Triple

T23019842

Position	Surface form	Disambiguated ID	Type / Status
Subject	Australian Skills Quality Authority	`E573130`	entity
Predicate	implementsStandard	`P1587`	FINISHED
Object	Standards for Registered Training Organisations Standards for Registered Training Organisations are the national regulatory requirements that govern the quality and operation of vocational education and training providers in Australia.	`E1566570`	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: Standards for Registered Training Organisations | Statement: [Australian Skills Quality Authority, implementsStandard, Standards for Registered Training Organisations]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Standards for Registered Training Organisations
Context triple: [Australian Skills Quality Authority, implementsStandard, Standards for Registered Training Organisations]

A. 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.
B. Victorian Qualifications Framework
The Victorian Qualifications Framework is a structured system that defines and standardises education and training qualifications across the state of Victoria, Australia.
C. Regulated Qualifications Framework
The Regulated Qualifications Framework is the official system used in England and Northern Ireland to classify and compare the level and size of regulated academic and vocational qualifications.
D. 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.
E. Australian Skills Quality Authority
The Australian Skills Quality Authority is the national regulator responsible for overseeing and ensuring the quality of vocational education and training providers across Australia.
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: Standards for Registered Training Organisations
Triple: [Australian Skills Quality Authority, implementsStandard, Standards for Registered Training Organisations]

Generated description

Standards for Registered Training Organisations are the national regulatory requirements that govern the quality and operation of vocational education and training providers in Australia.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Standards for Registered Training Organisations
Target entity description: Standards for Registered Training Organisations are the national regulatory requirements that govern the quality and operation of vocational education and training providers in Australia.

A. 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.
B. Victorian Qualifications Framework
The Victorian Qualifications Framework is a structured system that defines and standardises education and training qualifications across the state of Victoria, Australia.
C. Regulated Qualifications Framework
The Regulated Qualifications Framework is the official system used in England and Northern Ireland to classify and compare the level and size of regulated academic and vocational qualifications.
D. 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.
E. Australian Skills Quality Authority
The Australian Skills Quality Authority is the national regulator responsible for overseeing and ensuring the quality of vocational education and training providers across Australia.
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_69e245b821008190b0e09cb02092aae1`	completed	April 17, 2026, 2:37 p.m.
NER	Named-entity recognition	`batch_69f183e8324c81908b8868d298af66e1`	completed	April 29, 2026, 4:07 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a0bf2ac373481908afa43db415547c0`	completed	May 19, 2026, 5:18 a.m.
NEDg	Description generation	`batch_6a0bfaf8b2148190b30e1230ea4f9eeb`	completed	May 19, 2026, 5:54 a.m.
NED2	Entity disambiguation (via description)	`batch_6a0bfc2cb3288190929731dc4dbf170b`	completed	May 19, 2026, 5:59 a.m.

Created at: April 17, 2026, 3:52 p.m.