Triple

T310874
Position Surface form Disambiguated ID Type / Status
Subject U.S. Small Business Administration E7603 entity
Predicate operatesProgram P1688 FINISHED
Object 8(a) Business Development Program
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.
E40272 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: 8(a) Business Development Program | Statement: [U.S. Small Business Administration, operatesProgram, 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: [U.S. Small Business Administration, operatesProgram, 8(a) Business Development Program]
  • A. 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.
  • B. 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.
  • C. Small Business Innovation Research program
    The Small Business Innovation Research program is a U.S. government initiative that provides competitive funding to small businesses for research and development with strong commercialization potential.
  • D. N8 Research Partnership
    N8 Research Partnership is a collaboration of eight research-intensive universities in Northern England focused on advancing world-class research, innovation, and economic growth.
  • E. Housing Opportunities for Persons With AIDS program
    The Housing Opportunities for Persons With AIDS program is a federal initiative that provides housing assistance and related support services to low-income people living with HIV/AIDS and their families in the United States.
  • 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: 8(a) Business Development Program
Triple: [U.S. Small Business Administration, operatesProgram, 8(a) Business Development Program]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: 8(a) Business Development Program
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. Small Business Innovation Research program
    The Small Business Innovation Research program is a U.S. government initiative that provides competitive funding to small businesses for research and development with strong commercialization potential.
  • D. N8 Research Partnership
    N8 Research Partnership is a collaboration of eight research-intensive universities in Northern England focused on advancing world-class research, innovation, and economic growth.
  • E. Housing Opportunities for Persons With AIDS program
    The Housing Opportunities for Persons With AIDS program is a federal initiative that provides housing assistance and related support services to low-income people living with HIV/AIDS and their families in the United States.
  • 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_69a2e7e7af7881908890039d6be4e9b8 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ea49636c8190a69cbd951fc0a4db completed Feb. 28, 2026, 1:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3bc277528819096184b6cc6b98ae2 completed March 1, 2026, 4:10 a.m.
NEDg Description generation batch_69a3bea16ee48190a033ea3907703e40 completed March 1, 2026, 4:20 a.m.
NED2 Entity disambiguation (via description) batch_69a3befc80a8819092506dd29e18f2aa completed March 1, 2026, 4:22 a.m.
Created at: Feb. 28, 2026, 1:07 p.m.