Triple
T11976298
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Emfuleni Local Municipality |
E285048
|
entity |
| Predicate | borderedBy |
P224
|
FINISHED |
| Object | Ngwathe Local Municipality |
E406478
|
NE FINISHED |
How this triple was built (2 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: Ngwathe Local Municipality | Statement: [Emfuleni Local Municipality, borderedBy, Ngwathe Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ngwathe Local Municipality Context triple: [Emfuleni Local Municipality, borderedBy, Ngwathe Local Municipality]
-
A.
Ngwathe Local Municipality
chosen
Ngwathe Local Municipality is a local government area in South Africa’s Free State province that administers several towns and communities, including Heilbron.
-
B.
Umvoti Local Municipality
Umvoti Local Municipality is a local government area in the KwaZulu-Natal province of South Africa, centered around the town of Greytown and responsible for providing municipal services and governance to its surrounding communities.
-
C.
Thulamela Local Municipality
Thulamela Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, known for encompassing parts of the culturally significant Thulamela archaeological site and surrounding communities.
-
D.
Okhahlamba Local Municipality
Okhahlamba Local Municipality is a local government area in the uThukela District of KwaZulu-Natal, South Africa, known for encompassing much of the Drakensberg mountain region and its surrounding rural communities.
-
E.
Umdoni Local Municipality
Umdoni Local Municipality is a local government area on the south coast of KwaZulu-Natal, South Africa, responsible for providing municipal services and governance to its constituent communities.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6ab2eaeb881909f7914758f859413 |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d903926690819090e7ce982f103457 |
completed | April 10, 2026, 2:05 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f78ac420788190b12167aef7436c64 |
completed | May 3, 2026, 5:49 p.m. |
Created at: April 8, 2026, 9:46 p.m.