Triple

T18656595
Position Surface form Disambiguated ID Type / Status
Subject Speaker of the National Assembly of Zambia E456079 entity
Predicate hasDeputy P147 FINISHED
Object Deputy Speaker of the National Assembly of Zambia
The Deputy Speaker of the National Assembly of Zambia is a senior parliamentary official who assists and stands in for the Speaker in presiding over legislative proceedings and maintaining order in the chamber.
E1336304 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: Deputy Speaker of the National Assembly of Zambia | Statement: [Speaker of the National Assembly of Zambia, hasDeputy, Deputy Speaker of the National Assembly of Zambia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Deputy Speaker of the National Assembly of Zambia
Context triple: [Speaker of the National Assembly of Zambia, hasDeputy, Deputy Speaker of the National Assembly of Zambia]
  • A. Deputy Speaker of the National Assembly of Zimbabwe
    The Deputy Speaker of the National Assembly of Zimbabwe is a senior parliamentary official who assists in presiding over the lower house, ensuring legislative procedures are followed and standing in for the Speaker when necessary.
  • B. Deputy Speaker of the National Assembly of Botswana
    The Deputy Speaker of the National Assembly of Botswana is a senior parliamentary official who assists and substitutes for the Speaker in presiding over legislative sessions and maintaining order in the chamber.
  • C. Vice President of Zambia
    The Vice President of Zambia is the second-highest executive official in the country’s government, serving as the principal assistant and constitutional successor to the President.
  • D. Speaker of the National Assembly of Zimbabwe
    The Speaker of the National Assembly of Zimbabwe is the presiding officer and principal authority of the country’s lower house of Parliament, responsible for overseeing legislative debates, maintaining order, and representing the Assembly in its relations with other branches of government.
  • E. Deputy Speaker of the National Assembly of Tanzania
    The Deputy Speaker of the National Assembly of Tanzania is a senior parliamentary official who assists and substitutes for the Speaker in presiding over legislative sessions and managing the chamber’s proceedings.
  • 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: Deputy Speaker of the National Assembly of Zambia
Triple: [Speaker of the National Assembly of Zambia, hasDeputy, Deputy Speaker of the National Assembly of Zambia]
Generated description
The Deputy Speaker of the National Assembly of Zambia is a senior parliamentary official who assists and stands in for the Speaker in presiding over legislative proceedings and maintaining order in the chamber.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Deputy Speaker of the National Assembly of Zambia
Target entity description: The Deputy Speaker of the National Assembly of Zambia is a senior parliamentary official who assists and stands in for the Speaker in presiding over legislative proceedings and maintaining order in the chamber.
  • A. Deputy Speaker of the National Assembly of Zimbabwe
    The Deputy Speaker of the National Assembly of Zimbabwe is a senior parliamentary official who assists in presiding over the lower house, ensuring legislative procedures are followed and standing in for the Speaker when necessary.
  • B. Deputy Speaker of the National Assembly of Botswana
    The Deputy Speaker of the National Assembly of Botswana is a senior parliamentary official who assists and substitutes for the Speaker in presiding over legislative sessions and maintaining order in the chamber.
  • C. Vice President of Zambia
    The Vice President of Zambia is the second-highest executive official in the country’s government, serving as the principal assistant and constitutional successor to the President.
  • D. Speaker of the National Assembly of Zimbabwe
    The Speaker of the National Assembly of Zimbabwe is the presiding officer and principal authority of the country’s lower house of Parliament, responsible for overseeing legislative debates, maintaining order, and representing the Assembly in its relations with other branches of government.
  • E. Deputy Speaker of the National Assembly of Tanzania
    The Deputy Speaker of the National Assembly of Tanzania is a senior parliamentary official who assists and substitutes for the Speaker in presiding over legislative sessions and managing the chamber’s proceedings.
  • 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.