Triple
T13065990
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Upington |
E329324
|
entity |
| Predicate | districtMunicipality |
P852
|
FINISHED |
| Object |
ZFM District Municipality
ZFM District Municipality is a local government area in South Africa’s Northern Cape province that includes the town of Upington among its key settlements.
|
E1020738
|
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: ZFM District Municipality | Statement: [Upington, districtMunicipality, ZFM District Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: ZFM District Municipality Context triple: [Upington, districtMunicipality, ZFM District Municipality]
-
A.
Fezile Dabi District Municipality
Fezile Dabi District Municipality is an administrative district in South Africa’s Free State province, known for its agricultural economy and towns such as Sasolburg and Kroonstad.
-
B.
Joe Gqabi District Municipality
Joe Gqabi District Municipality is a local government district in South Africa’s Eastern Cape province, known for its largely rural character and administrative center in the town of Aliwal North.
-
C.
Alfred Nzo District Municipality
Alfred Nzo District Municipality is a local government district in South Africa’s Eastern Cape province, named after anti-apartheid activist Alfred Nzo and comprising several rural towns and communities.
-
D.
Boland District Municipality
Boland District Municipality was the former name of the Cape Winelands District Municipality, a local government area in South Africa’s Western Cape province known for its wine-producing regions.
-
E.
Vhembe District Municipality
Vhembe District Municipality is a largely rural district in the northern part of South Africa’s Limpopo province, bordering Zimbabwe and Mozambique and known for its strong Venda cultural presence and agricultural activities.
- 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: ZFM District Municipality Triple: [Upington, districtMunicipality, ZFM District Municipality]
Generated description
ZFM District Municipality is a local government area in South Africa’s Northern Cape province that includes the town of Upington among its key settlements.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: ZFM District Municipality Target entity description: ZFM District Municipality is a local government area in South Africa’s Northern Cape province that includes the town of Upington among its key settlements.
-
A.
Fezile Dabi District Municipality
Fezile Dabi District Municipality is an administrative district in South Africa’s Free State province, known for its agricultural economy and towns such as Sasolburg and Kroonstad.
-
B.
Joe Gqabi District Municipality
Joe Gqabi District Municipality is a local government district in South Africa’s Eastern Cape province, known for its largely rural character and administrative center in the town of Aliwal North.
-
C.
Alfred Nzo District Municipality
Alfred Nzo District Municipality is a local government district in South Africa’s Eastern Cape province, named after anti-apartheid activist Alfred Nzo and comprising several rural towns and communities.
-
D.
Boland District Municipality
Boland District Municipality was the former name of the Cape Winelands District Municipality, a local government area in South Africa’s Western Cape province known for its wine-producing regions.
-
E.
Vhembe District Municipality
Vhembe District Municipality is a largely rural district in the northern part of South Africa’s Limpopo province, bordering Zimbabwe and Mozambique and known for its strong Venda cultural presence and agricultural activities.
- 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_69d80771749c81909a6d9197b9504872 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d980eb81948190b27eb9ae19978079 |
completed | April 10, 2026, 10:59 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6d603419c8190b8d1726365db59dc |
completed | May 3, 2026, 4:58 a.m. |
| NEDg | Description generation | batch_69f6d943a80c81909bc39b9a9ef303bd |
completed | May 3, 2026, 5:12 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6da1e56388190b536831b2c6d493f |
completed | May 3, 2026, 5:16 a.m. |
Created at: April 9, 2026, 8:59 p.m.