Triple

T7267656
Position Surface form Disambiguated ID Type / Status
Subject Ulundi E161017 entity
Predicate administeredBy P86 FINISHED
Object Ulundi Local Municipality
Ulundi Local Municipality is a local government authority in South Africa’s KwaZulu-Natal province responsible for providing municipal services and governance to the town of Ulundi and its surrounding areas.
 E659577 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: Ulundi Local Municipality | Statement: [Ulundi, administeredBy, Ulundi Local Municipality]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ulundi Local Municipality
Context triple: [Ulundi, administeredBy, Ulundi 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. Polokwane Local Municipality
    Polokwane Local Municipality is a local government area in Limpopo Province, South Africa, that includes the city of Polokwane and surrounding communities.
  • C. 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.
  • 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. 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.
  • 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: Ulundi Local Municipality
Triple: [Ulundi, administeredBy, Ulundi Local Municipality]
Generated description
Ulundi Local Municipality is a local government authority in South Africa’s KwaZulu-Natal province responsible for providing municipal services and governance to the town of Ulundi and its surrounding areas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ulundi Local Municipality
Target entity description: Ulundi Local Municipality is a local government authority in South Africa’s KwaZulu-Natal province responsible for providing municipal services and governance to the town of Ulundi and its surrounding areas.
  • 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. Polokwane Local Municipality
    Polokwane Local Municipality is a local government area in Limpopo Province, South Africa, that includes the city of Polokwane and surrounding communities.
  • C. 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.
  • 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. 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.
  • 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_69c6885181008190b419040e22939c7c completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6eae7b2108190a6910f6655669db5 completed March 27, 2026, 8:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69c802a80bb48190bd4c9013764345f4 completed March 28, 2026, 4:32 p.m.
NEDg Description generation batch_69c8038f9d5881908121776322a66e66 completed March 28, 2026, 4:36 p.m.
NED2 Entity disambiguation (via description) batch_69c803fc447c8190b1d16b47c90f982b completed March 28, 2026, 4:38 p.m.
Created at: March 27, 2026, 2:58 p.m.