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.