Triple
T21969722
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Limpopo provincial government |
E542554
|
entity |
| Predicate | hasDepartment |
P35
|
FINISHED |
| Object | Limpopo Department of Transport and Community Safety |
—
|
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 Transport and Community Safety | Statement: [Limpopo provincial government, hasDepartment, Limpopo Department of Transport and Community Safety]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Limpopo Department of Transport and Community Safety Context triple: [Limpopo provincial government, hasDepartment, Limpopo Department of Transport and Community Safety]
-
A.
Northern Cape Department of Transport, Safety and Liaison
The Northern Cape Department of Transport, Safety and Liaison is a provincial government department in South Africa responsible for overseeing transport services, road safety, and public security initiatives within the Northern Cape.
-
B.
Department of Transport of South Africa
The Department of Transport of South Africa is the national government ministry responsible for formulating and overseeing transport policy, regulation, and infrastructure across all transport modes in the country.
-
C.
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.
-
D.
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.
-
E.
Eastern Cape Department of Transport
The Eastern Cape Department of Transport is a provincial government agency in South Africa responsible for overseeing and managing transport infrastructure, public transport services, and related regulatory functions within the Eastern Cape province.
- 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 Transport and Community Safety Target entity description: The Limpopo Department of Transport and Community Safety is a provincial government department in South Africa responsible for overseeing road transport, traffic management, and public safety services within the Limpopo province.
-
A.
Northern Cape Department of Transport, Safety and Liaison
The Northern Cape Department of Transport, Safety and Liaison is a provincial government department in South Africa responsible for overseeing transport services, road safety, and public security initiatives within the Northern Cape.
-
B.
Department of Transport of South Africa
The Department of Transport of South Africa is the national government ministry responsible for formulating and overseeing transport policy, regulation, and infrastructure across all transport modes in the country.
-
C.
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.
-
D.
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.
-
E.
Eastern Cape Department of Transport
The Eastern Cape Department of Transport is a provincial government agency in South Africa responsible for overseeing and managing transport infrastructure, public transport services, and related regulatory functions within the Eastern Cape province.
- 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.