Triple

T2834730
Position Surface form Disambiguated ID Type / Status
Subject Sarafina! E62321 entity
Predicate producer P490 FINISHED
Object Leleti Khumalo
Leleti Khumalo is a South African actress best known for her powerful role in the anti-apartheid film and stage musical "Sarafina!" and for her work in television dramas.
E302635 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: Leleti Khumalo | Statement: [Sarafina!, producer, Leleti Khumalo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Leleti Khumalo
Context triple: [Sarafina!, producer, Leleti Khumalo]
  • A. Thandiwe Newton
    Thandiwe Newton is a British actress acclaimed for her nuanced performances in film and television, including prominent roles in works such as "Crash," "Westworld," and numerous other critically praised projects.
  • B. Lupita Nyong'o
    Lupita Nyong'o is a Kenyan-Mexican actress acclaimed for her powerful film performances, stage work, and advocacy for diversity and representation in Hollywood.
  • C. Danie Theron
    Danie Theron was a famed Boer scout and guerrilla leader during the Second Anglo-Boer War, renowned for his daring reconnaissance and commando operations against British forces.
  • D. Uzo Aduba
    Uzo Aduba is an Emmy Award–winning American actress best known for her acclaimed portrayal of Suzanne "Crazy Eyes" Warren on the Netflix series "Orange Is the New Black."
  • E. Susan Kelechi Watson
    Susan Kelechi Watson is an American actress best known for her role as Beth Pearson on the television series "This Is Us."
  • 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: Leleti Khumalo
Triple: [Sarafina!, producer, Leleti Khumalo]
Generated description
Leleti Khumalo is a South African actress best known for her powerful role in the anti-apartheid film and stage musical "Sarafina!" and for her work in television dramas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Leleti Khumalo
Target entity description: Leleti Khumalo is a South African actress best known for her powerful role in the anti-apartheid film and stage musical "Sarafina!" and for her work in television dramas.
  • A. Thandiwe Newton
    Thandiwe Newton is a British actress acclaimed for her nuanced performances in film and television, including prominent roles in works such as "Crash," "Westworld," and numerous other critically praised projects.
  • B. Lupita Nyong'o
    Lupita Nyong'o is a Kenyan-Mexican actress acclaimed for her powerful film performances, stage work, and advocacy for diversity and representation in Hollywood.
  • C. Danie Theron
    Danie Theron was a famed Boer scout and guerrilla leader during the Second Anglo-Boer War, renowned for his daring reconnaissance and commando operations against British forces.
  • D. Uzo Aduba
    Uzo Aduba is an Emmy Award–winning American actress best known for her acclaimed portrayal of Suzanne "Crazy Eyes" Warren on the Netflix series "Orange Is the New Black."
  • E. Susan Kelechi Watson
    Susan Kelechi Watson is an American actress best known for her role as Beth Pearson on the television series "This Is Us."
  • 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_69ab4c3c39188190955b9c49d98463d8 completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abdec18b808190aedae2ed11d53b15 completed March 7, 2026, 8:16 a.m.
NED1 Entity disambiguation (via context triple) batch_69afe8c45c548190ac67b94a845cc730 completed March 10, 2026, 9:47 a.m.
NEDg Description generation batch_69afe9a000c4819085be1794bff0d506 completed March 10, 2026, 9:51 a.m.
NED2 Entity disambiguation (via description) batch_69b0010b0ddc8190b4bfb18448f88077 completed March 10, 2026, 11:31 a.m.
Created at: March 6, 2026, 10:01 p.m.