Triple

T21969726
Position Surface form Disambiguated ID Type / Status
Subject Limpopo provincial government E542554 entity
Predicate hasDepartment P35 FINISHED
Object Limpopo Department of Social Development — 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 Social Development | Statement: [Limpopo provincial government, hasDepartment, Limpopo Department of Social Development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Limpopo Department of Social Development
Context triple: [Limpopo provincial government, hasDepartment, Limpopo Department of Social Development]
  • A. Gauteng Department of Social Development
    The Gauteng Department of Social Development is a provincial government department in South Africa responsible for social welfare services, community development, and support for vulnerable groups within the Gauteng province.
  • B. 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.
  • C. Gauteng Department of Human Settlements
    The Gauteng Department of Human Settlements is a provincial government body responsible for planning, developing, and managing housing and sustainable human settlements within South Africa’s Gauteng province.
  • D. Mpumalanga Provincial Government
    The Mpumalanga Provincial Government is the executive authority responsible for governing South Africa’s Mpumalanga province, overseeing public administration, services, and regional development.
  • E. Department of Cooperative Governance and Traditional Affairs (South Africa)
    The Department of Cooperative Governance and Traditional Affairs (South Africa) is a national government department responsible for overseeing local government, promoting cooperative governance across spheres of the state, and supporting traditional leadership institutions.
  • 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 Social Development
Target entity description: The Limpopo Department of Social Development is a provincial government department in South Africa responsible for providing social welfare services, community development, and support to vulnerable groups within the Limpopo province.
  • A. Gauteng Department of Social Development
    The Gauteng Department of Social Development is a provincial government department in South Africa responsible for social welfare services, community development, and support for vulnerable groups within the Gauteng province.
  • B. 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.
  • C. Gauteng Department of Human Settlements
    The Gauteng Department of Human Settlements is a provincial government body responsible for planning, developing, and managing housing and sustainable human settlements within South Africa’s Gauteng province.
  • D. Mpumalanga Provincial Government
    The Mpumalanga Provincial Government is the executive authority responsible for governing South Africa’s Mpumalanga province, overseeing public administration, services, and regional development.
  • E. Department of Cooperative Governance and Traditional Affairs (South Africa)
    The Department of Cooperative Governance and Traditional Affairs (South Africa) is a national government department responsible for overseeing local government, promoting cooperative governance across spheres of the state, and supporting traditional leadership institutions.
  • 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.