Triple
T8151041
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Welkom |
E190332
|
entity |
| Predicate | municipality |
P852
|
FINISHED |
| Object | Matjhabeng Local Municipality |
E719824
|
NE FINISHED |
How this triple was built (2 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: Matjhabeng Local Municipality | Statement: [Welkom, municipality, Matjhabeng Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Matjhabeng Local Municipality Context triple: [Welkom, municipality, Matjhabeng Local Municipality]
-
A.
Matjhabeng Local Municipality
chosen
Matjhabeng Local Municipality is a local government authority in South Africa’s Free State province that administers Welkom and surrounding towns in the goldfields region.
-
B.
Makhado Local Municipality
Makhado Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, centered around the town of Louis Trichardt and known for its predominantly rural communities and agricultural economy.
-
C.
Thulamela Local Municipality
Thulamela Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, known for encompassing parts of the culturally significant Thulamela archaeological site and surrounding communities.
-
D.
Mbombela Local Municipality
Mbombela Local Municipality is a local government area in South Africa’s Mpumalanga province that administers Nelspruit (Mbombela) and surrounding towns and rural communities.
-
E.
Moses Kotane Local Municipality
Moses Kotane Local Municipality is a local government area in South Africa’s North West Province, named in honor of anti-apartheid activist and communist leader Moses Kotane.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ca82be7ba8819087de0147e9292c83 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb4481f19c8190aeec9bf029ad321b |
completed | March 31, 2026, 3:50 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cd346391fc8190a3cb45e59d9dcfcd |
completed | April 1, 2026, 3:06 p.m. |
Created at: March 30, 2026, 5:37 p.m.