Triple
T16260591
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ongwediva |
E394742
|
entity |
| Predicate | isPartOfUrbanArea |
P294
|
FINISHED |
| Object |
Oshakati–Ongwediva–Ondangwa urban cluster
The Oshakati–Ongwediva–Ondangwa urban cluster is a major interconnected urban and economic hub in northern Namibia, centered around the closely linked towns of Oshakati, Ongwediva, and Ondangwa.
|
E1201719
|
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: Oshakati–Ongwediva–Ondangwa urban cluster | Statement: [Ongwediva, isPartOfUrbanArea, Oshakati–Ongwediva–Ondangwa urban cluster]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Oshakati–Ongwediva–Ondangwa urban cluster Context triple: [Ongwediva, isPartOfUrbanArea, Oshakati–Ongwediva–Ondangwa urban cluster]
-
A.
Alto Zambeze Municipality
Alto Zambeze Municipality is an administrative municipality located in Moxico Province in eastern Angola, known for its rural character and proximity to the Zambezi River basin.
-
B.
Malaba
Malaba is a key border town between Uganda and Kenya that serves as a major transit point for regional trade and transport.
-
C.
Kapiri Mposhi
Kapiri Mposhi is a town in central Zambia that serves as a key rail and road junction linking the country to Tanzania and other regions.
-
D.
Chegutu
Chegutu is a town in central northern Zimbabwe known for its agricultural activities and gold mining.
-
E.
Marondera
Marondera is a town in eastern Zimbabwe known as an agricultural and educational center within the Mashonaland region.
- 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: Oshakati–Ongwediva–Ondangwa urban cluster Triple: [Ongwediva, isPartOfUrbanArea, Oshakati–Ongwediva–Ondangwa urban cluster]
Generated description
The Oshakati–Ongwediva–Ondangwa urban cluster is a major interconnected urban and economic hub in northern Namibia, centered around the closely linked towns of Oshakati, Ongwediva, and Ondangwa.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Oshakati–Ongwediva–Ondangwa urban cluster Target entity description: The Oshakati–Ongwediva–Ondangwa urban cluster is a major interconnected urban and economic hub in northern Namibia, centered around the closely linked towns of Oshakati, Ongwediva, and Ondangwa.
-
A.
Alto Zambeze Municipality
Alto Zambeze Municipality is an administrative municipality located in Moxico Province in eastern Angola, known for its rural character and proximity to the Zambezi River basin.
-
B.
Malaba
Malaba is a key border town between Uganda and Kenya that serves as a major transit point for regional trade and transport.
-
C.
Kapiri Mposhi
Kapiri Mposhi is a town in central Zambia that serves as a key rail and road junction linking the country to Tanzania and other regions.
-
D.
Chegutu
Chegutu is a town in central northern Zimbabwe known for its agricultural activities and gold mining.
-
E.
Marondera
Marondera is a town in eastern Zimbabwe known as an agricultural and educational center within the Mashonaland region.
- 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_69d87f221d8081909b0b2063e7528ba2 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e245c3e5388190942b0237ab5d1f0f |
completed | April 17, 2026, 2:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a000eee110c819088d99b80435ab70b |
completed | May 10, 2026, 4:51 a.m. |
| NEDg | Description generation | batch_6a000f7e6338819099598bc22d31cd22 |
completed | May 10, 2026, 4:54 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a001025300c819084933d9c6d19fe97 |
completed | May 10, 2026, 4:57 a.m. |
Created at: April 10, 2026, 5:04 a.m.