Triple

T18656410
Position Surface form Disambiguated ID Type / Status
Subject Frederick Chiluba E456075 entity
Predicate spouse P13 FINISHED
Object Vera Tembo
Vera Tembo was a Zambian public figure and politician who served as First Lady of Zambia during Frederick Chiluba’s presidency.
E1336296 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: Vera Tembo | Statement: [Frederick Chiluba, spouse, Vera Tembo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Vera Tembo
Context triple: [Frederick Chiluba, spouse, Vera Tembo]
  • A. Nokuthula Ngwenyama
    Nokuthula Ngwenyama is an American violist and composer recognized for her virtuosic performances and contributions to contemporary classical music.
  • B. Roland Tembo
    Roland Tembo is a seasoned big-game hunter hired to lead the InGen expedition on Isla Sorna in the film "The Lost World: Jurassic Park."
  • C. Elizabeth Macheka
    Elizabeth Macheka is a Zimbabwean public figure best known as the wife of the late opposition leader and former Prime Minister Morgan Tsvangirai.
  • D. Edna Madzongwe
    Edna Madzongwe is a Zimbabwean politician who became the first female President of the Senate, playing a prominent role in the country’s legislative leadership.
  • E. Wambule Rai
    Wambule Rai is a subgroup of the Rai people of eastern Nepal, known for their distinct Kirati language, culture, and traditions.
  • 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: Vera Tembo
Triple: [Frederick Chiluba, spouse, Vera Tembo]
Generated description
Vera Tembo was a Zambian public figure and politician who served as First Lady of Zambia during Frederick Chiluba’s presidency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Vera Tembo
Target entity description: Vera Tembo was a Zambian public figure and politician who served as First Lady of Zambia during Frederick Chiluba’s presidency.
  • A. Nokuthula Ngwenyama
    Nokuthula Ngwenyama is an American violist and composer recognized for her virtuosic performances and contributions to contemporary classical music.
  • B. Roland Tembo
    Roland Tembo is a seasoned big-game hunter hired to lead the InGen expedition on Isla Sorna in the film "The Lost World: Jurassic Park."
  • C. Elizabeth Macheka
    Elizabeth Macheka is a Zimbabwean public figure best known as the wife of the late opposition leader and former Prime Minister Morgan Tsvangirai.
  • D. Edna Madzongwe
    Edna Madzongwe is a Zimbabwean politician who became the first female President of the Senate, playing a prominent role in the country’s legislative leadership.
  • E. Wambule Rai
    Wambule Rai is a subgroup of the Rai people of eastern Nepal, known for their distinct Kirati language, culture, and traditions.
  • 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_69d8d38ea1e88190997e9b231190ba6f completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e55084ca3481909ff3fd9045f25dcd completed April 19, 2026, 10 p.m.
NED1 Entity disambiguation (via context triple) batch_6a05172321648190bdce686bb4a2d4c2 completed May 14, 2026, 12:28 a.m.
NEDg Description generation batch_6a05185f550081909a284d833f992da4 completed May 14, 2026, 12:33 a.m.
NED2 Entity disambiguation (via description) batch_6a05190b081481909af7b7aec70d9646 completed May 14, 2026, 12:36 a.m.
Created at: April 10, 2026, 11:47 a.m.