Triple
T16259595
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | TEQSA |
E394719
|
entity |
| Predicate | usesStandardsFramework |
P1587
|
FINISHED |
| Object |
Higher Education Standards Framework
The Higher Education Standards Framework is Australia’s national regulatory framework that sets out the minimum quality and accountability requirements for higher education providers.
|
E1201682
|
NE FINISHED |
How this triple was built (5 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: Higher Education Standards Framework | Statement: [TEQSA, usesStandardsFramework, Higher Education Standards Framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Education Standards Framework Context triple: [TEQSA, usesStandardsFramework, Higher Education Standards Framework]
-
A.
Australian Qualifications Framework
The Australian Qualifications Framework is the national policy that standardizes and regulates qualifications across Australia’s education and training sectors, including schools, vocational education, and higher education.
-
B.
Standards and Guidelines for Quality Assurance in the European Higher Education Area
The Standards and Guidelines for Quality Assurance in the European Higher Education Area (ESG) are a set of common principles and criteria that underpin and harmonize internal and external quality assurance systems across European higher education institutions.
-
C.
Queensland vocational education and training framework
The Queensland vocational education and training framework is the state’s regulatory and policy system that oversees the delivery, quality, and accreditation of vocational education and training providers in Queensland.
-
D.
Teaching Excellence Framework
The Teaching Excellence Framework is a UK government initiative that assesses and rates the quality of teaching, learning, and student outcomes in higher education institutions.
-
E.
Technical and Further Education in Australia
Technical and Further Education in Australia is a national vocational education and training system that provides practical, career-focused courses through public TAFE institutes and related providers.
- 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: Higher Education Standards Framework Triple: [TEQSA, usesStandardsFramework, Higher Education Standards Framework]
Generated description
The Higher Education Standards Framework is Australia’s national regulatory framework that sets out the minimum quality and accountability requirements for higher education providers.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Higher Education Standards Framework Target entity description: The Higher Education Standards Framework is Australia’s national regulatory framework that sets out the minimum quality and accountability requirements for higher education providers.
-
A.
Australian Qualifications Framework
The Australian Qualifications Framework is the national policy that standardizes and regulates qualifications across Australia’s education and training sectors, including schools, vocational education, and higher education.
-
B.
Standards and Guidelines for Quality Assurance in the European Higher Education Area
The Standards and Guidelines for Quality Assurance in the European Higher Education Area (ESG) are a set of common principles and criteria that underpin and harmonize internal and external quality assurance systems across European higher education institutions.
-
C.
Queensland vocational education and training framework
The Queensland vocational education and training framework is the state’s regulatory and policy system that oversees the delivery, quality, and accreditation of vocational education and training providers in Queensland.
-
D.
Teaching Excellence Framework
The Teaching Excellence Framework is a UK government initiative that assesses and rates the quality of teaching, learning, and student outcomes in higher education institutions.
-
E.
Technical and Further Education in Australia
Technical and Further Education in Australia is a national vocational education and training system that provides practical, career-focused courses through public TAFE institutes and related providers.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: usesStandardsFramework Context triple: [TEQSA, usesStandardsFramework, Higher Education Standards Framework]
-
A.
usesStandard
chosen
Indicates that one entity adopts, follows, or operates according to a specified standard defined by another entity or reference.
-
B.
usesAccreditationStandard
Indicates that one entity applies, follows, or bases its processes or evaluations on a specified accreditation standard.
-
C.
hasAcademicStandard
Indicates that an entity is associated with, aligned to, or governed by a specified academic or educational standard.
-
D.
isStandardOf
Indicates that something serves as the recognized norm, reference, or benchmark by which another thing is defined, measured, or evaluated.
-
E.
includesStandard
Indicates that one entity contains, incorporates, or makes use of a particular standard as part of its definition, implementation, or specification.
- F. None of above.
Provenance (6 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_69d87f221d8081909b0b2063e7528ba2 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e245c3082c8190a1c9f92b255fdbb6 |
completed | April 17, 2026, 2:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a000eee110c819088d99b80435ab70b |
completed | May 10, 2026, 4:51 a.m. |
| NEDg | Description generation | batch_6a000f7e6338819099598bc22d31cd22 |
completed | May 10, 2026, 4:54 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a001025300c819084933d9c6d19fe97 |
completed | May 10, 2026, 4:57 a.m. |
| PD | Predicate disambiguation | batch_69e219f259e88190bf49d8408c04178e |
completed | April 17, 2026, 11:30 a.m. |
Created at: April 10, 2026, 5:04 a.m.