Triple

T770195
Position Surface form Disambiguated ID Type / Status
Subject 87th United States Congress E16263 entity
Predicate passedLegislation P6890 FINISHED
Object 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.
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 of 1962 | Statement: [87th United States Congress, passedLegislation, Manpower Development and Training Act of 1962]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Manpower Development and Training Act of 1962
Context triple: [87th United States Congress, passedLegislation, Manpower Development and Training Act of 1962]
  • A. 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.
  • B. Economic Opportunity Act of 1964
    The Economic Opportunity Act of 1964 was a landmark U.S. federal law that launched key anti-poverty programs such as Job Corps, Head Start, and community action agencies as part of President Lyndon B. Johnson’s War on Poverty.
  • C. Higher Education Act of 1965
    The Higher Education Act of 1965 is a landmark U.S. federal law that expanded access to college through financial aid programs such as grants, loans, and work-study, forming a core part of President Lyndon B. Johnson’s education reforms.
  • D. Full Employment and Balanced Growth Act of 1978
    The Full Employment and Balanced Growth Act of 1978, also known as the Humphrey–Hawkins Act, is a U.S. law that set national goals for full employment, price stability, and economic growth while formalizing the Federal Reserve’s responsibility for monetary policy reporting and objectives.
  • E. Elementary and Secondary Education Act of 1965
    The Elementary and Secondary Education Act of 1965 is a landmark U.S. federal law that greatly expanded federal funding and support for public K–12 education, particularly for disadvantaged students.
  • 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 of 1962
Triple: [87th United States Congress, passedLegislation, Manpower Development and Training Act of 1962]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Manpower Development and Training Act of 1962
Target entity description: 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.
  • A. 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.
  • B. Economic Opportunity Act of 1964
    The Economic Opportunity Act of 1964 was a landmark U.S. federal law that launched key anti-poverty programs such as Job Corps, Head Start, and community action agencies as part of President Lyndon B. Johnson’s War on Poverty.
  • C. Higher Education Act of 1965
    The Higher Education Act of 1965 is a landmark U.S. federal law that expanded access to college through financial aid programs such as grants, loans, and work-study, forming a core part of President Lyndon B. Johnson’s education reforms.
  • D. Full Employment and Balanced Growth Act of 1978
    The Full Employment and Balanced Growth Act of 1978, also known as the Humphrey–Hawkins Act, is a U.S. law that set national goals for full employment, price stability, and economic growth while formalizing the Federal Reserve’s responsibility for monetary policy reporting and objectives.
  • E. Elementary and Secondary Education Act of 1965
    The Elementary and Secondary Education Act of 1965 is a landmark U.S. federal law that greatly expanded federal funding and support for public K–12 education, particularly for disadvantaged students.
  • 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_69a49369a0848190af883934cee3db4c completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a704fb148190b203a5bdd77e961c completed March 1, 2026, 8:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69a66678f7ac819095eafccf44c6588e completed March 3, 2026, 4:41 a.m.
NEDg Description generation batch_69a6698255d4819095df00abfe896eac completed March 3, 2026, 4:54 a.m.
NED2 Entity disambiguation (via description) batch_69a66a495cf08190b3a2e2002c089634 completed March 3, 2026, 4:57 a.m.
Created at: March 1, 2026, 7:37 p.m.