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.