Triple

T1205195
Position Surface form Disambiguated ID Type / Status
Subject Office of Special Education and Rehabilitative Services E25871 entity
Predicate legalBasis P125 FINISHED
Object 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.
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 (rehabilitation provisions) | Statement: [Office of Special Education and Rehabilitative Services, legalBasis, Workforce Innovation and Opportunity Act (rehabilitation provisions)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Workforce Innovation and Opportunity Act (rehabilitation provisions)
Context triple: [Office of Special Education and Rehabilitative Services, legalBasis, Workforce Innovation and Opportunity Act (rehabilitation provisions)]
  • A. Comprehensive Employment and Training Act amendments
    The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
  • B. Rehabilitation Act Amendments of 1974
    The Rehabilitation Act Amendments of 1974 were U.S. federal legislative changes that strengthened and expanded protections and services for individuals with disabilities, particularly in employment, education, and access to federally funded programs.
  • C. U.S. Office of Vocational Rehabilitation
    The U.S. Office of Vocational Rehabilitation was a federal agency responsible for providing and overseeing services that helped individuals with disabilities prepare for, obtain, and maintain employment.
  • D. Rehabilitation Act of 1973
    The Rehabilitation Act of 1973 is a landmark U.S. civil rights law that prohibits discrimination on the basis of disability in programs and activities receiving federal financial assistance and in federal employment.
  • E. Vocational Rehabilitation and Employment Service
    The Vocational Rehabilitation and Employment Service is a U.S. Department of Veterans Affairs program that helps veterans with service-connected disabilities prepare for, find, and maintain suitable employment or achieve independent living.
  • 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 (rehabilitation provisions)
Triple: [Office of Special Education and Rehabilitative Services, legalBasis, Workforce Innovation and Opportunity Act (rehabilitation provisions)]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Workforce Innovation and Opportunity Act (rehabilitation provisions)
Target entity description: 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.
  • A. Comprehensive Employment and Training Act amendments
    The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
  • B. Rehabilitation Act Amendments of 1974
    The Rehabilitation Act Amendments of 1974 were U.S. federal legislative changes that strengthened and expanded protections and services for individuals with disabilities, particularly in employment, education, and access to federally funded programs.
  • C. U.S. Office of Vocational Rehabilitation
    The U.S. Office of Vocational Rehabilitation was a federal agency responsible for providing and overseeing services that helped individuals with disabilities prepare for, obtain, and maintain employment.
  • D. Rehabilitation Act of 1973
    The Rehabilitation Act of 1973 is a landmark U.S. civil rights law that prohibits discrimination on the basis of disability in programs and activities receiving federal financial assistance and in federal employment.
  • E. Vocational Rehabilitation and Employment Service
    The Vocational Rehabilitation and Employment Service is a U.S. Department of Veterans Affairs program that helps veterans with service-connected disabilities prepare for, find, and maintain suitable employment or achieve independent living.
  • 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_69a4942b30f08190a91c60573e16b5ef completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bdc0f8d08190b340012a9eb26275 completed March 1, 2026, 10:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac7f3f4c508190bdc3d436d393daf9 completed March 7, 2026, 7:40 p.m.
NEDg Description generation batch_69ac7fc59a488190adbdf156aaff8c03 completed March 7, 2026, 7:43 p.m.
NED2 Entity disambiguation (via description) batch_69ac806a6d748190acc5cdfa8fb90a64 completed March 7, 2026, 7:45 p.m.
Created at: March 1, 2026, 7:46 p.m.