Triple
T23562031
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Empangeni |
E579267
|
entity |
| Predicate | governingBody |
P46
|
FINISHED |
| Object | uMhlathuze Local Municipality Council |
—
|
NE NERFINISHED |
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: uMhlathuze Local Municipality Council | Statement: [Empangeni, governingBody, uMhlathuze Local Municipality Council]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: uMhlathuze Local Municipality Council Context triple: [Empangeni, governingBody, uMhlathuze Local Municipality Council]
-
A.
uMhlathuze Local Municipality
chosen
uMhlathuze Local Municipality is a local government area in KwaZulu-Natal, South Africa, that includes the industrial port city of Richards Bay and surrounding communities.
-
B.
Inxuba Yethemba Local Municipality Council
The Inxuba Yethemba Local Municipality Council is the elected local government body responsible for municipal administration and service delivery in the Inxuba Yethemba area of South Africa’s Eastern Cape, including the town of Cradock.
-
C.
uMuziwabantu Local Municipality
uMuziwabantu Local Municipality is a local government area in the Ugu District of KwaZulu-Natal, South Africa, responsible for providing municipal services and governance to its constituent communities.
-
D.
Emalahleni Local Municipality Council
The Emalahleni Local Municipality Council is the elected local government body responsible for municipal governance and service delivery in the Emalahleni area of South Africa’s Eastern Cape province.
-
E.
Msunduzi Local Municipality Council
The Msunduzi Local Municipality Council is the elected local government body responsible for municipal governance, service delivery, and policy-making in the city of Pietermaritzburg and its surrounding areas in South Africa.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69e245fe24588190888f3aec8407d8e3 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f1af68cddc8190ab9d0b7ee1f157ed |
completed | April 29, 2026, 7:12 a.m. |
Created at: April 17, 2026, 6:23 p.m.