Triple
T22296181
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Blouberg Local Municipality |
E551126
|
entity |
| Predicate | borderedBy |
P224
|
FINISHED |
| Object | Makhado Local Municipality |
—
|
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: Makhado Local Municipality | Statement: [Blouberg Local Municipality, borderedBy, Makhado Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Makhado Local Municipality Context triple: [Blouberg Local Municipality, borderedBy, Makhado Local Municipality]
-
A.
Makhado Local Municipality
chosen
Makhado Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, centered around the town of Louis Trichardt and known for its predominantly rural communities and agricultural economy.
-
B.
Makhuduthamaga Local Municipality
Makhuduthamaga Local Municipality is a rural local municipality in Limpopo Province, South Africa, situated in the Sekhukhune District and comprising several villages and small towns.
-
C.
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.
-
D.
Matjhabeng Local Municipality
Matjhabeng Local Municipality is a local government authority in South Africa’s Free State province that administers Welkom and surrounding towns in the goldfields region.
-
E.
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.
- 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_69e11e45fb848190a1b2ae21296e3a5f |
completed | April 16, 2026, 5:37 p.m. |
| NER | Named-entity recognition | batch_69f1571fe76c8190a40b3679802a5475 |
completed | April 29, 2026, 12:56 a.m. |
Created at: April 16, 2026, 8:41 p.m.