Triple
T11976314
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Emfuleni Local Municipality |
E285048
|
entity |
| Predicate | containsIndustrialArea |
P13026
|
FINISHED |
| Object |
Vanderbijlpark industrial zone
Vanderbijlpark industrial zone is a major heavy industrial hub in South Africa’s Gauteng province, known for its steel production and large manufacturing facilities.
|
E957918
|
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: Vanderbijlpark industrial zone | Statement: [Emfuleni Local Municipality, containsIndustrialArea, Vanderbijlpark industrial zone]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Vanderbijlpark industrial zone Context triple: [Emfuleni Local Municipality, containsIndustrialArea, Vanderbijlpark industrial zone]
-
A.
Vinkenwaard industrial estate
Vinkenwaard industrial estate is a commercial and industrial zone in Alblasserdam, Netherlands, hosting various businesses and manufacturing facilities.
-
B.
Groote Lindt industrial zone
Groote Lindt industrial zone is a business and industrial area located in the municipality of Zwijndrecht in the Netherlands, hosting various commercial and manufacturing activities.
-
C.
Stammerdijk industrial area
Stammerdijk industrial area is a commercial and industrial zone located in the municipality of Diemen in the Netherlands.
-
D.
Uluberia Industrial Park
Uluberia Industrial Park is a designated industrial hub in Uluberia, West Bengal, developed to host manufacturing and commercial units with supporting infrastructure and services.
-
E.
EJIP Industrial Park
EJIP Industrial Park is a major planned industrial estate in Bekasi, Indonesia, hosting numerous multinational manufacturing and electronics companies.
- 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: Vanderbijlpark industrial zone Triple: [Emfuleni Local Municipality, containsIndustrialArea, Vanderbijlpark industrial zone]
Generated description
Vanderbijlpark industrial zone is a major heavy industrial hub in South Africa’s Gauteng province, known for its steel production and large manufacturing facilities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Vanderbijlpark industrial zone Target entity description: Vanderbijlpark industrial zone is a major heavy industrial hub in South Africa’s Gauteng province, known for its steel production and large manufacturing facilities.
-
A.
Vinkenwaard industrial estate
Vinkenwaard industrial estate is a commercial and industrial zone in Alblasserdam, Netherlands, hosting various businesses and manufacturing facilities.
-
B.
Groote Lindt industrial zone
Groote Lindt industrial zone is a business and industrial area located in the municipality of Zwijndrecht in the Netherlands, hosting various commercial and manufacturing activities.
-
C.
Stammerdijk industrial area
Stammerdijk industrial area is a commercial and industrial zone located in the municipality of Diemen in the Netherlands.
-
D.
Uluberia Industrial Park
Uluberia Industrial Park is a designated industrial hub in Uluberia, West Bengal, developed to host manufacturing and commercial units with supporting infrastructure and services.
-
E.
EJIP Industrial Park
EJIP Industrial Park is a major planned industrial estate in Bekasi, Indonesia, hosting numerous multinational manufacturing and electronics companies.
- 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_69d6ab2eaeb881909f7914758f859413 |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d903926690819090e7ce982f103457 |
completed | April 10, 2026, 2:05 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f471f6afc48190856a0f7c486b28aa |
completed | May 1, 2026, 9:27 a.m. |
| NEDg | Description generation | batch_69f47b7ac4048190ae09f18f1a90338f |
completed | May 1, 2026, 10:07 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f47db91f38819092b7b5c5e2bb489b |
completed | May 1, 2026, 10:17 a.m. |
Created at: April 8, 2026, 9:46 p.m.