Triple
T6472600
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mopani District Municipality |
E145990
|
entity |
| Predicate | containsLocalMunicipality |
P47323
|
FINISHED |
| Object |
Maruleng Local Municipality
Maruleng Local Municipality is a local government area in South Africa’s Limpopo province, known for its rural communities and proximity to major wildlife and tourism attractions such as the Kruger National Park.
|
E628734
|
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: Maruleng Local Municipality | Statement: [Mopani District Municipality, containsLocalMunicipality, Maruleng Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Maruleng Local Municipality Context triple: [Mopani District Municipality, containsLocalMunicipality, Maruleng Local Municipality]
-
A.
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.
-
B.
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.
-
C.
Metsimaholo Local Municipality
Metsimaholo Local Municipality is a local government area in South Africa’s Free State province that includes the industrial and urban centers around Sasolburg within the Vaal Triangle region.
-
D.
Langeberg Local Municipality
Langeberg Local Municipality is a local government area in South Africa’s Western Cape province that administers several rural towns and farming communities, including Bonnievale.
-
E.
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.
- 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: Maruleng Local Municipality Triple: [Mopani District Municipality, containsLocalMunicipality, Maruleng Local Municipality]
Generated description
Maruleng Local Municipality is a local government area in South Africa’s Limpopo province, known for its rural communities and proximity to major wildlife and tourism attractions such as the Kruger National Park.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Maruleng Local Municipality Target entity description: Maruleng Local Municipality is a local government area in South Africa’s Limpopo province, known for its rural communities and proximity to major wildlife and tourism attractions such as the Kruger National Park.
-
A.
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.
-
B.
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.
-
C.
Metsimaholo Local Municipality
Metsimaholo Local Municipality is a local government area in South Africa’s Free State province that includes the industrial and urban centers around Sasolburg within the Vaal Triangle region.
-
D.
Langeberg Local Municipality
Langeberg Local Municipality is a local government area in South Africa’s Western Cape province that administers several rural towns and farming communities, including Bonnievale.
-
E.
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.
- 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_69c008fec7408190af7b146dc63d9750 |
completed | March 22, 2026, 3:21 p.m. |
| NER | Named-entity recognition | batch_69c06a3188488190a1b7452ede91ba5e |
completed | March 22, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c75101ed10819083d0414fd8b6d86e |
completed | March 28, 2026, 3:54 a.m. |
| NEDg | Description generation | batch_69c752065b808190bf95333afb42b730 |
completed | March 28, 2026, 3:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7528ddd1c8190964a072741315afe |
completed | March 28, 2026, 4:01 a.m. |
Created at: March 22, 2026, 4:50 p.m.