Triple

T8651359
Position Surface form Disambiguated ID Type / Status
Subject Small Business Administration 7(a) Loan Program E205105 entity
Predicate partOf P40 FINISHED
Object U.S. Small Business Administration loan programs
U.S. Small Business Administration loan programs are federally backed financing options designed to help small businesses start, operate, and expand by providing more accessible credit terms through participating lenders.
E749743 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: U.S. Small Business Administration loan programs | Statement: [Small Business Administration 7(a) Loan Program, partOf, U.S. Small Business Administration loan programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: U.S. Small Business Administration loan programs
Context triple: [Small Business Administration 7(a) Loan Program, partOf, U.S. Small Business Administration loan programs]
  • A. Small Business Administration 7(a) Loan Program
    The Small Business Administration 7(a) Loan Program is the U.S. federal government’s primary small-business lending initiative, providing partially guaranteed loans through private lenders to help entrepreneurs start, acquire, or expand their businesses.
  • B. U.S. Small Business Administration
    The U.S. Small Business Administration is a U.S. government agency that supports and promotes small businesses through loans, counseling, contracts, and innovation-focused programs.
  • 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. Small Business Investment Company Program
    The Small Business Investment Company Program is a U.S. government initiative that licenses and supports privately managed investment funds to provide long-term capital to small businesses.
  • E. 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.
  • 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: U.S. Small Business Administration loan programs
Triple: [Small Business Administration 7(a) Loan Program, partOf, U.S. Small Business Administration loan programs]
Generated description
U.S. Small Business Administration loan programs are federally backed financing options designed to help small businesses start, operate, and expand by providing more accessible credit terms through participating lenders.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: U.S. Small Business Administration loan programs
Target entity description: U.S. Small Business Administration loan programs are federally backed financing options designed to help small businesses start, operate, and expand by providing more accessible credit terms through participating lenders.
  • A. Small Business Administration 7(a) Loan Program
    The Small Business Administration 7(a) Loan Program is the U.S. federal government’s primary small-business lending initiative, providing partially guaranteed loans through private lenders to help entrepreneurs start, acquire, or expand their businesses.
  • B. U.S. Small Business Administration
    The U.S. Small Business Administration is a U.S. government agency that supports and promotes small businesses through loans, counseling, contracts, and innovation-focused programs.
  • 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. Small Business Investment Company Program
    The Small Business Investment Company Program is a U.S. government initiative that licenses and supports privately managed investment funds to provide long-term capital to small businesses.
  • E. 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.
  • 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_69ca834e56848190abb0eeaec9dedd32 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc48150e6c8190a7a3b92b4b640858 completed March 31, 2026, 10:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69ceccc95b588190b5e44c73cf93d18b completed April 2, 2026, 8:08 p.m.
NEDg Description generation batch_69cece1681288190a6c99407bc2f0bdd completed April 2, 2026, 8:14 p.m.
NED2 Entity disambiguation (via description) batch_69cecec118ac81909fbcafe841354c32 completed April 2, 2026, 8:17 p.m.
Created at: March 30, 2026, 6:29 p.m.