Triple
T15499390
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Beaufort West |
E378909
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Beaufort West Local Municipality
Beaufort West Local Municipality is a local government area in South Africa’s Western Cape province that administers the town of Beaufort West and its surrounding communities.
|
E1209745
|
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: Beaufort West Local Municipality | Statement: [Beaufort West, partOf, Beaufort West Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Beaufort West Local Municipality Context triple: [Beaufort West, partOf, Beaufort West Local Municipality]
-
A.
Baviaans Local Municipality
Baviaans Local Municipality was a former local government area in South Africa’s Eastern Cape province, known for its sparsely populated rural landscape and the Baviaanskloof wilderness region.
-
B.
Dr Beyers Naudé Local Municipality
Dr Beyers Naudé Local Municipality is a local government area in South Africa’s Eastern Cape province, named after anti-apartheid cleric Beyers Naudé and administered from the town of Graaff-Reinet.
-
C.
Swellendam Local Municipality
Swellendam Local Municipality is a local government area in South Africa’s Western Cape province, centered on the historic town of Swellendam and forming part of the Overberg region.
-
D.
Oudtshoorn Local Municipality
Oudtshoorn Local Municipality is a local government area in South Africa’s Western Cape province that administers the town of Oudtshoorn and its surrounding communities.
-
E.
Stellenbosch Local Municipality
Stellenbosch Local Municipality is a local government area in South Africa’s Western Cape province that administers the historic university town of Stellenbosch and surrounding settlements, including Franschhoek.
- 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: Beaufort West Local Municipality Triple: [Beaufort West, partOf, Beaufort West Local Municipality]
Generated description
Beaufort West Local Municipality is a local government area in South Africa’s Western Cape province that administers the town of Beaufort West and its surrounding communities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Beaufort West Local Municipality Target entity description: Beaufort West Local Municipality is a local government area in South Africa’s Western Cape province that administers the town of Beaufort West and its surrounding communities.
-
A.
Baviaans Local Municipality
Baviaans Local Municipality was a former local government area in South Africa’s Eastern Cape province, known for its sparsely populated rural landscape and the Baviaanskloof wilderness region.
-
B.
Dr Beyers Naudé Local Municipality
Dr Beyers Naudé Local Municipality is a local government area in South Africa’s Eastern Cape province, named after anti-apartheid cleric Beyers Naudé and administered from the town of Graaff-Reinet.
-
C.
Swellendam Local Municipality
Swellendam Local Municipality is a local government area in South Africa’s Western Cape province, centered on the historic town of Swellendam and forming part of the Overberg region.
-
D.
Oudtshoorn Local Municipality
Oudtshoorn Local Municipality is a local government area in South Africa’s Western Cape province that administers the town of Oudtshoorn and its surrounding communities.
-
E.
Stellenbosch Local Municipality
Stellenbosch Local Municipality is a local government area in South Africa’s Western Cape province that administers the historic university town of Stellenbosch and surrounding settlements, including Franschhoek.
- 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_69d85cd53a7c819080f5b9042c4c199e |
completed | April 10, 2026, 2:13 a.m. |
| NER | Named-entity recognition | batch_69e03fcb4e8c81908e4ab463e3ae252b |
completed | April 16, 2026, 1:47 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0035450810819092796c556dfa8ed3 |
completed | May 10, 2026, 7:35 a.m. |
| NEDg | Description generation | batch_6a0036111b54819096d62c61b8d4244d |
completed | May 10, 2026, 7:38 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a00374fdecc819091f64e3174d013a6 |
completed | May 10, 2026, 7:44 a.m. |
Created at: April 10, 2026, 3:54 a.m.