Triple
T19782805
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Western Province, Zambia |
E475179
|
entity |
| Predicate | hasTransportInfrastructure |
P2560
|
FINISHED |
| Object | Senanga–Sesheke Road |
—
|
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: Senanga–Sesheke Road | Statement: [Western Province, Zambia, hasTransportInfrastructure, Senanga–Sesheke Road]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Senanga–Sesheke Road Context triple: [Western Province, Zambia, hasTransportInfrastructure, Senanga–Sesheke Road]
-
A.
Mpulungu–Mbala road
The Mpulungu–Mbala road is a key transport route in northern Zambia linking the lakeside town of Mpulungu with the inland town of Mbala, facilitating regional trade and travel.
-
B.
Mongu–Kalabo Road
The Mongu–Kalabo Road is a major causeway and bridge-filled highway in western Zambia that links the town of Mongu to Kalabo across the floodplains of the Zambezi River, improving access to the remote Barotse Floodplain region.
-
C.
Masindi–Pakwach road
The Masindi–Pakwach road is a major transport route in northwestern Uganda that links the town of Masindi to Pakwach and facilitates regional trade and access to Murchison Falls National Park.
-
D.
Lusaka–Livingstone road
The Lusaka–Livingstone road is a major highway in Zambia that links the capital city Lusaka with the tourist hub of Livingstone near Victoria Falls, serving as a key transport and trade corridor through Southern Province.
-
E.
Okavango Road
Okavango Road is a major roadway in the northern suburbs of Cape Town, South Africa, serving as a key connector for residential and commercial areas including Kraaifontein.
- 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: Senanga–Sesheke Road Target entity description: The Senanga–Sesheke Road is a key roadway in western Zambia that links the towns of Senanga and Sesheke, facilitating regional trade and access to neighboring countries.
-
A.
Mpulungu–Mbala road
The Mpulungu–Mbala road is a key transport route in northern Zambia linking the lakeside town of Mpulungu with the inland town of Mbala, facilitating regional trade and travel.
-
B.
Mongu–Kalabo Road
The Mongu–Kalabo Road is a major causeway and bridge-filled highway in western Zambia that links the town of Mongu to Kalabo across the floodplains of the Zambezi River, improving access to the remote Barotse Floodplain region.
-
C.
Masindi–Pakwach road
The Masindi–Pakwach road is a major transport route in northwestern Uganda that links the town of Masindi to Pakwach and facilitates regional trade and access to Murchison Falls National Park.
-
D.
Lusaka–Livingstone road
The Lusaka–Livingstone road is a major highway in Zambia that links the capital city Lusaka with the tourist hub of Livingstone near Victoria Falls, serving as a key transport and trade corridor through Southern Province.
-
E.
Okavango Road
Okavango Road is a major roadway in the northern suburbs of Cape Town, South Africa, serving as a key connector for residential and commercial areas including Kraaifontein.
- 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_69d8e51b014081908b263e167370529a |
completed | April 10, 2026, 11:55 a.m. |
| NER | Named-entity recognition | batch_69e653852e848190b8971981a164e8f9 |
completed | April 20, 2026, 4:25 p.m. |
Created at: April 10, 2026, 1:49 p.m.