Triple

T1808417
Position Surface form Disambiguated ID Type / Status
Subject HUBZone Program E40273 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: [HUBZone 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: [HUBZone 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. 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.
  • E. Small Business Technology Transfer program
    The Small Business Technology Transfer program is a U.S. federal initiative that funds collaborative research and development projects between small businesses and nonprofit research institutions to help commercialize innovative technologies.
  • 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_69adb5e137bc81908294dd6b67789526 completed March 8, 2026, 5:46 p.m.
Created at: March 4, 2026, 7:32 p.m.