Triple
T16052608
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Swartland Local Municipality |
E389391
|
entity |
| Predicate | hasCouncil |
P2820
|
FINISHED |
| Object | Swartland Municipal Council |
E389391
|
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: Swartland Municipal Council | Statement: [Swartland Local Municipality, hasCouncil, Swartland Municipal Council]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Swartland Municipal Council Context triple: [Swartland Local Municipality, hasCouncil, Swartland Municipal Council]
-
A.
Swartland Local Municipality
chosen
Swartland Local Municipality is a local government area in the Western Cape province of South Africa, known for its agricultural landscape and towns such as Malmesbury and Riebeek-Wes.
-
B.
Overberg District Municipality Council
The Overberg District Municipality Council is the elected legislative and decision-making body responsible for overseeing governance, service delivery, and development planning in South Africa’s Overberg District.
-
C.
Dr Beyers Naudé Local Municipality
Dr Beyers Naudé Local Municipality is a local government area in South Africa’s Eastern Cape province, named after anti-apartheid cleric Beyers Naudé and administered from the town of Graaff-Reinet.
-
D.
Swellendam Local Municipality
Swellendam Local Municipality is a local government area in South Africa’s Western Cape province, centered on the historic town of Swellendam and forming part of the Overberg region.
-
E.
Stellenbosch Local Municipality
Stellenbosch Local Municipality is a local government area in South Africa’s Western Cape province that administers the historic university town of Stellenbosch and surrounding settlements, including Franschhoek.
- 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_69d86dae698881908327ef2d67706cb9 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e1836365688190b182f29bbb66127e |
completed | April 17, 2026, 12:48 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffdbe2d87c8190ba7f16feb018e70c |
completed | May 10, 2026, 1:14 a.m. |
Created at: April 10, 2026, 4:56 a.m.