Triple

T11044331
Position Surface form Disambiguated ID Type / Status
Subject National Certificate of Educational Achievement E261098 entity
Predicate hasReform P5053 FINISHED
Object NCEA Change Programme announced in late 2010s
The NCEA Change Programme announced in the late 2010s is a comprehensive reform initiative aimed at overhauling New Zealand’s main secondary school qualification system to improve its clarity, fairness, and future readiness.
E901033 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: NCEA Change Programme announced in late 2010s | Statement: [National Certificate of Educational Achievement, hasReform, NCEA Change Programme announced in late 2010s]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: NCEA Change Programme announced in late 2010s
Context triple: [National Certificate of Educational Achievement, hasReform, NCEA Change Programme announced in late 2010s]
  • A. CLERP 9 reforms
    CLERP 9 reforms were a major Australian corporate law reform package introduced in the early 2000s to strengthen corporate governance, financial reporting, and auditor independence in the wake of global corporate scandals.
  • B. 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.
  • C. New Zealand Curriculum
    The New Zealand Curriculum is the national framework that outlines the vision, values, key competencies, and learning areas guiding teaching and learning in New Zealand schools.
  • D. Education Sciences Reform Act of 2002
    The Education Sciences Reform Act of 2002 is a U.S. federal law that overhauled federal education research by creating the Institute of Education Sciences and emphasizing rigorous, evidence-based studies to inform education policy and practice.
  • E. Treaty of Waitangi policy reforms
    The Treaty of Waitangi policy reforms were a series of landmark legislative and institutional changes in New Zealand that strengthened recognition of Māori rights and the Treaty’s legal standing, significantly reshaping Crown–Māori relations.
  • 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: NCEA Change Programme announced in late 2010s
Triple: [National Certificate of Educational Achievement, hasReform, NCEA Change Programme announced in late 2010s]
Generated description
The NCEA Change Programme announced in the late 2010s is a comprehensive reform initiative aimed at overhauling New Zealand’s main secondary school qualification system to improve its clarity, fairness, and future readiness.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: NCEA Change Programme announced in late 2010s
Target entity description: The NCEA Change Programme announced in the late 2010s is a comprehensive reform initiative aimed at overhauling New Zealand’s main secondary school qualification system to improve its clarity, fairness, and future readiness.
  • A. CLERP 9 reforms
    CLERP 9 reforms were a major Australian corporate law reform package introduced in the early 2000s to strengthen corporate governance, financial reporting, and auditor independence in the wake of global corporate scandals.
  • B. 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.
  • C. New Zealand Curriculum
    The New Zealand Curriculum is the national framework that outlines the vision, values, key competencies, and learning areas guiding teaching and learning in New Zealand schools.
  • D. Education Sciences Reform Act of 2002
    The Education Sciences Reform Act of 2002 is a U.S. federal law that overhauled federal education research by creating the Institute of Education Sciences and emphasizing rigorous, evidence-based studies to inform education policy and practice.
  • E. Treaty of Waitangi policy reforms
    The Treaty of Waitangi policy reforms were a series of landmark legislative and institutional changes in New Zealand that strengthened recognition of Māori rights and the Treaty’s legal standing, significantly reshaping Crown–Māori relations.
  • 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_69d6aa979bdc8190bf0e79104cc098c1 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d7982e08548190aec04099cef9453c completed April 9, 2026, 12:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3a9f180688190ab2d1142b30a2836 completed April 18, 2026, 3:57 p.m.
NEDg Description generation batch_69e3ad024ee88190948d5d1c327fd063 completed April 18, 2026, 4:10 p.m.
NED2 Entity disambiguation (via description) batch_69e3b206c7a4819087eb06faa6e1af21 completed April 18, 2026, 4:32 p.m.
Created at: April 8, 2026, 9:26 p.m.