Triple

T2503735
Position Surface form Disambiguated ID Type / Status
Subject Rehabilitation Act of 1973 E52526 entity
Predicate amendedBy P1121 FINISHED
Object 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.
E272251 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 Investment Act of 1998 | Statement: [Rehabilitation Act of 1973, amendedBy, Workforce Investment Act of 1998]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Workforce Investment Act of 1998
Context triple: [Rehabilitation Act of 1973, amendedBy, Workforce Investment Act of 1998]
  • 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. Personal Responsibility and Work Opportunity Reconciliation Act of 1996
    The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
  • C. Manpower Development and Training Act of 1962
    The Manpower Development and Training Act of 1962 was a U.S. federal law that created programs to retrain and upgrade the skills of unemployed and underemployed workers in response to technological change and job displacement.
  • D. Moving Ahead for Progress in the 21st Century Act
    The Moving Ahead for Progress in the 21st Century Act (MAP-21) is a U.S. federal transportation funding and authorization law that restructured and streamlined surface transportation programs, including data and performance management requirements.
  • E. Improving America’s Schools Act of 1994
    The Improving America’s Schools Act of 1994 was a major U.S. federal education law that reauthorized and overhauled K–12 programs to promote standards-based reform, accountability, and greater equity in public schools.
  • 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 Investment Act of 1998
Triple: [Rehabilitation Act of 1973, amendedBy, Workforce Investment Act of 1998]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Workforce Investment Act of 1998
Target entity description: 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.
  • 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. Personal Responsibility and Work Opportunity Reconciliation Act of 1996
    The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
  • C. Manpower Development and Training Act of 1962
    The Manpower Development and Training Act of 1962 was a U.S. federal law that created programs to retrain and upgrade the skills of unemployed and underemployed workers in response to technological change and job displacement.
  • D. Moving Ahead for Progress in the 21st Century Act
    The Moving Ahead for Progress in the 21st Century Act (MAP-21) is a U.S. federal transportation funding and authorization law that restructured and streamlined surface transportation programs, including data and performance management requirements.
  • E. Improving America’s Schools Act of 1994
    The Improving America’s Schools Act of 1994 was a major U.S. federal education law that reauthorized and overhauled K–12 programs to promote standards-based reform, accountability, and greater equity in public schools.
  • 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_69ab4957b3a88190adf968ae0c1b931c completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1cd2db0819087d21ec49ffd9585 completed March 7, 2026, 7:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1fa34dc8819085681d673e45d841 completed March 9, 2026, 7:29 p.m.
NEDg Description generation batch_69af2031a64c819080b1c4a3b941d84c completed March 9, 2026, 7:32 p.m.
NED2 Entity disambiguation (via description) batch_69af20bf8e488190ac79327042d47853 completed March 9, 2026, 7:34 p.m.
Created at: March 6, 2026, 9:46 p.m.