Triple
T2596306
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Vanderbijlpark |
E58237
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Vaal River industrial corridor
The Vaal River industrial corridor is a major South African manufacturing and steel-producing belt stretching along the Vaal River, encompassing towns such as Vanderbijlpark.
|
E283894
|
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: Vaal River industrial corridor | Statement: [Vanderbijlpark, partOf, Vaal River industrial corridor]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Vaal River industrial corridor Context triple: [Vanderbijlpark, partOf, Vaal River industrial corridor]
-
A.
Vaal River waterfront
The Vaal River waterfront is a popular leisure and tourism area along the Vaal River in Vanderbijlpark, known for its restaurants, water sports, and scenic riverfront attractions.
-
B.
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.
-
C.
Vaal River
The Vaal River is one of South Africa’s major rivers, forming part of the border of Gauteng and serving as a key source of water for industry, agriculture, and urban areas.
-
D.
Umgeni River
The Umgeni River is a major river in South Africa that flows through KwaZulu-Natal to the Indian Ocean, passing through the city of Durban and supporting important ecological and urban systems.
-
E.
Bushmans River
Bushmans River is a river in the KwaZulu-Natal province of South Africa that flows through the town of Estcourt and is part of the Tugela River catchment.
- 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: Vaal River industrial corridor Triple: [Vanderbijlpark, partOf, Vaal River industrial corridor]
Generated description
The Vaal River industrial corridor is a major South African manufacturing and steel-producing belt stretching along the Vaal River, encompassing towns such as Vanderbijlpark.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Vaal River industrial corridor Target entity description: The Vaal River industrial corridor is a major South African manufacturing and steel-producing belt stretching along the Vaal River, encompassing towns such as Vanderbijlpark.
-
A.
Vaal River waterfront
The Vaal River waterfront is a popular leisure and tourism area along the Vaal River in Vanderbijlpark, known for its restaurants, water sports, and scenic riverfront attractions.
-
B.
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.
-
C.
Vaal River
The Vaal River is one of South Africa’s major rivers, forming part of the border of Gauteng and serving as a key source of water for industry, agriculture, and urban areas.
-
D.
Umgeni River
The Umgeni River is a major river in South Africa that flows through KwaZulu-Natal to the Indian Ocean, passing through the city of Durban and supporting important ecological and urban systems.
-
E.
Bushmans River
Bushmans River is a river in the KwaZulu-Natal province of South Africa that flows through the town of Estcourt and is part of the Tugela River catchment.
- 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_69ab4ac14040819098b13f4a27d5c8ff |
completed | March 6, 2026, 9:44 p.m. |
| NER | Named-entity recognition | batch_69abd42b3cd4819093b2cab78de1f66c |
completed | March 7, 2026, 7:30 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af907835188190914a241e8bdf0d4f |
completed | March 10, 2026, 3:31 a.m. |
| NEDg | Description generation | batch_69af90f63dac8190b3282b5029d22fab |
completed | March 10, 2026, 3:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69af918e7b50819082f37f9cdb3271a2 |
completed | March 10, 2026, 3:35 a.m. |
Created at: March 6, 2026, 9:49 p.m.