Triple
T9121928
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | uThukela District Municipality |
E218873
|
entity |
| Predicate | contains |
P35
|
FINISHED |
| Object |
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.
|
E823068
|
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: Okhahlamba Local Municipality | Statement: [uThukela District Municipality, contains, Okhahlamba Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Okhahlamba Local Municipality Context triple: [uThukela District Municipality, contains, Okhahlamba Local Municipality]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Mpofana Local Municipality
Mpofana Local Municipality is a local government area in South Africa’s KwaZulu-Natal province, responsible for providing municipal services and administration within its jurisdiction.
-
E.
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.
- 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: Okhahlamba Local Municipality Triple: [uThukela District Municipality, contains, Okhahlamba Local Municipality]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Okhahlamba Local Municipality Target entity description: 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.
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Mpofana Local Municipality
Mpofana Local Municipality is a local government area in South Africa’s KwaZulu-Natal province, responsible for providing municipal services and administration within its jurisdiction.
-
E.
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.
- 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_69ca83dddd548190983b96c664f7f367 |
completed | March 30, 2026, 2:08 p.m. |
| NER | Named-entity recognition | batch_69cca8b46dac8190bde88205c85f596a |
completed | April 1, 2026, 5:10 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d1cc2ca7a081908f597e9a58920d6e |
completed | April 5, 2026, 2:42 a.m. |
| NEDg | Description generation | batch_69d1ccb043008190a3af47b234520891 |
completed | April 5, 2026, 2:45 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d1cd04694881909ab19cb4c11fbd20 |
completed | April 5, 2026, 2:46 a.m. |
Created at: March 30, 2026, 7:17 p.m.