Triple
T6441819
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Richards Bay |
E138242
|
entity |
| Predicate | municipality |
P852
|
FINISHED |
| Object |
uMhlathuze Local Municipality
uMhlathuze Local Municipality is a local government area in KwaZulu-Natal, South Africa, that includes the industrial port city of Richards Bay and surrounding communities.
|
E622770
|
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: uMhlathuze Local Municipality | Statement: [Richards Bay, municipality, uMhlathuze Local Municipality]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: uMhlathuze Local Municipality Context triple: [Richards Bay, municipality, uMhlathuze Local Municipality]
-
A.
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.
-
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.
Molemole Local Municipality
Molemole Local Municipality is a local government area in the Capricorn District of Limpopo Province, South Africa, responsible for providing municipal services and local administration to its communities.
-
D.
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.
-
E.
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.
- 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: uMhlathuze Local Municipality Triple: [Richards Bay, municipality, uMhlathuze Local Municipality]
Generated description
uMhlathuze Local Municipality is a local government area in KwaZulu-Natal, South Africa, that includes the industrial port city of Richards Bay and surrounding communities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: uMhlathuze Local Municipality Target entity description: uMhlathuze Local Municipality is a local government area in KwaZulu-Natal, South Africa, that includes the industrial port city of Richards Bay and surrounding communities.
-
A.
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.
-
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.
Molemole Local Municipality
Molemole Local Municipality is a local government area in the Capricorn District of Limpopo Province, South Africa, responsible for providing municipal services and local administration to its communities.
-
D.
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.
-
E.
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.
- 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_69c008aa61ac8190bc96715ed79fe2d8 |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c06989dfb88190b25ff8b2c53f3ced |
completed | March 22, 2026, 10:13 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c72f6db074819089795c29cb4f6699 |
completed | March 28, 2026, 1:31 a.m. |
| NEDg | Description generation | batch_69c73015a7d48190857b9b3e98ccf450 |
completed | March 28, 2026, 1:34 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c73066c2c88190a8466c88208ce77b |
completed | March 28, 2026, 1:35 a.m. |
Created at: March 22, 2026, 4:46 p.m.