Triple
T2424854
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | N1 highway |
E53501
|
entity |
| Predicate | maintainedBy |
P86
|
FINISHED |
| Object |
South African National Roads Agency Limited
South African National Roads Agency Limited is a state-owned company responsible for the management, maintenance, and development of South Africa’s national road network.
|
E265812
|
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: South African National Roads Agency Limited | Statement: [N1 highway, maintainedBy, South African National Roads Agency Limited]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: South African National Roads Agency Limited Context triple: [N1 highway, maintainedBy, South African National Roads Agency Limited]
-
A.
Roads and Transport Authority
The Roads and Transport Authority is Dubai’s government agency responsible for planning, operating, and regulating the emirate’s public transport systems and road infrastructure.
-
B.
General Authority for Roads, Bridges and Land Transport
The General Authority for Roads, Bridges and Land Transport is an Egyptian governmental body responsible for planning, developing, and managing the country’s road, bridge, and land transport infrastructure.
-
C.
Kenyan Ministry of Transport
The Kenyan Ministry of Transport is a government department responsible for formulating and implementing national policies on transportation infrastructure, services, and regulation in Kenya.
-
D.
Rijkswaterstaat
Rijkswaterstaat is the Dutch national agency responsible for the design, construction, management, and maintenance of the Netherlands’ main infrastructure networks for water, roads, and waterways.
-
E.
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.
- 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: South African National Roads Agency Limited Triple: [N1 highway, maintainedBy, South African National Roads Agency Limited]
Generated description
South African National Roads Agency Limited is a state-owned company responsible for the management, maintenance, and development of South Africa’s national road network.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: South African National Roads Agency Limited Target entity description: South African National Roads Agency Limited is a state-owned company responsible for the management, maintenance, and development of South Africa’s national road network.
-
A.
Roads and Transport Authority
The Roads and Transport Authority is Dubai’s government agency responsible for planning, operating, and regulating the emirate’s public transport systems and road infrastructure.
-
B.
General Authority for Roads, Bridges and Land Transport
The General Authority for Roads, Bridges and Land Transport is an Egyptian governmental body responsible for planning, developing, and managing the country’s road, bridge, and land transport infrastructure.
-
C.
Kenyan Ministry of Transport
The Kenyan Ministry of Transport is a government department responsible for formulating and implementing national policies on transportation infrastructure, services, and regulation in Kenya.
-
D.
Rijkswaterstaat
Rijkswaterstaat is the Dutch national agency responsible for the design, construction, management, and maintenance of the Netherlands’ main infrastructure networks for water, roads, and waterways.
-
E.
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.
- 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_69ab495c44d48190b7235b23719bc3f6 |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abc99a773c819092d5f3c297b83887 |
completed | March 7, 2026, 6:45 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69aebf61088481909d79e822e4071456 |
completed | March 9, 2026, 12:38 p.m. |
| NEDg | Description generation | batch_69aec2e4fee481909704d329ad92f4ad |
completed | March 9, 2026, 12:53 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69aec39bb6a4819084652814e18f60d4 |
completed | March 9, 2026, 12:56 p.m. |
Created at: March 6, 2026, 9:42 p.m.