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
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.
|
E1510995
|
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: 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.
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: Limpopo Department of Social Development Triple: [Limpopo provincial government, hasDepartment, Limpopo Department of Social Development]
Generated 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.
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 (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_69e0c48070988190909db97667b9a0ac |
completed | April 16, 2026, 11:14 a.m. |
| NER | Named-entity recognition | batch_69f1245e4ebc8190968108cc95a22fe4 |
completed | April 28, 2026, 9:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0a6716e6f48190a758929b4cf94707 |
completed | May 18, 2026, 1:10 a.m. |
| NEDg | Description generation | batch_6a0a67c29848819080860f13b4c9697b |
completed | May 18, 2026, 1:13 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0a686a0f208190977890119ffcff79 |
completed | May 18, 2026, 1:16 a.m. |
Created at: April 16, 2026, 8:02 p.m.