Triple

T20750137
Position Surface form Disambiguated ID Type / Status
Subject Farm Security and Rural Investment Act of 2002 E510692 entity
Predicate authorizesProgram P77237 FINISHED
Object Rural Broadband Access Loan and Loan Guarantee Program
The Rural Broadband Access Loan and Loan Guarantee Program is a U.S. Department of Agriculture initiative that provides low-interest loans and loan guarantees to expand high-speed internet infrastructure in underserved rural communities.
E1449235 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: Rural Broadband Access Loan and Loan Guarantee Program | Statement: [Farm Security and Rural Investment Act of 2002, authorizesProgram, Rural Broadband Access Loan and Loan Guarantee Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Rural Broadband Access Loan and Loan Guarantee Program
Context triple: [Farm Security and Rural Investment Act of 2002, authorizesProgram, Rural Broadband Access Loan and Loan Guarantee Program]
  • A. Rural Digital Opportunity Fund
    The Rural Digital Opportunity Fund is a U.S. Federal Communications Commission program that provides funding to expand high-speed broadband access in underserved rural areas.
  • B. Rural Area Formula Program
    The Rural Area Formula Program is a U.S. federal transit funding program that provides formula-based financial assistance to support public transportation services in rural and small communities.
  • C. Rural Broadband Experiments
    Rural Broadband Experiments is a Federal Communications Commission initiative that funds pilot projects to test and demonstrate ways of expanding high-speed internet access in underserved rural areas of the United States.
  • D. E-Rate program
    The E-Rate program is a U.S. federal initiative that provides discounted telecommunications, internet access, and related services to schools and libraries to support affordable connectivity for education.
  • E. Interoperable Emergency Communications Grant Program
    The Interoperable Emergency Communications Grant Program is a federal funding initiative that supports state and local efforts to improve and coordinate emergency communications systems among first responders.
  • 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: Rural Broadband Access Loan and Loan Guarantee Program
Triple: [Farm Security and Rural Investment Act of 2002, authorizesProgram, Rural Broadband Access Loan and Loan Guarantee Program]
Generated description
The Rural Broadband Access Loan and Loan Guarantee Program is a U.S. Department of Agriculture initiative that provides low-interest loans and loan guarantees to expand high-speed internet infrastructure in underserved rural communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Rural Broadband Access Loan and Loan Guarantee Program
Target entity description: The Rural Broadband Access Loan and Loan Guarantee Program is a U.S. Department of Agriculture initiative that provides low-interest loans and loan guarantees to expand high-speed internet infrastructure in underserved rural communities.
  • A. Rural Digital Opportunity Fund
    The Rural Digital Opportunity Fund is a U.S. Federal Communications Commission program that provides funding to expand high-speed broadband access in underserved rural areas.
  • B. Rural Area Formula Program
    The Rural Area Formula Program is a U.S. federal transit funding program that provides formula-based financial assistance to support public transportation services in rural and small communities.
  • C. Rural Broadband Experiments
    Rural Broadband Experiments is a Federal Communications Commission initiative that funds pilot projects to test and demonstrate ways of expanding high-speed internet access in underserved rural areas of the United States.
  • D. E-Rate program
    The E-Rate program is a U.S. federal initiative that provides discounted telecommunications, internet access, and related services to schools and libraries to support affordable connectivity for education.
  • E. Interoperable Emergency Communications Grant Program
    The Interoperable Emergency Communications Grant Program is a federal funding initiative that supports state and local efforts to improve and coordinate emergency communications systems among first responders.
  • 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_69e0b4c845e88190b4c5f3ae79291182 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c229913081908eadf716195071de completed April 21, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_6a08e84489c481908fa6ecbd9bae07d1 completed May 16, 2026, 9:57 p.m.
NEDg Description generation batch_6a08e974acc08190b6d306e2d6385dd8 completed May 16, 2026, 10:02 p.m.
NED2 Entity disambiguation (via description) batch_6a08ead93acc81908f81b70cf9ce0683 completed May 16, 2026, 10:08 p.m.
Created at: April 16, 2026, 12:34 p.m.