Triple

T13058015
Position Surface form Disambiguated ID Type / Status
Subject Truth and Reconciliation Commission E327627 entity
Predicate member P10 FINISHED
Object Hlengiwe Mkhize
Hlengiwe Mkhize was a South African academic and politician who played a significant role in the country’s post-apartheid transition and governance.
E1032961 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: Hlengiwe Mkhize | Statement: [Truth and Reconciliation Commission, member, Hlengiwe Mkhize]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hlengiwe Mkhize
Context triple: [Truth and Reconciliation Commission, member, Hlengiwe Mkhize]
  • A. Thandekile Ndlovu
    Thandekile Ndlovu is a South African royal figure known as one of the wives of the late Zulu King Goodwill Zwelithini kaBhekuzulu.
  • B. Nokuthula Mhlaba
    Nokuthula Mhlaba is known as the wife of South African anti-apartheid activist and politician Raymond Mhlaba.
  • C. Sithembiso Khumalo
    Sithembiso Khumalo is an actor known for appearing in the 2006 political thriller film "Catch a Fire."
  • D. Sthandiwe Kgoroge
    Sthandiwe Kgoroge is a South African actress and television personality known for her roles in popular local dramas and soap operas.
  • E. Nompumelelo Mchiza
    Nompumelelo Mchiza is one of the queens of the Zulu royal family, known for being married to the late King Goodwill Zwelithini kaBhekuzulu of the Zulu nation in South Africa.
  • 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: Hlengiwe Mkhize
Triple: [Truth and Reconciliation Commission, member, Hlengiwe Mkhize]
Generated description
Hlengiwe Mkhize was a South African academic and politician who played a significant role in the country’s post-apartheid transition and governance.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hlengiwe Mkhize
Target entity description: Hlengiwe Mkhize was a South African academic and politician who played a significant role in the country’s post-apartheid transition and governance.
  • A. Thandekile Ndlovu
    Thandekile Ndlovu is a South African royal figure known as one of the wives of the late Zulu King Goodwill Zwelithini kaBhekuzulu.
  • B. Nokuthula Mhlaba
    Nokuthula Mhlaba is known as the wife of South African anti-apartheid activist and politician Raymond Mhlaba.
  • C. Sithembiso Khumalo
    Sithembiso Khumalo is an actor known for appearing in the 2006 political thriller film "Catch a Fire."
  • D. Sthandiwe Kgoroge
    Sthandiwe Kgoroge is a South African actress and television personality known for her roles in popular local dramas and soap operas.
  • E. Nompumelelo Mchiza
    Nompumelelo Mchiza is one of the queens of the Zulu royal family, known for being married to the late King Goodwill Zwelithini kaBhekuzulu of the Zulu nation in South Africa.
  • 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_69d8076e64308190904fb5c93517c901 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d980be37208190962e91f1e19df159 completed April 10, 2026, 10:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69f716baf00881909a1a11d36cdb8d42 completed May 3, 2026, 9:34 a.m.
NEDg Description generation batch_69f717b7b6dc8190ab323c1926dd9adb completed May 3, 2026, 9:39 a.m.
NED2 Entity disambiguation (via description) batch_69f7186b6218819096c67e9dd9af609f completed May 3, 2026, 9:42 a.m.
Created at: April 9, 2026, 8:58 p.m.