Triple
T1583812
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fipa people |
E34025
|
entity |
| Predicate | neighboringGroup |
P5965
|
FINISHED |
| Object |
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.
|
E188809
|
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: Mambwe people | Statement: [Fipa people, neighboringGroup, Mambwe people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mambwe people Context triple: [Fipa people, neighboringGroup, Mambwe people]
-
A.
Pimbwe people
The Pimbwe people are an ethnic group of western Tanzania, traditionally living near Lake Rukwa and known for mixed farming, fishing, and distinctive cultural practices.
-
B.
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.
-
C.
Sukuma people
The Sukuma people are the largest ethnic group in Tanzania, traditionally agro-pastoralists known for their rich dance, music, and cultural heritage centered around the Lake Victoria region.
-
D.
Banda people
The Banda people are a Central African ethnic group primarily inhabiting parts of the Central African Republic, known for their farming, hunting traditions, and distinct Central Sudanic languages.
-
E.
Bemba people
The Bemba people are a major Bantu ethnic group of central and northern Zambia, known for their matrilineal social structure, rich oral traditions, and historical Bemba Kingdom.
- 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: Mambwe people Triple: [Fipa people, neighboringGroup, Mambwe people]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mambwe people Target entity description: 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.
-
A.
Pimbwe people
The Pimbwe people are an ethnic group of western Tanzania, traditionally living near Lake Rukwa and known for mixed farming, fishing, and distinctive cultural practices.
-
B.
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.
-
C.
Sukuma people
The Sukuma people are the largest ethnic group in Tanzania, traditionally agro-pastoralists known for their rich dance, music, and cultural heritage centered around the Lake Victoria region.
-
D.
Banda people
The Banda people are a Central African ethnic group primarily inhabiting parts of the Central African Republic, known for their farming, hunting traditions, and distinct Central Sudanic languages.
-
E.
Bemba people
The Bemba people are a major Bantu ethnic group of central and northern Zambia, known for their matrilineal social structure, rich oral traditions, and historical Bemba Kingdom.
- 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_69a885fceb2c8190b47e0f7c0aefbff0 |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a908f0e72c8190bb7a2a0c77379060 |
completed | March 5, 2026, 4:39 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad719f91cc8190aaacaa583098732a |
completed | March 8, 2026, 12:54 p.m. |
| NEDg | Description generation | batch_69ad72016c3c8190ac3bd11bab59fdf0 |
completed | March 8, 2026, 12:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad7277b5f081908a8af047032aa15a |
completed | March 8, 2026, 12:58 p.m. |
Created at: March 4, 2026, 7:27 p.m.