Triple
T7210120
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Midlands Province |
E149379
|
entity |
| Predicate | hasEthnicGroup |
P1898
|
FINISHED |
| Object |
Shangani people
The Shangani people are a Tsonga-speaking ethnic group of southern Africa, primarily found in parts of Zimbabwe, Mozambique, and South Africa, known for their distinct language, cultural traditions, and history of migration and resistance.
|
E690569
|
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: Shangani people | Statement: [Midlands Province, hasEthnicGroup, Shangani people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Shangani people Context triple: [Midlands Province, hasEthnicGroup, Shangani people]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Makonde people
The Makonde people are a Bantu ethnic group of southeastern Tanzania and northern Mozambique, renowned for their intricate woodcarvings, masks, and rich matrilineal cultural traditions.
-
E.
Wilyakali people
The Wilyakali people are an Aboriginal Australian group traditionally associated with the arid inland region around Broken Hill in far western New South Wales.
- 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: Shangani people Triple: [Midlands Province, hasEthnicGroup, Shangani people]
Generated description
The Shangani people are a Tsonga-speaking ethnic group of southern Africa, primarily found in parts of Zimbabwe, Mozambique, and South Africa, known for their distinct language, cultural traditions, and history of migration and resistance.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Shangani people Target entity description: The Shangani people are a Tsonga-speaking ethnic group of southern Africa, primarily found in parts of Zimbabwe, Mozambique, and South Africa, known for their distinct language, cultural traditions, and history of migration and resistance.
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Makonde people
The Makonde people are a Bantu ethnic group of southeastern Tanzania and northern Mozambique, renowned for their intricate woodcarvings, masks, and rich matrilineal cultural traditions.
-
E.
Wilyakali people
The Wilyakali people are an Aboriginal Australian group traditionally associated with the arid inland region around Broken Hill in far western New South Wales.
- 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_69c687eca814819095abb52316b1af80 |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6e96c46dc819080a6b40456d7b068 |
completed | March 27, 2026, 8:32 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c93a3a7cbc8190a7f183d8a5bb4b06 |
completed | March 29, 2026, 2:42 p.m. |
| NEDg | Description generation | batch_69c93acbe3d8819083270c55f9e0cebf |
completed | March 29, 2026, 2:44 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c93b2c0b188190b40b736332021b5d |
completed | March 29, 2026, 2:46 p.m. |
Created at: March 27, 2026, 2:53 p.m.