Triple

T23364153
Position Surface form Disambiguated ID Type / Status
Subject Nkandla homestead scandal E593265 entity
Predicate keyReportAuthor P12787 FINISHED
Object Thuli Madonsela NE NERFINISHED

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: Thuli Madonsela | Statement: [Nkandla homestead scandal, keyReportAuthor, Thuli Madonsela]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Thuli Madonsela
Context triple: [Nkandla homestead scandal, keyReportAuthor, Thuli Madonsela]
  • A. Mapula Motlanthe
    Mapula Motlanthe is the former wife of South African politician and ex-president Kgalema Motlanthe.
  • B. Edna Molewa
    Edna Molewa was a South African politician and anti-apartheid activist who served in various senior government roles, including as a provincial premier and national cabinet minister.
  • C. Elias Motsoaledi
    Elias Motsoaledi was a South African anti-apartheid activist and African National Congress member who was imprisoned alongside Nelson Mandela for his role in the liberation struggle.
  • D. Thokozani Khupe
    Thokozani Khupe is a Zimbabwean politician who has served as a senior opposition leader and former deputy prime minister, prominently associated with the Movement for Democratic Change.
  • E. Mandla Mabuza
    Mandla Mabuza is a South African figure known primarily as the husband of prominent politician and current National Assembly Speaker Thandi Modise.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Thuli Madonsela
Target entity description: Thuli Madonsela is a South African advocate and former Public Protector renowned for her anti-corruption work and high-profile investigations into government misconduct.
  • A. Mapula Motlanthe
    Mapula Motlanthe is the former wife of South African politician and ex-president Kgalema Motlanthe.
  • B. Edna Molewa
    Edna Molewa was a South African politician and anti-apartheid activist who served in various senior government roles, including as a provincial premier and national cabinet minister.
  • C. Elias Motsoaledi
    Elias Motsoaledi was a South African anti-apartheid activist and African National Congress member who was imprisoned alongside Nelson Mandela for his role in the liberation struggle.
  • D. Thokozani Khupe
    Thokozani Khupe is a Zimbabwean politician who has served as a senior opposition leader and former deputy prime minister, prominently associated with the Movement for Democratic Change.
  • E. Mandla Mabuza
    Mandla Mabuza is a South African figure known primarily as the husband of prominent politician and current National Assembly Speaker Thandi Modise.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: keyReportAuthor
Context triple: [Nkandla homestead scandal, keyReportAuthor, Thuli Madonsela]
  • A. authorType
    Indicates the specific role or category of authorship associated with an entity, such as primary author, co-author, or editor.
  • B. featuresAuthor
    Indicates that something includes or highlights a particular author as a primary associated contributor.
  • C. importantAuthor chosen
    Indicates that an entity plays a significant or primary authorship role in relation to another entity (such as a work, document, or publication).
  • D. targetAuthors
    Indicates that certain authors are the intended or designated recipients, subjects, or focus of an action or operation.
  • E. canonicalAuthor
    Indicates that an entity is the officially recognized or standard author of a given work or resource.
  • F. None of above.

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_69e25d2593c88190bcdf4a716a94ccb2 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f1a0aac4248190a4663ed12aed6856 completed April 29, 2026, 6:09 a.m.
PD Predicate disambiguation batch_69f061c7aaa48190a58ce93f87155ffc completed April 28, 2026, 7:29 a.m.
Created at: April 17, 2026, 5:31 p.m.