Triple
T6297599
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Vhembe District Municipality |
E141169
|
entity |
| Predicate | contains |
P35
|
FINISHED |
| Object |
Makhado Local Municipality
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.
|
E609977
|
NE FINISHED |
How this triple was built (4 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: [Vhembe District Municipality, contains, Makhado Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Makhado Local Municipality Context triple: [Vhembe District Municipality, contains, Makhado Local Municipality]
-
A.
Polokwane Local Municipality
Polokwane Local Municipality is a local government area in Limpopo Province, South Africa, that includes the city of Polokwane and surrounding communities.
-
B.
Mogale City Local Municipality
Mogale City Local Municipality is a local government area in South Africa’s Gauteng province that encompasses Krugersdorp and surrounding towns on the West Rand.
-
C.
Ditsobotla Local Municipality
Ditsobotla Local Municipality is a local government area in South Africa’s North West province that administers the town of Lichtenburg and its surrounding communities.
-
D.
Thaba Chweu Local Municipality
Thaba Chweu Local Municipality is a local government area in Mpumalanga, South Africa, known for encompassing the historic gold-mining town of Pilgrim’s Rest and parts of the scenic Panorama Route.
-
E.
Molemole Local Municipality
Molemole Local Municipality is a local government area in the Capricorn District of Limpopo Province, South Africa, responsible for providing municipal services and local administration to its communities.
- 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: Makhado Local Municipality Triple: [Vhembe District Municipality, contains, Makhado Local Municipality]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Makhado Local Municipality Target entity description: 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.
-
A.
Polokwane Local Municipality
Polokwane Local Municipality is a local government area in Limpopo Province, South Africa, that includes the city of Polokwane and surrounding communities.
-
B.
Mogale City Local Municipality
Mogale City Local Municipality is a local government area in South Africa’s Gauteng province that encompasses Krugersdorp and surrounding towns on the West Rand.
-
C.
Ditsobotla Local Municipality
Ditsobotla Local Municipality is a local government area in South Africa’s North West province that administers the town of Lichtenburg and its surrounding communities.
-
D.
Thaba Chweu Local Municipality
Thaba Chweu Local Municipality is a local government area in Mpumalanga, South Africa, known for encompassing the historic gold-mining town of Pilgrim’s Rest and parts of the scenic Panorama Route.
-
E.
Molemole Local Municipality
Molemole Local Municipality is a local government area in the Capricorn District of Limpopo Province, South Africa, responsible for providing municipal services and local administration to its communities.
- F. None of above. chosen
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_69c008cdf2ac8190bb640c94478fb4ed |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c0643bd0748190af7abbebb6f94242 |
completed | March 22, 2026, 9:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c6eec399f8819096e1db3ff6abd280 |
completed | March 27, 2026, 8:55 p.m. |
| NEDg | Description generation | batch_69c6f09ea58c8190bfd8a183581b5a5a |
completed | March 27, 2026, 9:03 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c6f1a0935881908afc30ce76bdf76f |
completed | March 27, 2026, 9:07 p.m. |
Created at: March 22, 2026, 4:27 p.m.