Triple

T3714418
Position Surface form Disambiguated ID Type / Status
Subject Bonnievale E81491 entity
Predicate municipality P852 FINISHED
Object 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.
 E381418 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: Langeberg Local Municipality | Statement: [Bonnievale, municipality, Langeberg Local Municipality]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Langeberg Local Municipality
Context triple: [Bonnievale, municipality, Langeberg Local Municipality]
  • A. 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.
  • B. 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.
  • 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. 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. Merafong City Local Municipality
    Merafong City Local Municipality is a local government area in South Africa’s Gauteng province, known for its mining towns and communities within the broader West Rand region.
  • 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: Langeberg Local Municipality
Triple: [Bonnievale, municipality, Langeberg Local Municipality]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Langeberg Local Municipality
Target entity description: 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.
  • A. 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.
  • B. 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.
  • 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. 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. Merafong City Local Municipality
    Merafong City Local Municipality is a local government area in South Africa’s Gauteng province, known for its mining towns and communities within the broader West Rand region.
  • 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_69ad8b1a81588190b3f27a5483bb610e completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adc9ccfad081908730ed15c6f87ce2 completed March 8, 2026, 7:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4ce0c3320819092ca5dd0694e167f completed March 14, 2026, 2:55 a.m.
NEDg Description generation batch_69b4ceef46cc819096e0d824153d1544 completed March 14, 2026, 2:58 a.m.
NED2 Entity disambiguation (via description) batch_69b4cf6c4e5c8190bee35fc33d707823 completed March 14, 2026, 3:01 a.m.
Created at: March 8, 2026, 3:33 p.m.