Triple

T7790250
Position Surface form Disambiguated ID Type / Status
Subject Inkatha Freedom Party E187357 entity
Predicate hasLeader P981 FINISHED
Object Velenkosini Hlabisa
Velenkosini Hlabisa is a South African politician who serves as the president of the Inkatha Freedom Party and a prominent opposition figure in national politics.
E701883 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: Velenkosini Hlabisa | Statement: [Inkatha Freedom Party, hasLeader, Velenkosini Hlabisa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Velenkosini Hlabisa
Context triple: [Inkatha Freedom Party, hasLeader, Velenkosini Hlabisa]
  • A. 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.
  • B. 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.
  • C. Motlanthe
    Motlanthe is the surname of Kgalema Motlanthe, a South African politician who served as the country's president from 2008 to 2009.
  • D. Mapula Motlanthe
    Mapula Motlanthe is the former wife of South African politician and ex-president Kgalema Motlanthe.
  • E. Mokgweetsi Masisi
    Mokgweetsi Masisi is a Botswanan politician who serves as the country's president and leader of the Botswana Democratic Party.
  • 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: Velenkosini Hlabisa
Triple: [Inkatha Freedom Party, hasLeader, Velenkosini Hlabisa]
Generated description
Velenkosini Hlabisa is a South African politician who serves as the president of the Inkatha Freedom Party and a prominent opposition figure in national politics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Velenkosini Hlabisa
Target entity description: Velenkosini Hlabisa is a South African politician who serves as the president of the Inkatha Freedom Party and a prominent opposition figure in national politics.
  • A. 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.
  • B. 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.
  • C. Motlanthe
    Motlanthe is the surname of Kgalema Motlanthe, a South African politician who served as the country's president from 2008 to 2009.
  • D. Mapula Motlanthe
    Mapula Motlanthe is the former wife of South African politician and ex-president Kgalema Motlanthe.
  • E. Mokgweetsi Masisi
    Mokgweetsi Masisi is a Botswanan politician who serves as the country's president and leader of the Botswana Democratic Party.
  • 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_69ca82af2d2c8190963861f5e0b8bf21 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cae7ea13f08190a60c5f1863bce816 completed March 30, 2026, 9:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69cbdea8e0ec8190a88dae9f0097ca16 completed March 31, 2026, 2:48 p.m.
NEDg Description generation batch_69cbe436e20481908b297cd94eafbeec completed March 31, 2026, 3:11 p.m.
NED2 Entity disambiguation (via description) batch_69cc0c32aac081909cdd0d69cacdd27f completed March 31, 2026, 6:02 p.m.
Created at: March 30, 2026, 4:25 p.m.