Triple
T7718584
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Emalahleni |
E174949
|
entity |
| Predicate | near |
P350
|
FINISHED |
| Object |
N12 highway
The N12 highway is a major South African route that connects Johannesburg with key towns and cities in Mpumalanga and beyond, serving as an important corridor for regional travel and freight.
|
E918749
|
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: N12 highway | Statement: [Emalahleni, near, N12 highway]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: N12 highway Context triple: [Emalahleni, near, N12 highway]
-
A.
N13 highway
The N13 highway is a major Moroccan road that runs through the Middle Atlas region, connecting towns such as Azrou with other key cities and routes.
-
B.
N14 highway
The N14 highway is a major South African national route connecting Pretoria and Johannesburg with the North West and Northern Cape provinces.
-
C.
N8 highway
The N8 highway is a major Moroccan road that runs across the Middle Atlas region, linking key cities such as Azrou with other important urban and economic centers.
-
D.
N3 highway
The N3 highway is a major South African national route that connects Johannesburg and Durban, serving as a key freight and passenger corridor between the inland economic hub and the east coast.
-
E.
N4 highway
The N4 highway is a major east–west route in South Africa and Mozambique that forms part of the Maputo Corridor, linking inland economic hubs with the port city of Maputo.
- 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: N12 highway Triple: [Emalahleni, near, N12 highway]
Generated description
The N12 highway is a major South African route that connects Johannesburg with key towns and cities in Mpumalanga and beyond, serving as an important corridor for regional travel and freight.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: N12 highway Target entity description: The N12 highway is a major South African route that connects Johannesburg with key towns and cities in Mpumalanga and beyond, serving as an important corridor for regional travel and freight.
-
A.
N13 highway
The N13 highway is a major Moroccan road that runs through the Middle Atlas region, connecting towns such as Azrou with other key cities and routes.
-
B.
N14 highway
The N14 highway is a major South African national route connecting Pretoria and Johannesburg with the North West and Northern Cape provinces.
-
C.
N8 highway
The N8 highway is a major Moroccan road that runs across the Middle Atlas region, linking key cities such as Azrou with other important urban and economic centers.
-
D.
N3 highway
The N3 highway is a major South African national route that connects Johannesburg and Durban, serving as a key freight and passenger corridor between the inland economic hub and the east coast.
-
E.
N4 highway
The N4 highway is a major east–west route in South Africa and Mozambique that forms part of the Maputo Corridor, linking inland economic hubs with the port city of Maputo.
- 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_69c6995c463c8190a14458036249d419 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c702ebb7448190ae8d47fe0cbb0907 |
completed | March 27, 2026, 10:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e525100e108190b4f6949695c7156e |
completed | April 19, 2026, 6:55 p.m. |
| NEDg | Description generation | batch_69e52a78951c8190923711067cf4e7e5 |
completed | April 19, 2026, 7:18 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69e5319b6ef0819096debabfb6ffbe70 |
completed | April 19, 2026, 7:48 p.m. |
Created at: March 27, 2026, 4:05 p.m.