Triple
T4006024
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Heilbron |
E89527
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Ngwathe Local Municipality
Ngwathe Local Municipality is a local government area in South Africa’s Free State province that administers several towns and communities, including Heilbron.
|
E406478
|
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: Ngwathe Local Municipality | Statement: [Heilbron, partOf, Ngwathe Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ngwathe Local Municipality Context triple: [Heilbron, partOf, Ngwathe Local Municipality]
-
A.
Ditsobotla Local Municipality
Ditsobotla Local Municipality is a local government area in South Africa’s North West province that administers the town of Lichtenburg and its surrounding communities.
-
B.
Ray Nkonyeni Local Municipality
Ray Nkonyeni Local Municipality is a local government area on the south coast of KwaZulu-Natal, South Africa, that administers Port Shepstone and surrounding towns.
-
C.
Metsimaholo Local Municipality
Metsimaholo Local Municipality is a local government area in South Africa’s Free State province that includes the industrial and urban centers around Sasolburg within the Vaal Triangle region.
-
D.
Langeberg Local Municipality
Langeberg Local Municipality is a local government area in South Africa’s Western Cape province that administers several rural towns and farming communities, including Bonnievale.
-
E.
Sol Plaatje Local Municipality
Sol Plaatje Local Municipality is a local government authority in South Africa’s Northern Cape that administers Kimberley and its surrounding areas.
- 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: Ngwathe Local Municipality Triple: [Heilbron, partOf, Ngwathe Local Municipality]
Generated description
Ngwathe Local Municipality is a local government area in South Africa’s Free State province that administers several towns and communities, including Heilbron.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ngwathe Local Municipality Target entity description: Ngwathe Local Municipality is a local government area in South Africa’s Free State province that administers several towns and communities, including Heilbron.
-
A.
Ditsobotla Local Municipality
Ditsobotla Local Municipality is a local government area in South Africa’s North West province that administers the town of Lichtenburg and its surrounding communities.
-
B.
Ray Nkonyeni Local Municipality
Ray Nkonyeni Local Municipality is a local government area on the south coast of KwaZulu-Natal, South Africa, that administers Port Shepstone and surrounding towns.
-
C.
Metsimaholo Local Municipality
Metsimaholo Local Municipality is a local government area in South Africa’s Free State province that includes the industrial and urban centers around Sasolburg within the Vaal Triangle region.
-
D.
Langeberg Local Municipality
Langeberg Local Municipality is a local government area in South Africa’s Western Cape province that administers several rural towns and farming communities, including Bonnievale.
-
E.
Sol Plaatje Local Municipality
Sol Plaatje Local Municipality is a local government authority in South Africa’s Northern Cape that administers Kimberley and its surrounding areas.
- 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_69aed9585e788190bec2d39deba3750f |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefa60c500819084fcba785b2bf801 |
completed | March 9, 2026, 4:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b54c67eddc819097eff878c860f3d5 |
completed | March 14, 2026, 11:54 a.m. |
| NEDg | Description generation | batch_69b54d1898d48190b717a17ad366918d |
completed | March 14, 2026, 11:57 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b54de8dc708190b83978b15aed2e13 |
completed | March 14, 2026, noon |
Created at: March 9, 2026, 3:34 p.m.