Triple
T7164822
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Diepkloof |
E167038
|
entity |
| Predicate | near |
P350
|
FINISHED |
| Object |
Klipspruit
Klipspruit is a township area within Soweto, Johannesburg, known as one of the earliest black residential settlements established under apartheid-era urban planning.
|
E645514
|
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: Klipspruit | Statement: [Diepkloof, near, Klipspruit]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Klipspruit Context triple: [Diepkloof, near, Klipspruit]
-
A.
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.
-
B.
Bronkhorstspruit
Bronkhorstspruit is a small farming town in Gauteng, South Africa, known historically as the site of an early battle in the First Boer War.
-
C.
Koornspruit
Koornspruit is a stream in the Free State province of South Africa that served as the site of the Second Boer War engagement known as the Battle of Sanna's Post.
-
D.
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.
-
E.
Matsapha
Matsapha is an industrial town in central Eswatini known for its manufacturing hub and proximity to the city of Manzini.
- 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: Klipspruit Triple: [Diepkloof, near, Klipspruit]
Generated description
Klipspruit is a township area within Soweto, Johannesburg, known as one of the earliest black residential settlements established under apartheid-era urban planning.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Klipspruit Target entity description: Klipspruit is a township area within Soweto, Johannesburg, known as one of the earliest black residential settlements established under apartheid-era urban planning.
-
A.
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.
-
B.
Bronkhorstspruit
Bronkhorstspruit is a small farming town in Gauteng, South Africa, known historically as the site of an early battle in the First Boer War.
-
C.
Koornspruit
Koornspruit is a stream in the Free State province of South Africa that served as the site of the Second Boer War engagement known as the Battle of Sanna's Post.
-
D.
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.
-
E.
Matsapha
Matsapha is an industrial town in central Eswatini known for its manufacturing hub and proximity to the city of Manzini.
- 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_69c68888c10c819095e0383020225758 |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e83168a08190937ff46797d94f3e |
completed | March 27, 2026, 8:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7adcc145c8190ba65831ed891a225 |
completed | March 28, 2026, 10:30 a.m. |
| NEDg | Description generation | batch_69c7ae9111048190b9d68932b15aeab9 |
completed | March 28, 2026, 10:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7af44076481908d770dd92ed55277 |
completed | March 28, 2026, 10:36 a.m. |
Created at: March 27, 2026, 2:47 p.m.