Triple

T22751896

Position	Surface form	Disambiguated ID	Type / Status
Subject	Govan Mbeki Local Municipality	`E562722`	entity
Predicate	borderedBy	`P224`	FINISHED
Object	Dipaleseng Local Municipality Dipaleseng Local Municipality is a local government area in the Mpumalanga province of South Africa, responsible for administering and providing services to the communities within its jurisdiction.	`E1592212`	NE FINISHED

How this triple was built (3 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: Dipaleseng Local Municipality | Statement: [Govan Mbeki Local Municipality, borderedBy, Dipaleseng Local Municipality]

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

Target entity: Dipaleseng Local Municipality
Context triple: [Govan Mbeki Local Municipality, borderedBy, Dipaleseng Local Municipality]

A. Maruleng Local Municipality
Maruleng Local Municipality is a local government area in South Africa’s Limpopo province, known for its rural communities and proximity to major wildlife and tourism attractions such as the Kruger National Park.
B. Moqhaka Local Municipality
Moqhaka Local Municipality is a local government area in South Africa’s Free State province that includes the town of Kroonstad and surrounding communities.
C. Kagisano-Molopo Local Municipality
Kagisano-Molopo Local Municipality is a rural local municipality in South Africa’s North West province, known for its dispersed settlements and cross-border location near Botswana.
D. Tswelopele Local Municipality
Tswelopele Local Municipality is a local government area in South Africa’s Free State province, responsible for providing municipal services and administration within its jurisdiction.
E. Kou-Kamma Local Municipality
Kou-Kamma Local Municipality is a rural local government area in South Africa’s Eastern Cape province, known for its agricultural communities, forestry, and tourism centered around the Tsitsikamma region.
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: Dipaleseng Local Municipality
Triple: [Govan Mbeki Local Municipality, borderedBy, Dipaleseng Local Municipality]

Generated description

Dipaleseng Local Municipality is a local government area in the Mpumalanga province of South Africa, responsible for administering and providing services to the communities within its jurisdiction.

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_69e24551ec7881909a9c924dbea155f6`	completed	April 17, 2026, 2:36 p.m.
NER	Named-entity recognition	`batch_69f179b9ac348190bff4dc470931f7e3`	completed	April 29, 2026, 3:23 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a0cdf21ac008190bc5a6fe32f4b4b50`	completed	May 19, 2026, 10:07 p.m.
NEDg	Description generation	`batch_6a0ce4602a408190b4357d98cf16477a`	completed	May 19, 2026, 10:29 p.m.
NED2	Entity disambiguation (via description)	`batch_6a0d721bdae08190a06f48a6073c5351`	completed	May 20, 2026, 8:34 a.m.

Created at: April 17, 2026, 3:24 p.m.