Triple

T14668637
Position Surface form Disambiguated ID Type / Status
Subject Kaonde E344446 entity
Predicate spokenIn P2266 FINISHED
Object North-Western Province, Zambia
North-Western Province, Zambia is a largely rural, mineral-rich region in the northwest of Zambia known for its ethnic diversity, including Kaonde speakers, and significant copper and gold mining activities.
E1124836 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: North-Western Province, Zambia | Statement: [Kaonde, spokenIn, North-Western Province, Zambia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: North-Western Province, Zambia
Context triple: [Kaonde, spokenIn, North-Western Province, Zambia]
  • A. Northern Province, Zambia
    Northern Province, Zambia is a largely rural region in the north of Zambia known for its lakeside towns, including the port of Mpulungu on Lake Tanganyika, and its significant natural and cultural heritage.
  • B. Western Province, Zambia
    Western Province, Zambia is a largely rural region in western Zambia known for its vast floodplains, traditional Lozi culture, and proximity to major wildlife areas such as Kafue National Park.
  • C. Southern Province, Zambia
    Southern Province, Zambia is a region in southern Zambia known for its tourism hub Livingstone and its proximity to Victoria Falls on the Zambezi River.
  • D. Eastern Province, Zambia
    Eastern Province, Zambia is a largely rural region in the east of Zambia known for its wildlife-rich landscapes, including the renowned South Luangwa National Park, and its predominantly agricultural economy.
  • E. Central Province, Zambia
    Central Province, Zambia is an inland administrative region in central Zambia known for its mix of agricultural areas, mining activities, and major wildlife attractions such as Kafue National Park.
  • 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: North-Western Province, Zambia
Triple: [Kaonde, spokenIn, North-Western Province, Zambia]
Generated description
North-Western Province, Zambia is a largely rural, mineral-rich region in the northwest of Zambia known for its ethnic diversity, including Kaonde speakers, and significant copper and gold mining activities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: North-Western Province, Zambia
Target entity description: North-Western Province, Zambia is a largely rural, mineral-rich region in the northwest of Zambia known for its ethnic diversity, including Kaonde speakers, and significant copper and gold mining activities.
  • A. Northern Province, Zambia
    Northern Province, Zambia is a largely rural region in the north of Zambia known for its lakeside towns, including the port of Mpulungu on Lake Tanganyika, and its significant natural and cultural heritage.
  • B. Western Province, Zambia
    Western Province, Zambia is a largely rural region in western Zambia known for its vast floodplains, traditional Lozi culture, and proximity to major wildlife areas such as Kafue National Park.
  • C. Southern Province, Zambia
    Southern Province, Zambia is a region in southern Zambia known for its tourism hub Livingstone and its proximity to Victoria Falls on the Zambezi River.
  • D. Eastern Province, Zambia
    Eastern Province, Zambia is a largely rural region in the east of Zambia known for its wildlife-rich landscapes, including the renowned South Luangwa National Park, and its predominantly agricultural economy.
  • E. Central Province, Zambia
    Central Province, Zambia is an inland administrative region in central Zambia known for its mix of agricultural areas, mining activities, and major wildlife attractions such as Kafue National Park.
  • 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_69d822e283fc8190a0e4c235cf880052 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb54dda1c8190bf16d17e26a2bba6 completed April 14, 2026, 9:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe6b40633481909882645f73d3e2c6 completed May 8, 2026, 11:01 p.m.
NEDg Description generation batch_69fe6c8d134c8190a2d9b85f0b9aadd8 completed May 8, 2026, 11:06 p.m.
NED2 Entity disambiguation (via description) batch_69fe6dc30ee48190824b137237bd6312 completed May 8, 2026, 11:12 p.m.
Created at: April 10, 2026, 1:27 a.m.