Triple

T19782805
Position Surface form Disambiguated ID Type / Status
Subject Western Province, Zambia E475179 entity
Predicate hasTransportInfrastructure P2560 FINISHED
Object Senanga–Sesheke Road
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.
E1395945 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: 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.
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: Senanga–Sesheke Road
Triple: [Western Province, Zambia, hasTransportInfrastructure, Senanga–Sesheke Road]
Generated 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.
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 (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_6a07c4f7966081908d48f096333471f0 completed May 16, 2026, 1:14 a.m.
NEDg Description generation batch_6a07c5aea8948190b6e5bbcea8053478 completed May 16, 2026, 1:17 a.m.
NED2 Entity disambiguation (via description) batch_6a07c6846fb481908e1d5aae2c53a7ba completed May 16, 2026, 1:21 a.m.
Created at: April 10, 2026, 1:49 p.m.