Triple
T8089116
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mambwe people |
E188809
|
entity |
| Predicate | areRelatedTo |
P37
|
FINISHED |
| Object |
Namwanga people
The Namwanga people are a Bantu ethnic group primarily found in northeastern Zambia and parts of Tanzania, known for their shared cultural and linguistic heritage with neighboring groups such as the Mambwe.
|
E714415
|
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: Namwanga people | Statement: [Mambwe people, areRelatedTo, Namwanga people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Namwanga people Context triple: [Mambwe people, areRelatedTo, Namwanga people]
-
A.
Nyamwezi people
The Nyamwezi people are a major Bantu ethnic group of central Tanzania, historically known as long-distance traders, caravan porters, and influential participants in 19th-century regional commerce and politics.
-
B.
Mambwe people
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
-
C.
Kaonde people
The Kaonde people are a Bantu-speaking ethnic group of northwestern Zambia known for their matrilineal social structure, distinctive ironworking history, and rich oral traditions.
-
D.
Ovimbundu people
The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
-
E.
Banyankole people
The Banyankole people are a Bantu ethnic group of southwestern Uganda, traditionally known as cattle-keeping pastoralists and cultivators with a hierarchical social structure and rich cultural heritage.
- 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: Namwanga people Triple: [Mambwe people, areRelatedTo, Namwanga people]
Generated description
The Namwanga people are a Bantu ethnic group primarily found in northeastern Zambia and parts of Tanzania, known for their shared cultural and linguistic heritage with neighboring groups such as the Mambwe.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Namwanga people Target entity description: The Namwanga people are a Bantu ethnic group primarily found in northeastern Zambia and parts of Tanzania, known for their shared cultural and linguistic heritage with neighboring groups such as the Mambwe.
-
A.
Nyamwezi people
The Nyamwezi people are a major Bantu ethnic group of central Tanzania, historically known as long-distance traders, caravan porters, and influential participants in 19th-century regional commerce and politics.
-
B.
Mambwe people
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
-
C.
Kaonde people
The Kaonde people are a Bantu-speaking ethnic group of northwestern Zambia known for their matrilineal social structure, distinctive ironworking history, and rich oral traditions.
-
D.
Ovimbundu people
The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
-
E.
Banyankole people
The Banyankole people are a Bantu ethnic group of southwestern Uganda, traditionally known as cattle-keeping pastoralists and cultivators with a hierarchical social structure and rich cultural heritage.
- 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_69ca82b7b3e88190b9041ab0ef28b3cb |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb421c717c819089dd88c30a6401aa |
completed | March 31, 2026, 3:40 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cc93f6eb9c8190b33210621d215d56 |
completed | April 1, 2026, 3:41 a.m. |
| NEDg | Description generation | batch_69cc96f2220881909d752d4088bd375a |
completed | April 1, 2026, 3:54 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cca843fbc0819098d1841fcef25eaa |
completed | April 1, 2026, 5:08 a.m. |
Created at: March 30, 2026, 5:29 p.m.