Triple

T21969723
Position Surface form Disambiguated ID Type / Status
Subject Limpopo provincial government E542554 entity
Predicate hasDepartment P35 FINISHED
Object Limpopo Department of Public Works, Roads and Infrastructure 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: Limpopo Department of Public Works, Roads and Infrastructure | Statement: [Limpopo provincial government, hasDepartment, Limpopo Department of Public Works, Roads and Infrastructure]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Limpopo Department of Public Works, Roads and Infrastructure
Context triple: [Limpopo provincial government, hasDepartment, Limpopo Department of Public Works, Roads and Infrastructure]
  • A. Department of Public Works and Infrastructure (South Africa)
    The Department of Public Works and Infrastructure (South Africa) is the national government department responsible for managing and maintaining state-owned buildings and infrastructure, and for leading public infrastructure development across the country.
  • B. Gauteng Department of Roads and Transport
    The Gauteng Department of Roads and Transport is the provincial government body responsible for planning, developing, and managing road infrastructure and public transport systems in South Africa’s Gauteng province.
  • C. Gauteng Department of Infrastructure Development
    The Gauteng Department of Infrastructure Development is a provincial government department in South Africa responsible for planning, building, and maintaining public infrastructure and facilities in the Gauteng province.
  • D. Limpopo provincial government
    The Limpopo provincial government is the executive authority responsible for governing South Africa’s Limpopo Province, administering provincial laws, services, and development from its seat in Polokwane.
  • E. Botswana Ministry of Transport and Public Works
    The Botswana Ministry of Transport and Public Works is a government department responsible for developing, managing, and maintaining Botswana’s national transport infrastructure and public works.
  • 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: Limpopo Department of Public Works, Roads and Infrastructure
Target entity description: The Limpopo Department of Public Works, Roads and Infrastructure is a provincial government department in South Africa responsible for constructing, maintaining and managing public buildings, roads and related infrastructure in the Limpopo province.
  • A. Department of Public Works and Infrastructure (South Africa)
    The Department of Public Works and Infrastructure (South Africa) is the national government department responsible for managing and maintaining state-owned buildings and infrastructure, and for leading public infrastructure development across the country.
  • B. Gauteng Department of Roads and Transport
    The Gauteng Department of Roads and Transport is the provincial government body responsible for planning, developing, and managing road infrastructure and public transport systems in South Africa’s Gauteng province.
  • C. Gauteng Department of Infrastructure Development
    The Gauteng Department of Infrastructure Development is a provincial government department in South Africa responsible for planning, building, and maintaining public infrastructure and facilities in the Gauteng province.
  • D. Limpopo provincial government
    The Limpopo provincial government is the executive authority responsible for governing South Africa’s Limpopo Province, administering provincial laws, services, and development from its seat in Polokwane.
  • E. Botswana Ministry of Transport and Public Works
    The Botswana Ministry of Transport and Public Works is a government department responsible for developing, managing, and maintaining Botswana’s national transport infrastructure and public works.
  • 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_69e0c48070988190909db97667b9a0ac completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f1245e4ebc8190968108cc95a22fe4 completed April 28, 2026, 9:19 p.m.
Created at: April 16, 2026, 8:02 p.m.