Triple
T19782804
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Western Province, Zambia |
E475179
|
entity |
| Predicate | hasTransportInfrastructure |
P2560
|
FINISHED |
| Object | Mongu–Kalabo 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: Mongu–Kalabo Road | Statement: [Western Province, Zambia, hasTransportInfrastructure, Mongu–Kalabo Road]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mongu–Kalabo Road Context triple: [Western Province, Zambia, hasTransportInfrastructure, Mongu–Kalabo 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.
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.
-
C.
Kabale–Kisoro road
The Kabale–Kisoro road is a major highway in southwestern Uganda that connects the town of Kabale to Kisoro near the borders with Rwanda and the Democratic Republic of the Congo, serving as an important route for regional trade and tourism.
-
D.
Mbarara–Ishaka Road
Mbarara–Ishaka Road is a major paved highway in western Uganda that links the city of Mbarara to the town of Ishaka, facilitating regional trade and transport.
-
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: Mongu–Kalabo Road Target entity description: 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.
-
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.
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.
-
C.
Kabale–Kisoro road
The Kabale–Kisoro road is a major highway in southwestern Uganda that connects the town of Kabale to Kisoro near the borders with Rwanda and the Democratic Republic of the Congo, serving as an important route for regional trade and tourism.
-
D.
Mbarara–Ishaka Road
Mbarara–Ishaka Road is a major paved highway in western Uganda that links the city of Mbarara to the town of Ishaka, facilitating regional trade and transport.
-
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.