Triple

T1118855
Position Surface form Disambiguated ID Type / Status
Subject 93rd United States Congress E11162 entity
Predicate enacted P6890 FINISHED
Object 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.
E129119 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: Comprehensive Employment and Training Act amendments | Statement: [93rd United States Congress, enacted, Comprehensive Employment and Training Act amendments]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Comprehensive Employment and Training Act amendments
Context triple: [93rd United States Congress, enacted, Comprehensive Employment and Training Act amendments]
  • A. 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.
  • B. 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.
  • C. Fair Labor Standards Amendments of 1985
    The Fair Labor Standards Amendments of 1985 are U.S. federal legislative changes that, among other provisions, clarified and modified wage, hour, and overtime rules—particularly for public sector employees—under the Fair Labor Standards Act.
  • D. Fair Labor Standards Amendments of 1977
    The Fair Labor Standards Amendments of 1977 were U.S. federal legislative changes that updated wage and hour protections, including raising the minimum wage and expanding coverage under the Fair Labor Standards Act.
  • E. Fair Labor Standards Amendments of 1974
    The Fair Labor Standards Amendments of 1974 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers, including many public-sector and domestic employees.
  • 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: Comprehensive Employment and Training Act amendments
Triple: [93rd United States Congress, enacted, Comprehensive Employment and Training Act amendments]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Comprehensive Employment and Training Act amendments
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. Fair Labor Standards Amendments of 1985
    The Fair Labor Standards Amendments of 1985 are U.S. federal legislative changes that, among other provisions, clarified and modified wage, hour, and overtime rules—particularly for public sector employees—under the Fair Labor Standards Act.
  • D. Fair Labor Standards Amendments of 1977
    The Fair Labor Standards Amendments of 1977 were U.S. federal legislative changes that updated wage and hour protections, including raising the minimum wage and expanding coverage under the Fair Labor Standards Act.
  • E. Fair Labor Standards Amendments of 1974
    The Fair Labor Standards Amendments of 1974 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers, including many public-sector and domestic employees.
  • 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_69a493252a648190ac48f8742474a5e8 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4bbbb6ac481909c331a5eea7a5b38 completed March 1, 2026, 10:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac539b6d9881909c3fe5890ae1f889 completed March 7, 2026, 4:34 p.m.
NEDg Description generation batch_69ac554aec048190821801070d1a4852 completed March 7, 2026, 4:41 p.m.
NED2 Entity disambiguation (via description) batch_69ac55afd8c88190b0f2bbafc33ad8b7 completed March 7, 2026, 4:43 p.m.
Created at: March 1, 2026, 7:43 p.m.