Triple

T4605833
Position Surface form Disambiguated ID Type / Status
Subject President of Zambia E100430 entity
Predicate officeHoldersInclude P537 FINISHED
Object Frederick Chiluba
Frederick Chiluba was a Zambian trade union leader and politician who served as the country’s second president and oversaw its transition from one-party to multi-party democracy.
 E456075 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: Frederick Chiluba | Statement: [President of Zambia, officeHoldersInclude, Frederick Chiluba]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Frederick Chiluba
Context triple: [President of Zambia, officeHoldersInclude, Frederick Chiluba]
  • A. Inshuti Mu Buzima
    Inshuti Mu Buzima is the Rwandan branch of Partners In Health, working with the government to strengthen the health system and deliver high-quality care in rural communities.
  • B. Ian Khama
    Ian Khama is a Botswanan politician and former military officer who served as the fourth President of Botswana from 2008 to 2018.
  • C. Yoweri Museveni
    Yoweri Museveni is the long-serving president of Uganda, known for his role as a regional power broker and military leader in East and Central Africa.
  • D. Godfrey Chidyausiku
    Godfrey Chidyausiku was a prominent Zimbabwean lawyer, judge, and politician who served as Chief Justice of Zimbabwe.
  • E. Tindyebwa Agaba Wise
    Tindyebwa Agaba Wise is a Rwandan-born British activist and former child soldier who became known for his work on human rights and refugee issues after being adopted by actress Emma Thompson.
  • 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: Frederick Chiluba
Triple: [President of Zambia, officeHoldersInclude, Frederick Chiluba]
Generated description
Frederick Chiluba was a Zambian trade union leader and politician who served as the country’s second president and oversaw its transition from one-party to multi-party democracy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Frederick Chiluba
Target entity description: Frederick Chiluba was a Zambian trade union leader and politician who served as the country’s second president and oversaw its transition from one-party to multi-party democracy.
  • A. Inshuti Mu Buzima
    Inshuti Mu Buzima is the Rwandan branch of Partners In Health, working with the government to strengthen the health system and deliver high-quality care in rural communities.
  • B. Ian Khama
    Ian Khama is a Botswanan politician and former military officer who served as the fourth President of Botswana from 2008 to 2018.
  • C. Yoweri Museveni
    Yoweri Museveni is the long-serving president of Uganda, known for his role as a regional power broker and military leader in East and Central Africa.
  • D. Godfrey Chidyausiku
    Godfrey Chidyausiku was a prominent Zimbabwean lawyer, judge, and politician who served as Chief Justice of Zimbabwe.
  • E. Tindyebwa Agaba Wise
    Tindyebwa Agaba Wise is a Rwandan-born British activist and former child soldier who became known for his work on human rights and refugee issues after being adopted by actress Emma Thompson.
  • 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_69bd43cce1e08190a07d53af6a9b6c24 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd599b1f0881909fd693b81ff44f98 completed March 20, 2026, 2:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdfa6d24808190a4edc426b8b719cd completed March 21, 2026, 1:54 a.m.
NEDg Description generation batch_69bdfbea628c81908f96e706d650ef9f completed March 21, 2026, 2:01 a.m.
NED2 Entity disambiguation (via description) batch_69bdfc97fc54819093e0cff18a40bde2 completed March 21, 2026, 2:04 a.m.
Created at: March 20, 2026, 1:12 p.m.