Triple
T21175468
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kwale County |
E521798
|
entity |
| Predicate | hasTransportInfrastructure |
P2560
|
FINISHED |
| Object | Likoni–Lunga Lunga 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: Likoni–Lunga Lunga road | Statement: [Kwale County, hasTransportInfrastructure, Likoni–Lunga Lunga road]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Likoni–Lunga Lunga road Context triple: [Kwale County, hasTransportInfrastructure, Likoni–Lunga Lunga 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.
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.
Kiunga–Tabubil Highway
The Kiunga–Tabubil Highway is a major road in Papua New Guinea that connects the river port town of Kiunga with the mining town of Tabubil, serving as a key transport route for people and mineral exports in the region.
-
E.
Karuma–Pakwach road
The Karuma–Pakwach road is a major transport route in northern Uganda that connects the Karuma area to the town of Pakwach, facilitating regional trade and access to Murchison Falls National Park.
- 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: Likoni–Lunga Lunga road Target entity description: The Likoni–Lunga Lunga road is a major coastal highway in Kenya that links Mombasa to the Tanzanian border, facilitating regional trade and travel through Kwale County.
-
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.
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.
Kiunga–Tabubil Highway
The Kiunga–Tabubil Highway is a major road in Papua New Guinea that connects the river port town of Kiunga with the mining town of Tabubil, serving as a key transport route for people and mineral exports in the region.
-
E.
Karuma–Pakwach road
The Karuma–Pakwach road is a major transport route in northern Uganda that connects the Karuma area to the town of Pakwach, facilitating regional trade and access to Murchison Falls National Park.
- 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_69e0b50e30748190b186824a206d39b9 |
completed | April 16, 2026, 10:08 a.m. |
| NER | Named-entity recognition | batch_69e7271597288190b04baff9ca8d866c |
completed | April 21, 2026, 7:28 a.m. |
Created at: April 16, 2026, 3 p.m.