Triple

T11092054
Position Surface form Disambiguated ID Type / Status
Subject Raymond Mhlaba E262278 entity
Predicate spouse P13 FINISHED
Object Joyce Mhlaba
Joyce Mhlaba was the wife of South African anti-apartheid activist and politician Raymond Mhlaba, and was herself involved in the broader struggle against apartheid.
E904260 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: Joyce Mhlaba | Statement: [Raymond Mhlaba, spouse, Joyce Mhlaba]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Joyce Mhlaba
Context triple: [Raymond Mhlaba, spouse, Joyce Mhlaba]
  • A. Thabitha Khumalo
    Thabitha Khumalo is a prominent Zimbabwean opposition politician and activist known for her leadership roles in pro-democracy movements and advocacy for human rights and gender equality.
  • B. Sthandiwe Kgoroge
    Sthandiwe Kgoroge is a South African actress and television personality known for her roles in popular local dramas and soap operas.
  • C. Prudence Mabhena
    Prudence Mabhena is a Zimbabwean singer and disability rights advocate known for overcoming severe physical disabilities to become the subject of the Oscar-winning documentary "Music by Prudence."
  • D. Makhosetive Dlamini
    Makhosetive Dlamini is the birth name of Mswati III, the long-reigning absolute monarch of Eswatini (formerly Swaziland).
  • E. Thandekile Ndlovu
    Thandekile Ndlovu is a South African royal figure known as one of the wives of the late Zulu King Goodwill Zwelithini kaBhekuzulu.
  • 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: Joyce Mhlaba
Triple: [Raymond Mhlaba, spouse, Joyce Mhlaba]
Generated description
Joyce Mhlaba was the wife of South African anti-apartheid activist and politician Raymond Mhlaba, and was herself involved in the broader struggle against apartheid.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Joyce Mhlaba
Target entity description: Joyce Mhlaba was the wife of South African anti-apartheid activist and politician Raymond Mhlaba, and was herself involved in the broader struggle against apartheid.
  • A. Thabitha Khumalo
    Thabitha Khumalo is a prominent Zimbabwean opposition politician and activist known for her leadership roles in pro-democracy movements and advocacy for human rights and gender equality.
  • B. Sthandiwe Kgoroge
    Sthandiwe Kgoroge is a South African actress and television personality known for her roles in popular local dramas and soap operas.
  • C. Prudence Mabhena
    Prudence Mabhena is a Zimbabwean singer and disability rights advocate known for overcoming severe physical disabilities to become the subject of the Oscar-winning documentary "Music by Prudence."
  • D. Makhosetive Dlamini
    Makhosetive Dlamini is the birth name of Mswati III, the long-reigning absolute monarch of Eswatini (formerly Swaziland).
  • E. Thandekile Ndlovu
    Thandekile Ndlovu is a South African royal figure known as one of the wives of the late Zulu King Goodwill Zwelithini kaBhekuzulu.
  • 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_69d6aa9a40d88190a373e2c7e48285db completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d799ec6564819097624195d0cd9093 completed April 9, 2026, 12:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3e7d3043c8190bdbe0ec51992db0c completed April 18, 2026, 8:21 p.m.
NEDg Description generation batch_69e3f2cbb4708190a328cff473104d14 completed April 18, 2026, 9:08 p.m.
NED2 Entity disambiguation (via description) batch_69e3f497a01881909d1dae70a02e5f97 completed April 18, 2026, 9:16 p.m.
Created at: April 8, 2026, 9:27 p.m.