Triple
T13364584
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Namakwa District Municipality |
E318905
|
entity |
| Predicate | hasLocalMunicipality |
P47323
|
FINISHED |
| Object |
Hantam Local Municipality
Hantam Local Municipality is a local government area in the Northern Cape province of South Africa, known for its sparsely populated semi-arid landscapes and small rural towns.
|
E1131290
|
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: Hantam Local Municipality | Statement: [Namakwa District Municipality, hasLocalMunicipality, Hantam Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hantam Local Municipality Context triple: [Namakwa District Municipality, hasLocalMunicipality, Hantam Local Municipality]
-
A.
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.
-
B.
Moqhaka Local Municipality
Moqhaka Local Municipality is a local government area in South Africa’s Free State province that includes the town of Kroonstad and surrounding communities.
-
C.
Matzikama Local Municipality
Matzikama Local Municipality is a local government area in South Africa’s Western Cape province, situated within the West Coast region and encompassing several rural and semi-urban communities.
-
D.
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.
-
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: Hantam Local Municipality Triple: [Namakwa District Municipality, hasLocalMunicipality, Hantam Local Municipality]
Generated description
Hantam Local Municipality is a local government area in the Northern Cape province of South Africa, known for its sparsely populated semi-arid landscapes and small rural towns.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hantam Local Municipality Target entity description: Hantam Local Municipality is a local government area in the Northern Cape province of South Africa, known for its sparsely populated semi-arid landscapes and small rural towns.
-
A.
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.
-
B.
Moqhaka Local Municipality
Moqhaka Local Municipality is a local government area in South Africa’s Free State province that includes the town of Kroonstad and surrounding communities.
-
C.
Matzikama Local Municipality
Matzikama Local Municipality is a local government area in South Africa’s Western Cape province, situated within the West Coast region and encompassing several rural and semi-urban communities.
-
D.
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.
-
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_69d806b7bbac8190b85278c87fa7aff3 |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69da628c71ac81908cfa36342077766e |
completed | April 11, 2026, 3:02 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fe967a96708190b8688e84fdb270b0 |
completed | May 9, 2026, 2:05 a.m. |
| NEDg | Description generation | batch_69fe97c0a3688190a9f55376a1d7ad87 |
completed | May 9, 2026, 2:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fe985cec608190888733cdc5bd71ea |
completed | May 9, 2026, 2:13 a.m. |
Created at: April 9, 2026, 9:32 p.m.