Triple

T19782804
Position Surface form Disambiguated ID Type / Status
Subject Western Province, Zambia E475179 entity
Predicate hasTransportInfrastructure P2560 FINISHED
Object 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.
E1393528 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: 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.
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: Mongu–Kalabo Road
Triple: [Western Province, Zambia, hasTransportInfrastructure, Mongu–Kalabo Road]
Generated 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.
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 (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_69d8e51b014081908b263e167370529a completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e653852e848190b8971981a164e8f9 completed April 20, 2026, 4:25 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07bd7c3a28819080ffaed556b70274 completed May 16, 2026, 12:42 a.m.
NEDg Description generation batch_6a07be01b0f4819086e79b84b23824c4 completed May 16, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_6a07be6a2a748190a70d48d20cef4714 completed May 16, 2026, 12:46 a.m.
Created at: April 10, 2026, 1:49 p.m.