Triple

T22064344
Position Surface form Disambiguated ID Type / Status
Subject Minister of Human Settlements of South Africa E545228 entity
Predicate collaboratesWith P37 FINISHED
Object Minister of Public Works and Infrastructure of South Africa — NE NERFINISHED

How this triple was built (3 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: Minister of Public Works and Infrastructure of South Africa | Statement: [Minister of Human Settlements of South Africa, collaboratesWith, Minister of Public Works and Infrastructure of South Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Minister of Public Works and Infrastructure of South Africa
Context triple: [Minister of Human Settlements of South Africa, collaboratesWith, Minister of Public Works and Infrastructure of South Africa]
  • A. Minister of Public Enterprises of South Africa
    The Minister of Public Enterprises of South Africa is the cabinet official responsible for overseeing and managing the country’s state-owned enterprises and ensuring their strategic alignment with national economic and developmental goals.
  • B. Minister of Human Settlements of South Africa
    The Minister of Human Settlements of South Africa is the cabinet official responsible for national housing policy, urban development, and the creation of sustainable human settlements across the country.
  • C. Minister of Transport of South Africa
    The Minister of Transport of South Africa is the national government official responsible for overseeing the country’s transport policy, infrastructure, and regulation across road, rail, air, and maritime sectors.
  • D. Minister of Public Service and Administration of South Africa
    The Minister of Public Service and Administration of South Africa is the cabinet official responsible for overseeing the country’s public service, government administration, and related reforms and policies.
  • E. Minister of Cooperative Governance and Traditional Affairs of South Africa
    The Minister of Cooperative Governance and Traditional Affairs of South Africa is the cabinet official responsible for overseeing local government, intergovernmental relations, and traditional leadership institutions within the country.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Minister of Public Works and Infrastructure of South Africa
Target entity description: The Minister of Public Works and Infrastructure of South Africa is the cabinet official responsible for overseeing the country’s public infrastructure, including government buildings, construction policy, and related maintenance and development programs.
  • A. Minister of Public Enterprises of South Africa
    The Minister of Public Enterprises of South Africa is the cabinet official responsible for overseeing and managing the country’s state-owned enterprises and ensuring their strategic alignment with national economic and developmental goals.
  • B. Minister of Human Settlements of South Africa
    The Minister of Human Settlements of South Africa is the cabinet official responsible for national housing policy, urban development, and the creation of sustainable human settlements across the country.
  • C. Minister of Transport of South Africa
    The Minister of Transport of South Africa is the national government official responsible for overseeing the country’s transport policy, infrastructure, and regulation across road, rail, air, and maritime sectors.
  • D. Minister of Public Service and Administration of South Africa
    The Minister of Public Service and Administration of South Africa is the cabinet official responsible for overseeing the country’s public service, government administration, and related reforms and policies.
  • E. Minister of Cooperative Governance and Traditional Affairs of South Africa
    The Minister of Cooperative Governance and Traditional Affairs of South Africa is the cabinet official responsible for overseeing local government, intergovernmental relations, and traditional leadership institutions within the country.
  • F. None of above. chosen

Provenance (2 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_69e11e344dfc81909b1d88a7221329c7 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f12882ab3c819095b61e0a341edfdf completed April 28, 2026, 9:37 p.m.
Created at: April 16, 2026, 8:27 p.m.