Triple

T18656427
Position Surface form Disambiguated ID Type / Status
Subject Frederick Chiluba E456075 entity
Predicate employer P7 FINISHED
Object Zambia Congress of Trade Unions
The Zambia Congress of Trade Unions is the main national federation of trade unions in Zambia, historically influential in the country’s labor movement and political transition to multiparty democracy.
E1336298 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: Zambia Congress of Trade Unions | Statement: [Frederick Chiluba, employer, Zambia Congress of Trade Unions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Zambia Congress of Trade Unions
Context triple: [Frederick Chiluba, employer, Zambia Congress of Trade Unions]
  • A. Zimbabwe Congress of Trade Unions
    The Zimbabwe Congress of Trade Unions is the main national trade union federation in Zimbabwe, known for its prominent role in labor activism and in the country’s pro-democracy movement.
  • B. South African Congress of Trade Unions
    The South African Congress of Trade Unions was a major anti-apartheid trade union federation that played a key role in organizing workers and supporting the broader liberation struggle in South Africa.
  • C. Congress of South African Trade Unions
    The Congress of South African Trade Unions (COSATU) is South Africa’s largest trade union federation and a key player in the country’s labor movement and post-apartheid political landscape.
  • D. Zimbabwe National Students Union
    The Zimbabwe National Students Union is a prominent student organization in Zimbabwe known for its activism on democracy, human rights, and educational issues.
  • E. Tanganyika African National Union
    Tanganyika African National Union was the dominant nationalist political party in Tanganyika that led the country to independence under the leadership of Julius Nyerere and later formed the core of Tanzania’s ruling party.
  • 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: Zambia Congress of Trade Unions
Triple: [Frederick Chiluba, employer, Zambia Congress of Trade Unions]
Generated description
The Zambia Congress of Trade Unions is the main national federation of trade unions in Zambia, historically influential in the country’s labor movement and political transition to multiparty democracy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Zambia Congress of Trade Unions
Target entity description: The Zambia Congress of Trade Unions is the main national federation of trade unions in Zambia, historically influential in the country’s labor movement and political transition to multiparty democracy.
  • A. Zimbabwe Congress of Trade Unions
    The Zimbabwe Congress of Trade Unions is the main national trade union federation in Zimbabwe, known for its prominent role in labor activism and in the country’s pro-democracy movement.
  • B. South African Congress of Trade Unions
    The South African Congress of Trade Unions was a major anti-apartheid trade union federation that played a key role in organizing workers and supporting the broader liberation struggle in South Africa.
  • C. Congress of South African Trade Unions
    The Congress of South African Trade Unions (COSATU) is South Africa’s largest trade union federation and a key player in the country’s labor movement and post-apartheid political landscape.
  • D. Zimbabwe National Students Union
    The Zimbabwe National Students Union is a prominent student organization in Zimbabwe known for its activism on democracy, human rights, and educational issues.
  • E. Tanganyika African National Union
    Tanganyika African National Union was the dominant nationalist political party in Tanganyika that led the country to independence under the leadership of Julius Nyerere and later formed the core of Tanzania’s ruling party.
  • 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.