Triple

T9121749
Position Surface form Disambiguated ID Type / Status
Subject R102 regional road E218867 entity
Predicate maintainedBy P86 FINISHED
Object provincial road authorities of South Africa
The provincial road authorities of South Africa are regional government bodies responsible for planning, constructing, and maintaining the country’s provincial and regional road networks.
E568508 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: provincial road authorities of South Africa | Statement: [R102 regional road, maintainedBy, provincial road authorities of South Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: provincial road authorities of South Africa
Context triple: [R102 regional road, maintainedBy, provincial road authorities of South Africa]
  • A. 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.
  • B. South African National Route network
    The South African National Route network is the country’s primary system of long-distance, numbered highways that connect major cities, regions, and borders for national transport and trade.
  • C. SANRAL
    SANRAL is South Africa’s national roads agency responsible for the planning, construction, management, and maintenance of the country’s national road network.
  • D. 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.
  • E. N4 road in South Africa
    The N4 road in South Africa is a major east–west highway that forms part of the Maputo and Trans-Kalahari Corridors, linking the country’s industrial heartland with Mozambique and Botswana/Namibia.
  • 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: provincial road authorities of South Africa
Triple: [R102 regional road, maintainedBy, provincial road authorities of South Africa]
Generated description
The provincial road authorities of South Africa are regional government bodies responsible for planning, constructing, and maintaining the country’s provincial and regional road networks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: provincial road authorities of South Africa
Target entity description: The provincial road authorities of South Africa are regional government bodies responsible for planning, constructing, and maintaining the country’s provincial and regional road networks.
  • A. Gauteng Department of Roads and Transport chosen
    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.
  • B. South African National Route network
    The South African National Route network is the country’s primary system of long-distance, numbered highways that connect major cities, regions, and borders for national transport and trade.
  • C. SANRAL
    SANRAL is South Africa’s national roads agency responsible for the planning, construction, management, and maintenance of the country’s national road network.
  • D. 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.
  • E. N4 road in South Africa
    The N4 road in South Africa is a major east–west highway that forms part of the Maputo and Trans-Kalahari Corridors, linking the country’s industrial heartland with Mozambique and Botswana/Namibia.
  • F. None of above.

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_69ca83dddd548190983b96c664f7f367 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca8b46dac8190bde88205c85f596a completed April 1, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69d0308ff628819083f02bf71eb40c5b completed April 3, 2026, 9:26 p.m.
NEDg Description generation batch_69d0318ef52c8190bfa0bef6a8d41daa completed April 3, 2026, 9:30 p.m.
NED2 Entity disambiguation (via description) batch_69d03571c4648190bd546152c61c55a5 completed April 3, 2026, 9:47 p.m.
Created at: March 30, 2026, 7:17 p.m.