Triple
T22631868
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ngcobo, Cape Province, Union of South Africa |
E558573
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Ngcobo Local Municipality
Ngcobo Local Municipality is a local government area in South Africa’s Eastern Cape province that administers the town of Ngcobo and its surrounding rural communities.
|
E1567356
|
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: Ngcobo Local Municipality | Statement: [Ngcobo, Cape Province, Union of South Africa, partOf, Ngcobo Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ngcobo Local Municipality Context triple: [Ngcobo, Cape Province, Union of South Africa, partOf, Ngcobo Local Municipality]
-
A.
Nquthu Local Municipality
Nquthu Local Municipality is a local government area in the uMzinyathi District of KwaZulu-Natal, South Africa, responsible for providing municipal services and governance to its predominantly rural communities.
-
B.
Ngqushwa Local Municipality
Ngqushwa Local Municipality is a local government area in South Africa’s Eastern Cape province, forming part of the Amathole District and encompassing mainly rural communities and small towns.
-
C.
Nyandeni Local Municipality
Nyandeni Local Municipality is a local government area in South Africa’s Eastern Cape province, known for its predominantly rural communities and traditional Xhosa cultural heritage.
-
D.
Umsobomvu Local Municipality
Umsobomvu Local Municipality is a former local government area in South Africa’s Northern Cape Province that administered small towns and rural communities including Colesberg.
-
E.
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.
- 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: Ngcobo Local Municipality Triple: [Ngcobo, Cape Province, Union of South Africa, partOf, Ngcobo Local Municipality]
Generated description
Ngcobo Local Municipality is a local government area in South Africa’s Eastern Cape province that administers the town of Ngcobo and its surrounding rural communities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ngcobo Local Municipality Target entity description: Ngcobo Local Municipality is a local government area in South Africa’s Eastern Cape province that administers the town of Ngcobo and its surrounding rural communities.
-
A.
Nquthu Local Municipality
Nquthu Local Municipality is a local government area in the uMzinyathi District of KwaZulu-Natal, South Africa, responsible for providing municipal services and governance to its predominantly rural communities.
-
B.
Ngqushwa Local Municipality
Ngqushwa Local Municipality is a local government area in South Africa’s Eastern Cape province, forming part of the Amathole District and encompassing mainly rural communities and small towns.
-
C.
Nyandeni Local Municipality
Nyandeni Local Municipality is a local government area in South Africa’s Eastern Cape province, known for its predominantly rural communities and traditional Xhosa cultural heritage.
-
D.
Umsobomvu Local Municipality
Umsobomvu Local Municipality is a former local government area in South Africa’s Northern Cape Province that administered small towns and rural communities including Colesberg.
-
E.
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.
- 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_69e245467d9881908d6985bd0db7a1f1 |
completed | April 17, 2026, 2:35 p.m. |
| NER | Named-entity recognition | batch_69f17009ecb0819082f94505b0e2c5b8 |
completed | April 29, 2026, 2:42 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0bf28f11c481908d5e464f31aeada3 |
completed | May 19, 2026, 5:18 a.m. |
| NEDg | Description generation | batch_6a0c0517a94881908591617655e65abc |
completed | May 19, 2026, 6:37 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0c056071648190b28406ecfb23473c |
completed | May 19, 2026, 6:38 a.m. |
Created at: April 17, 2026, 3:02 p.m.