Triple
T14289874
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Niassa Province |
E354279
|
entity |
| Predicate | hasEthnicGroup |
P1898
|
FINISHED |
| Object |
Nyanja-speaking peoples
The Nyanja-speaking peoples are a Bantu ethnic group in southeastern Africa, known for their shared Nyanja (Chinyanja/Chichewa) language and cultural traditions across regions of Mozambique, Malawi, Zambia, and neighboring countries.
|
E1092269
|
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: Nyanja-speaking peoples | Statement: [Niassa Province, hasEthnicGroup, Nyanja-speaking peoples]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nyanja-speaking peoples Context triple: [Niassa Province, hasEthnicGroup, Nyanja-speaking peoples]
-
A.
Gikuyu–Embu–Meru peoples
The Gikuyu–Embu–Meru peoples are a closely related cluster of Bantu-speaking ethnic groups of central Kenya who share linguistic, cultural, and historical ties.
-
B.
Swahili people
The Swahili people are a Bantu ethnic group native to the East African coast, historically known as maritime traders and cultural intermediaries blending African, Arab, and Persian influences.
-
C.
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.
-
D.
Luhya people
The Luhya people are a major Bantu ethnic group in western Kenya, known for their rich cultural traditions, agriculture, and significant influence in Kenyan politics and society.
-
E.
Tumbuka people
The Tumbuka people are a Bantu ethnic group of south-central Africa, primarily living in northern Malawi and parts of Zambia and Tanzania, known for their rich oral traditions, farming livelihoods, and distinctive matrilineal social structures.
- 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: Nyanja-speaking peoples Triple: [Niassa Province, hasEthnicGroup, Nyanja-speaking peoples]
Generated description
The Nyanja-speaking peoples are a Bantu ethnic group in southeastern Africa, known for their shared Nyanja (Chinyanja/Chichewa) language and cultural traditions across regions of Mozambique, Malawi, Zambia, and neighboring countries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nyanja-speaking peoples Target entity description: The Nyanja-speaking peoples are a Bantu ethnic group in southeastern Africa, known for their shared Nyanja (Chinyanja/Chichewa) language and cultural traditions across regions of Mozambique, Malawi, Zambia, and neighboring countries.
-
A.
Gikuyu–Embu–Meru peoples
The Gikuyu–Embu–Meru peoples are a closely related cluster of Bantu-speaking ethnic groups of central Kenya who share linguistic, cultural, and historical ties.
-
B.
Swahili people
The Swahili people are a Bantu ethnic group native to the East African coast, historically known as maritime traders and cultural intermediaries blending African, Arab, and Persian influences.
-
C.
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.
-
D.
Luhya people
The Luhya people are a major Bantu ethnic group in western Kenya, known for their rich cultural traditions, agriculture, and significant influence in Kenyan politics and society.
-
E.
Tumbuka people
The Tumbuka people are a Bantu ethnic group of south-central Africa, primarily living in northern Malawi and parts of Zambia and Tanzania, known for their rich oral traditions, farming livelihoods, and distinctive matrilineal social structures.
- 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_69d8278e17088190b328c5a9d4be74ff |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de6981e9148190baf2ed56a7b7340e |
completed | April 14, 2026, 4:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd3d1fee448190bcafb37dd6618d60 |
completed | May 8, 2026, 1:32 a.m. |
| NEDg | Description generation | batch_69fd3e5f333c8190bdce30a813bea59e |
completed | May 8, 2026, 1:37 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd3ed1fe288190b83dc432b61f0b4f |
completed | May 8, 2026, 1:39 a.m. |
Created at: April 10, 2026, 1:11 a.m.