Triple

T11061017
Position Surface form Disambiguated ID Type / Status
Subject Education and Training Act 2020 E261505 entity
Predicate replaces P101 FINISHED
Object Industry Training and Apprenticeships Act 1992
The Industry Training and Apprenticeships Act 1992 was a New Zealand law that established the framework for industry-based vocational education and apprenticeship training prior to its replacement by the Education and Training Act 2020.
E902491 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: Industry Training and Apprenticeships Act 1992 | Statement: [Education and Training Act 2020, replaces, Industry Training and Apprenticeships Act 1992]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Industry Training and Apprenticeships Act 1992
Context triple: [Education and Training Act 2020, replaces, Industry Training and Apprenticeships Act 1992]
  • A. Apprenticeships, Skills, Children and Learning Act 2009
    The Apprenticeships, Skills, Children and Learning Act 2009 is a UK law that overhauled the vocational education and training system, including establishing the statutory framework for regulating qualifications and apprenticeships.
  • B. Employment Relations Act 2000
    The Employment Relations Act 2000 is New Zealand’s primary labour law statute that sets out the legal framework for employment relationships, workers’ rights, and dispute resolution.
  • C. 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.
  • D. Job Training Partnership Act
    The Job Training Partnership Act was a major U.S. federal law enacted in 1982 that funded job training and employment programs for disadvantaged youth and unemployed adults through partnerships between government and the private sector.
  • E. 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.
  • 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: Industry Training and Apprenticeships Act 1992
Triple: [Education and Training Act 2020, replaces, Industry Training and Apprenticeships Act 1992]
Generated description
The Industry Training and Apprenticeships Act 1992 was a New Zealand law that established the framework for industry-based vocational education and apprenticeship training prior to its replacement by the Education and Training Act 2020.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Industry Training and Apprenticeships Act 1992
Target entity description: The Industry Training and Apprenticeships Act 1992 was a New Zealand law that established the framework for industry-based vocational education and apprenticeship training prior to its replacement by the Education and Training Act 2020.
  • A. Apprenticeships, Skills, Children and Learning Act 2009
    The Apprenticeships, Skills, Children and Learning Act 2009 is a UK law that overhauled the vocational education and training system, including establishing the statutory framework for regulating qualifications and apprenticeships.
  • B. Employment Relations Act 2000
    The Employment Relations Act 2000 is New Zealand’s primary labour law statute that sets out the legal framework for employment relationships, workers’ rights, and dispute resolution.
  • C. 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.
  • D. Job Training Partnership Act
    The Job Training Partnership Act was a major U.S. federal law enacted in 1982 that funded job training and employment programs for disadvantaged youth and unemployed adults through partnerships between government and the private sector.
  • E. 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.
  • 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_69d6aa98650481908609c7c56bfa7902 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d798ea834c819099401e69f995c59f completed April 9, 2026, 12:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3c887d2148190b19c91b6eb548494 completed April 18, 2026, 6:08 p.m.
NEDg Description generation batch_69e3cadf271081908d2b794a4288892a completed April 18, 2026, 6:18 p.m.
NED2 Entity disambiguation (via description) batch_69e3cf08cf108190966b4abd0514a6ea completed April 18, 2026, 6:35 p.m.
Created at: April 8, 2026, 9:26 p.m.