Triple
T1411192
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Soweto |
E31807
|
entity |
| Predicate | hasNeighbourhood |
P4813
|
FINISHED |
| Object |
Diepkloof
Diepkloof is a residential township area within Soweto, Johannesburg, known for its mix of formal housing, vibrant street life, and significant role in South Africa’s urban history.
|
E167038
|
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: Diepkloof | Statement: [Soweto, hasNeighbourhood, Diepkloof]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Diepkloof Context triple: [Soweto, hasNeighbourhood, Diepkloof]
-
A.
Baviaanskloof Wilderness Area
Baviaanskloof Wilderness Area is a rugged, biodiverse protected region in South Africa renowned for its dramatic mountain scenery, rich flora and fauna, and outdoor recreation opportunities.
-
B.
Griqualand West
Griqualand West was a 19th-century British colonial territory in southern Africa, centered on the diamond-rich area around Kimberley.
-
C.
Nelspruit
Nelspruit is a city in northeastern South Africa, now known as Mbombela, noted as a regional hub near Kruger National Park and for hosting matches during the 2010 FIFA World Cup.
-
D.
Augrabies Falls National Park
Augrabies Falls National Park is a South African protected area famed for the dramatic Augrabies Falls on the Orange River and its rugged, arid landscapes rich in unique flora and fauna.
-
E.
De Hoop Nature Reserve
De Hoop Nature Reserve is a renowned coastal conservation area in South Africa celebrated for its rich biodiversity, including unique fynbos vegetation and important marine and bird habitats.
- 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: Diepkloof Triple: [Soweto, hasNeighbourhood, Diepkloof]
Generated description
Diepkloof is a residential township area within Soweto, Johannesburg, known for its mix of formal housing, vibrant street life, and significant role in South Africa’s urban history.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Diepkloof Target entity description: Diepkloof is a residential township area within Soweto, Johannesburg, known for its mix of formal housing, vibrant street life, and significant role in South Africa’s urban history.
-
A.
Baviaanskloof Wilderness Area
Baviaanskloof Wilderness Area is a rugged, biodiverse protected region in South Africa renowned for its dramatic mountain scenery, rich flora and fauna, and outdoor recreation opportunities.
-
B.
Griqualand West
Griqualand West was a 19th-century British colonial territory in southern Africa, centered on the diamond-rich area around Kimberley.
-
C.
Nelspruit
Nelspruit is a city in northeastern South Africa, now known as Mbombela, noted as a regional hub near Kruger National Park and for hosting matches during the 2010 FIFA World Cup.
-
D.
Augrabies Falls National Park
Augrabies Falls National Park is a South African protected area famed for the dramatic Augrabies Falls on the Orange River and its rugged, arid landscapes rich in unique flora and fauna.
-
E.
De Hoop Nature Reserve
De Hoop Nature Reserve is a renowned coastal conservation area in South Africa celebrated for its rich biodiversity, including unique fynbos vegetation and important marine and bird habitats.
- 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_69a49919a994819086528951bc224775 |
completed | March 1, 2026, 7:52 p.m. |
| NER | Named-entity recognition | batch_69a4c3e1da988190bc7c187e193539b6 |
completed | March 1, 2026, 10:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad0e67dbf88190a2a15baca5b9e79d |
completed | March 8, 2026, 5:51 a.m. |
| NEDg | Description generation | batch_69ad0edd84e4819081a23828e69cd9a1 |
completed | March 8, 2026, 5:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad0f90cdec81908a981e12184cdd75 |
completed | March 8, 2026, 5:56 a.m. |
Created at: March 1, 2026, 7:59 p.m.