Triple

T4609965

Position	Surface form	Disambiguated ID	Type / Status
Subject	Durban High School	`E100529`	entity
Predicate	governedBy	`P46`	FINISHED
Object	KwaZulu-Natal Department of Education The KwaZulu-Natal Department of Education is the provincial government body responsible for overseeing and administering public schooling and education policy in South Africa’s KwaZulu-Natal province.	`E456234`	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: KwaZulu-Natal Department of Education | Statement: [Durban High School, governedBy, KwaZulu-Natal Department of Education]

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

Target entity: KwaZulu-Natal Department of Education
Context triple: [Durban High School, governedBy, KwaZulu-Natal Department of Education]

A. Northern Cape Department of Education
The Northern Cape Department of Education is the provincial government body responsible for overseeing public schooling and education policy in South Africa’s Northern Cape province.
B. Department of Basic Education
The Department of Basic Education is the South African government ministry responsible for overseeing primary and secondary schooling, curriculum development, and education policy implementation nationwide.
C. Gauteng Provincial Government
The Gauteng Provincial Government is the executive authority responsible for governing South Africa’s Gauteng province, which includes major urban centers like Johannesburg and Pretoria.
D. Department of Bantu Education
The Department of Bantu Education was the apartheid-era South African government body responsible for administering and enforcing racially segregated, inferior education for Black South Africans.
E. uThukela District Municipality
uThukela District Municipality is a local government district in the KwaZulu-Natal province of South Africa, encompassing several towns and rural areas including the regional center of Ladysmith.
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: KwaZulu-Natal Department of Education
Triple: [Durban High School, governedBy, KwaZulu-Natal Department of Education]

Generated description

The KwaZulu-Natal Department of Education is the provincial government body responsible for overseeing and administering public schooling and education policy in South Africa’s KwaZulu-Natal province.

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

Target entity: KwaZulu-Natal Department of Education
Target entity description: The KwaZulu-Natal Department of Education is the provincial government body responsible for overseeing and administering public schooling and education policy in South Africa’s KwaZulu-Natal province.

A. Northern Cape Department of Education
The Northern Cape Department of Education is the provincial government body responsible for overseeing public schooling and education policy in South Africa’s Northern Cape province.
B. Department of Basic Education
The Department of Basic Education is the South African government ministry responsible for overseeing primary and secondary schooling, curriculum development, and education policy implementation nationwide.
C. Gauteng Provincial Government
The Gauteng Provincial Government is the executive authority responsible for governing South Africa’s Gauteng province, which includes major urban centers like Johannesburg and Pretoria.
D. Department of Bantu Education
The Department of Bantu Education was the apartheid-era South African government body responsible for administering and enforcing racially segregated, inferior education for Black South Africans.
E. uThukela District Municipality
uThukela District Municipality is a local government district in the KwaZulu-Natal province of South Africa, encompassing several towns and rural areas including the regional center of Ladysmith.
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_69bd43cce1e08190a07d53af6a9b6c24`	completed	March 20, 2026, 12:55 p.m.
NER	Named-entity recognition	`batch_69bd59be3300819095e548b488c8f75e`	completed	March 20, 2026, 2:29 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69bdfa7e918881908743818e0645da46`	completed	March 21, 2026, 1:55 a.m.
NEDg	Description generation	`batch_69bdfb6fa3fc8190b79b641025710eb1`	completed	March 21, 2026, 1:59 a.m.
NED2	Entity disambiguation (via description)	`batch_69bdfbeddd7c8190955bd3363fec4ca1`	completed	March 21, 2026, 2:01 a.m.

Created at: March 20, 2026, 1:12 p.m.