Triple

T4023872
Position Surface form Disambiguated ID Type / Status
Subject Manpower Development and Training Act of 1962 E91342 entity
Predicate amendedBy P1121 FINISHED
Object Manpower Development and Training Act Amendments of 1966
The Manpower Development and Training Act Amendments of 1966 were U.S. federal legislative changes that expanded and updated the original 1962 program to better address workforce training and employment needs amid economic and technological change.
E91342 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: Manpower Development and Training Act Amendments of 1966 | Statement: [Manpower Development and Training Act of 1962, amendedBy, Manpower Development and Training Act Amendments of 1966]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Manpower Development and Training Act Amendments of 1966
Context triple: [Manpower Development and Training Act of 1962, amendedBy, Manpower Development and Training Act Amendments of 1966]
  • A. 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.
  • B. Comprehensive Employment and Training Act
    The Comprehensive Employment and Training Act was a major U.S. federal law enacted in the 1970s that funded job training and public service employment programs, particularly for disadvantaged and unemployed workers, by decentralizing control to state and local governments.
  • C. 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.
  • D. Employment Act of 1946
    The Employment Act of 1946 is a landmark U.S. federal law that established the government's responsibility to promote maximum employment, production, and purchasing power, laying the foundation for modern macroeconomic policy and creating the Council of Economic Advisers.
  • E. Fair Labor Standards Amendments of 1966
    The Fair Labor Standards Amendments of 1966 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers and industries under the Fair Labor Standards Act.
  • 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: Manpower Development and Training Act Amendments of 1966
Triple: [Manpower Development and Training Act of 1962, amendedBy, Manpower Development and Training Act Amendments of 1966]
Generated description
The Manpower Development and Training Act Amendments of 1966 were U.S. federal legislative changes that expanded and updated the original 1962 program to better address workforce training and employment needs amid economic and technological change.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Manpower Development and Training Act Amendments of 1966
Target entity description: The Manpower Development and Training Act Amendments of 1966 were U.S. federal legislative changes that expanded and updated the original 1962 program to better address workforce training and employment needs amid economic and technological change.
  • A. Manpower Development and Training Act of 1962 chosen
    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.
  • B. Comprehensive Employment and Training Act
    The Comprehensive Employment and Training Act was a major U.S. federal law enacted in the 1970s that funded job training and public service employment programs, particularly for disadvantaged and unemployed workers, by decentralizing control to state and local governments.
  • C. 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.
  • D. Employment Act of 1946
    The Employment Act of 1946 is a landmark U.S. federal law that established the government's responsibility to promote maximum employment, production, and purchasing power, laying the foundation for modern macroeconomic policy and creating the Council of Economic Advisers.
  • E. Fair Labor Standards Amendments of 1966
    The Fair Labor Standards Amendments of 1966 were U.S. federal legislative changes that expanded minimum wage and overtime protections to additional categories of workers and industries under the Fair Labor Standards Act.
  • 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_69aed9618b04819081750d979d2af098 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aeface7a788190a0e4e549a6816f91 completed March 9, 2026, 4:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69b562948c9081909054a756794e8576 completed March 14, 2026, 1:28 p.m.
NEDg Description generation batch_69b563b3db0481909f3dd2a9e6a88e6e completed March 14, 2026, 1:33 p.m.
NED2 Entity disambiguation (via description) batch_69b567e223cc8190aa1d7e827e6c70fd completed March 14, 2026, 1:51 p.m.
Created at: March 9, 2026, 3:35 p.m.