Triple
T11092055
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Raymond Mhlaba |
E262278
|
entity |
| Predicate | spouse |
P13
|
FINISHED |
| Object |
Nokuthula Mhlaba
Nokuthula Mhlaba is known as the wife of South African anti-apartheid activist and politician Raymond Mhlaba.
|
E905394
|
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: Nokuthula Mhlaba | Statement: [Raymond Mhlaba, spouse, Nokuthula Mhlaba]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nokuthula Mhlaba Context triple: [Raymond Mhlaba, spouse, Nokuthula 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.
Sithembiso Khumalo
Sithembiso Khumalo is an actor known for appearing in the 2006 political thriller film "Catch a Fire."
-
C.
Sthandiwe Kgoroge
Sthandiwe Kgoroge is a South African actress and television personality known for her roles in popular local dramas and soap operas.
-
D.
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.
-
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: Nokuthula Mhlaba Triple: [Raymond Mhlaba, spouse, Nokuthula Mhlaba]
Generated description
Nokuthula Mhlaba is known as the wife of South African anti-apartheid activist and politician Raymond Mhlaba.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nokuthula Mhlaba Target entity description: Nokuthula Mhlaba is known as the wife of South African anti-apartheid activist and politician Raymond 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.
Sithembiso Khumalo
Sithembiso Khumalo is an actor known for appearing in the 2006 political thriller film "Catch a Fire."
-
C.
Sthandiwe Kgoroge
Sthandiwe Kgoroge is a South African actress and television personality known for her roles in popular local dramas and soap operas.
-
D.
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.
-
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_69e42d69c8b4819092614e83e855430e |
completed | April 19, 2026, 1:18 a.m. |
| NEDg | Description generation | batch_69e4307baca48190bbf82f8235d7e2c7 |
completed | April 19, 2026, 1:31 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e4375eaf448190a17f8df1e83145e0 |
completed | April 19, 2026, 2:01 a.m. |
Created at: April 8, 2026, 9:27 p.m.