Triple

T19003824
Position Surface form Disambiguated ID Type / Status
Subject Edgar Lungu E465023 entity
Predicate spouse P13 FINISHED
Object Esther Lungu
Esther Lungu is a Zambian public figure and former First Lady known for her charitable and social advocacy work during her husband Edgar Lungu’s presidency.
E1353813 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: Esther Lungu | Statement: [Edgar Lungu, spouse, Esther Lungu]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Esther Lungu
Context triple: [Edgar Lungu, spouse, Esther Lungu]
  • A. Lily Banda
    Lily Banda is a Malawian actress and artist best known for her role in the film "The Boy Who Harnessed the Wind."
  • B. Grace Makutsi
    Grace Makutsi is a highly intelligent, principled, and often comically earnest assistant detective in Alexander McCall Smith’s "The No. 1 Ladies’ Detective Agency" series, known for her exceptional secretarial exam score and distinctive personality.
  • C. Joyce Banda
    Joyce Banda is a Malawian politician who served as the country’s first female president from 2012 to 2014 and is known for her advocacy on women’s rights and good governance.
  • D. Rebecca Kadaga
    Rebecca Kadaga is a Ugandan lawyer and politician who served as Speaker of the Parliament of Uganda and is a prominent member of the ruling National Resistance Movement party.
  • E. Mary Masombuka
    Mary Masombuka is a central student activist character in the South African musical film and stage play "Sarafina!", symbolizing youth resistance against apartheid.
  • 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: Esther Lungu
Triple: [Edgar Lungu, spouse, Esther Lungu]
Generated description
Esther Lungu is a Zambian public figure and former First Lady known for her charitable and social advocacy work during her husband Edgar Lungu’s presidency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Esther Lungu
Target entity description: Esther Lungu is a Zambian public figure and former First Lady known for her charitable and social advocacy work during her husband Edgar Lungu’s presidency.
  • A. Lily Banda
    Lily Banda is a Malawian actress and artist best known for her role in the film "The Boy Who Harnessed the Wind."
  • B. Grace Makutsi
    Grace Makutsi is a highly intelligent, principled, and often comically earnest assistant detective in Alexander McCall Smith’s "The No. 1 Ladies’ Detective Agency" series, known for her exceptional secretarial exam score and distinctive personality.
  • C. Joyce Banda
    Joyce Banda is a Malawian politician who served as the country’s first female president from 2012 to 2014 and is known for her advocacy on women’s rights and good governance.
  • D. Rebecca Kadaga
    Rebecca Kadaga is a Ugandan lawyer and politician who served as Speaker of the Parliament of Uganda and is a prominent member of the ruling National Resistance Movement party.
  • E. Mary Masombuka
    Mary Masombuka is a central student activist character in the South African musical film and stage play "Sarafina!", symbolizing youth resistance against apartheid.
  • 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_69d8dd01a56c81909694a128c66b21d7 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5d6a3db9c8190a1bf0228e360a6e0 completed April 20, 2026, 7:32 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05b45dc7e88190a0bf79ea1bb18f99 completed May 14, 2026, 11:39 a.m.
NEDg Description generation batch_6a05b5dfac0c8190b67921280d5ab1fe completed May 14, 2026, 11:45 a.m.
NED2 Entity disambiguation (via description) batch_6a05b68aba3081908ca21d732e45f454 completed May 14, 2026, 11:48 a.m.
Created at: April 10, 2026, 12:01 p.m.