Triple

T10653541
Position Surface form Disambiguated ID Type / Status
Subject Chris Hani E251030 entity
Predicate spouse P13 FINISHED
Object Limpho Hani
Limpho Hani is a South African anti-apartheid activist and politician, known both for her own political work and as the widow of assassinated struggle leader Chris Hani.
E879472 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: Limpho Hani | Statement: [Chris Hani, spouse, Limpho Hani]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Limpho Hani
Context triple: [Chris Hani, spouse, Limpho Hani]
  • 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. Mahlamba Ndlopfu
    Mahlamba Ndlopfu is the official presidential residence of South Africa, located in the Bryntirion Estate in Pretoria.
  • C. Makhosetive Dlamini
    Makhosetive Dlamini is the birth name of Mswati III, the long-reigning absolute monarch of Eswatini (formerly Swaziland).
  • D. Moroka Lembede
    Moroka Lembede was a South African anti-apartheid activist and founding president of the African National Congress Youth League, known for his influential role in shaping militant African nationalism.
  • E. Nompumelelo Ntuli
    Nompumelelo Ntuli is a South African woman best known as one of the wives of former South African president Jacob Zuma.
  • 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: Limpho Hani
Triple: [Chris Hani, spouse, Limpho Hani]
Generated description
Limpho Hani is a South African anti-apartheid activist and politician, known both for her own political work and as the widow of assassinated struggle leader Chris Hani.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Limpho Hani
Target entity description: Limpho Hani is a South African anti-apartheid activist and politician, known both for her own political work and as the widow of assassinated struggle leader Chris Hani.
  • 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. Mahlamba Ndlopfu
    Mahlamba Ndlopfu is the official presidential residence of South Africa, located in the Bryntirion Estate in Pretoria.
  • C. Makhosetive Dlamini
    Makhosetive Dlamini is the birth name of Mswati III, the long-reigning absolute monarch of Eswatini (formerly Swaziland).
  • D. Moroka Lembede
    Moroka Lembede was a South African anti-apartheid activist and founding president of the African National Congress Youth League, known for his influential role in shaping militant African nationalism.
  • E. Nompumelelo Ntuli
    Nompumelelo Ntuli is a South African woman best known as one of the wives of former South African president Jacob Zuma.
  • 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_69d6aa5a4c4881908f39be6efe5981e5 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6dff85674819099bf40c9f4fede15 completed April 8, 2026, 11:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69d98857ec248190bb655d36981a000a completed April 10, 2026, 11:31 p.m.
NEDg Description generation batch_69d98ae8403c81908a229aa06bd0388a completed April 10, 2026, 11:42 p.m.
NED2 Entity disambiguation (via description) batch_69d98ce9ba0c8190a7c62fa670e23705 completed April 10, 2026, 11:51 p.m.
Created at: April 8, 2026, 9:06 p.m.