Triple

T5403103
Position Surface form Disambiguated ID Type / Status
Subject Ofqual E120826 entity
Predicate legalBasis P125 FINISHED
Object 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.
E516861 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: Apprenticeships, Skills, Children and Learning Act 2009 | Statement: [Ofqual, legalBasis, Apprenticeships, Skills, Children and Learning Act 2009]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Apprenticeships, Skills, Children and Learning Act 2009
Context triple: [Ofqual, legalBasis, Apprenticeships, Skills, Children and Learning Act 2009]
  • A. Education and Training Act 2020
    The Education and Training Act 2020 is New Zealand’s primary education law that consolidates and modernises the legal framework governing early childhood, primary, secondary, and tertiary education.
  • B. Education Act 2011
    The Education Act 2011 is a major UK law that reformed the school system, including academies, teacher regulation, discipline, and qualifications, to increase autonomy and accountability in education.
  • C. Education Act 2002
    The Education Act 2002 is a key piece of UK legislation that reformed the school system in England and Wales, setting out the legal framework for school standards, governance, curriculum, and teacher regulation.
  • D. Jobseekers Act 1995
    The Jobseekers Act 1995 is a UK law that reformed unemployment benefits and introduced the framework for Jobseeker’s Allowance, linking financial support to active job search requirements.
  • E. 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.
  • 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: Apprenticeships, Skills, Children and Learning Act 2009
Triple: [Ofqual, legalBasis, Apprenticeships, Skills, Children and Learning Act 2009]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Apprenticeships, Skills, Children and Learning Act 2009
Target entity description: 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.
  • A. Education and Training Act 2020
    The Education and Training Act 2020 is New Zealand’s primary education law that consolidates and modernises the legal framework governing early childhood, primary, secondary, and tertiary education.
  • B. Education Act 2011
    The Education Act 2011 is a major UK law that reformed the school system, including academies, teacher regulation, discipline, and qualifications, to increase autonomy and accountability in education.
  • C. Education Act 2002
    The Education Act 2002 is a key piece of UK legislation that reformed the school system in England and Wales, setting out the legal framework for school standards, governance, curriculum, and teacher regulation.
  • D. Jobseekers Act 1995
    The Jobseekers Act 1995 is a UK law that reformed unemployment benefits and introduced the framework for Jobseeker’s Allowance, linking financial support to active job search requirements.
  • E. 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.
  • 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_69bd46391c0c81909fa484446732b6a3 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd87731c1c81909a4dc865282bd289 completed March 20, 2026, 5:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf3388c10481908235da34ef509d37 completed March 22, 2026, 12:10 a.m.
NEDg Description generation batch_69bf341c35088190ae60de75d289ce3c completed March 22, 2026, 12:13 a.m.
NED2 Entity disambiguation (via description) batch_69bf34c52d108190ab3d1c287e745976 completed March 22, 2026, 12:16 a.m.
Created at: March 20, 2026, 2:04 p.m.