Triple

T12528134
Position Surface form Disambiguated ID Type / Status
Subject American Job Center network E299490 entity
Predicate fundedBy P67 FINISHED
Object Workforce Innovation and Opportunity Act programs
Workforce Innovation and Opportunity Act programs are U.S. federal workforce development initiatives that provide funding and support for job training, employment services, and career pathways for workers and job seekers.
E137734 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: Workforce Innovation and Opportunity Act programs | Statement: [American Job Center network, fundedBy, Workforce Innovation and Opportunity Act programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Workforce Innovation and Opportunity Act programs
Context triple: [American Job Center network, fundedBy, Workforce Innovation and Opportunity Act programs]
  • A. Job Training Partnership Act
    The Job Training Partnership Act was a major U.S. federal law enacted in 1982 that funded job training and employment programs for disadvantaged youth and unemployed adults through partnerships between government and the private sector.
  • B. Workforce Innovation and Opportunity Act (rehabilitation provisions)
    The Workforce Innovation and Opportunity Act (rehabilitation provisions) is a U.S. federal law framework that modernizes and governs vocational rehabilitation and related disability employment services to help individuals with disabilities prepare for, obtain, and retain competitive integrated employment.
  • C. Technical Assistance for Employers Program
    The Technical Assistance for Employers Program is a service of the Oregon Bureau of Labor and Industries that provides guidance, training, and resources to help employers understand and comply with state labor and employment laws.
  • D. Workforce Investment Act of 1998
    The Workforce Investment Act of 1998 is a U.S. federal law that overhauled and consolidated job training, adult education, and employment services into a coordinated workforce development system to better connect workers with employers.
  • E. Research and National Technical Assistance program
    The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
  • 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: Workforce Innovation and Opportunity Act programs
Triple: [American Job Center network, fundedBy, Workforce Innovation and Opportunity Act programs]
Generated description
Workforce Innovation and Opportunity Act programs are U.S. federal workforce development initiatives that provide funding and support for job training, employment services, and career pathways for workers and job seekers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Workforce Innovation and Opportunity Act programs
Target entity description: Workforce Innovation and Opportunity Act programs are U.S. federal workforce development initiatives that provide funding and support for job training, employment services, and career pathways for workers and job seekers.
  • A. Job Training Partnership Act
    The Job Training Partnership Act was a major U.S. federal law enacted in 1982 that funded job training and employment programs for disadvantaged youth and unemployed adults through partnerships between government and the private sector.
  • B. Workforce Innovation and Opportunity Act (rehabilitation provisions) chosen
    The Workforce Innovation and Opportunity Act (rehabilitation provisions) is a U.S. federal law framework that modernizes and governs vocational rehabilitation and related disability employment services to help individuals with disabilities prepare for, obtain, and retain competitive integrated employment.
  • C. Technical Assistance for Employers Program
    The Technical Assistance for Employers Program is a service of the Oregon Bureau of Labor and Industries that provides guidance, training, and resources to help employers understand and comply with state labor and employment laws.
  • D. Workforce Investment Act of 1998
    The Workforce Investment Act of 1998 is a U.S. federal law that overhauled and consolidated job training, adult education, and employment services into a coordinated workforce development system to better connect workers with employers.
  • E. Research and National Technical Assistance program
    The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
  • F. None of above.

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_69d6ada5cdd48190860d9ce30aff69be completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d9545e90948190980bd4d64964a0f2 completed April 10, 2026, 7:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69f655762ae88190ab41e23bbd65c566 completed May 2, 2026, 7:50 p.m.
NEDg Description generation batch_69f6566e7bf88190a33c609caf9b4f3d completed May 2, 2026, 7:54 p.m.
NED2 Entity disambiguation (via description) batch_69f657b1b13c8190984300f24c0b2083 completed May 2, 2026, 7:59 p.m.
Created at: April 8, 2026, 9:57 p.m.