Triple

T415244
Position Surface form Disambiguated ID Type / Status
Subject Khoisan languages E9577 entity
Predicate spokenBy P2181 FINISHED
Object Khoisan peoples
The Khoisan peoples are indigenous ethnic groups of southern Africa known for their ancient hunter-gatherer and pastoralist traditions and distinctive click-language families.
E52561 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: Khoisan peoples | Statement: [Khoisan languages, spokenBy, Khoisan peoples]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Khoisan peoples
Context triple: [Khoisan languages, spokenBy, Khoisan peoples]
  • A. Zulu people
    The Zulu people are a major Nguni ethnic group of Southern Africa, primarily residing in South Africa’s KwaZulu-Natal province, known for their rich cultural traditions, historical Zulu Kingdom, and significant influence on the region’s history and politics.
  • B. Thembu people
    The Thembu people are a Xhosa-speaking ethnic group from South Africa’s Eastern Cape region, historically ruled by a royal lineage that includes figures such as Nelson Mandela.
  • C. Tswana people
    The Tswana people are a Bantu-speaking ethnic group native primarily to Botswana and parts of South Africa, known for their rich cultural traditions, cattle-based pastoralism, and significant influence on the region’s political and social history.
  • D. Southern Bantu
    Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
  • E. Afrikaners
    Afrikaners are a South African ethnic group descended primarily from Dutch settlers, known for speaking Afrikaans and playing a central role in the country’s colonial and apartheid-era history.
  • 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: Khoisan peoples
Triple: [Khoisan languages, spokenBy, Khoisan peoples]
Generated description
The Khoisan peoples are indigenous ethnic groups of southern Africa known for their ancient hunter-gatherer and pastoralist traditions and distinctive click-language families.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Khoisan peoples
Target entity description: The Khoisan peoples are indigenous ethnic groups of southern Africa known for their ancient hunter-gatherer and pastoralist traditions and distinctive click-language families.
  • A. Zulu people
    The Zulu people are a major Nguni ethnic group of Southern Africa, primarily residing in South Africa’s KwaZulu-Natal province, known for their rich cultural traditions, historical Zulu Kingdom, and significant influence on the region’s history and politics.
  • B. Thembu people
    The Thembu people are a Xhosa-speaking ethnic group from South Africa’s Eastern Cape region, historically ruled by a royal lineage that includes figures such as Nelson Mandela.
  • C. Tswana people
    The Tswana people are a Bantu-speaking ethnic group native primarily to Botswana and parts of South Africa, known for their rich cultural traditions, cattle-based pastoralism, and significant influence on the region’s political and social history.
  • D. Southern Bantu
    Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
  • E. Afrikaners
    Afrikaners are a South African ethnic group descended primarily from Dutch settlers, known for speaking Afrikaans and playing a central role in the country’s colonial and apartheid-era history.
  • 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_69a2e80111fc8190961d5b7c6154123f completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2ee8d835881908403ea23901e52b3 completed Feb. 28, 2026, 1:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69a41b4ce1648190b1f46ba33d7cf946 completed March 1, 2026, 10:56 a.m.
NEDg Description generation batch_69a41bc18b388190ae97d97656294e7b completed March 1, 2026, 10:58 a.m.
NED2 Entity disambiguation (via description) batch_69a422983e708190904cd891d3996338 completed March 1, 2026, 11:27 a.m.
Created at: Feb. 28, 2026, 1:09 p.m.