEDg | Description generation | batch_69ac3de4fbb88190855cf92af51fe70b |
completed | March 7, 2026, 3:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac3e45d9e88190bc88d037c00c3ecc |
completed | March 7, 2026, 3:03 p.m. |
Created at: March 1, 2026, 7:41 p.m.