Triple
T1808467
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Service-Disabled Veteran-Owned Small Business Program |
E40274
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | 8(a) Business Development Program |
E40272
|
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: 8(a) Business Development Program | Statement: [Service-Disabled Veteran-Owned Small Business Program, relatedTo, 8(a) Business Development Program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: 8(a) Business Development Program Context triple: [Service-Disabled Veteran-Owned Small Business Program, relatedTo, 8(a) Business Development Program]
-
A.
8(a) Business Development Program
chosen
The 8(a) Business Development Program is a U.S. federal initiative that helps small, socially and economically disadvantaged businesses grow through training, technical assistance, and access to government contracting opportunities.
-
B.
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.
-
C.
Small Business Development Center Program
The Small Business Development Center Program is a nationwide network of local centers that provide counseling, training, and technical assistance to help entrepreneurs start, grow, and manage small businesses.
-
D.
SBA Mentor-Protégé Program
The SBA Mentor-Protégé Program is a U.S. Small Business Administration initiative that pairs small businesses with more experienced companies to provide guidance, resources, and contracting opportunities that help them grow and compete for federal contracts.
-
E.
BEA Program
The BEA Program is a U.S. Treasury initiative that provides financial incentives to banks to increase lending, investment, and financial services in economically distressed communities.
- 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_69a88643a3388190a612f2ebe1fb29e7 |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69aa6599f35c8190aefd20773365fdcf |
completed | March 6, 2026, 5:26 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adbf58cf648190a5a71adc82cfb618 |
completed | March 8, 2026, 6:26 p.m. |
Created at: March 4, 2026, 7:32 p.m.