Triple

T6690419
Position Surface form Disambiguated ID Type / Status
Subject Standerton E152610 entity
Predicate locatedIn P40 FINISHED
Object Lekwa Local Municipality
Lekwa Local Municipality is a local government area in the Mpumalanga province of South Africa that administers the town of Standerton and its surrounding communities.
 E636156 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: Lekwa Local Municipality | Statement: [Standerton, locatedIn, Lekwa Local Municipality]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Lekwa Local Municipality
Context triple: [Standerton, locatedIn, Lekwa Local Municipality]
  • A. 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.
  • B. 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.
  • C. 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.
  • 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. 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.
  • 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: Lekwa Local Municipality
Triple: [Standerton, locatedIn, Lekwa Local Municipality]
Generated description
Lekwa Local Municipality is a local government area in the Mpumalanga province of South Africa that administers the town of Standerton and its surrounding communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Lekwa Local Municipality
Target entity description: Lekwa Local Municipality is a local government area in the Mpumalanga province of South Africa that administers the town of Standerton and its surrounding communities.
  • A. 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.
  • B. 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.
  • C. 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.
  • 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. 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.
  • 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_69c6880687b08190805278b504d1c92c completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6b15149408190ac679d037d87cba7 completed March 27, 2026, 4:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69c77521651c8190aa10d3a7302e2a63 completed March 28, 2026, 6:28 a.m.
NEDg Description generation batch_69c777671e248190b0b9a38f798446d9 completed March 28, 2026, 6:38 a.m.
NED2 Entity disambiguation (via description) batch_69c777c80d6c8190b4e7cd0243c9042e completed March 28, 2026, 6:40 a.m.
Created at: March 27, 2026, 2:04 p.m.