Triple

T11582644
Position Surface form Disambiguated ID Type / Status
Subject Tumbuka E274665 entity
Predicate spokenByEthnicGroup P17311 FINISHED
Object 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.
E934809 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: Tumbuka people | Statement: [Tumbuka, spokenByEthnicGroup, Tumbuka people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tumbuka people
Context triple: [Tumbuka, spokenByEthnicGroup, Tumbuka 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. Chewa people
    The Chewa people are a Bantu ethnic group of Central and Southern Africa, primarily found in Malawi, Zambia, and Mozambique, known for their matrilineal society, rich agricultural traditions, and distinctive Gule Wamkulu masked dances.
  • 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. Malaweg people
    The Malaweg people are an indigenous ethnic group in the Philippines, primarily residing in northern Luzon, known for their distinct cultural traditions and heritage.
  • E. 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.
  • 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: Tumbuka people
Triple: [Tumbuka, spokenByEthnicGroup, Tumbuka people]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tumbuka people
Target entity description: 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.
  • 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. Chewa people
    The Chewa people are a Bantu ethnic group of Central and Southern Africa, primarily found in Malawi, Zambia, and Mozambique, known for their matrilineal society, rich agricultural traditions, and distinctive Gule Wamkulu masked dances.
  • 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. Malaweg people
    The Malaweg people are an indigenous ethnic group in the Philippines, primarily residing in northern Luzon, known for their distinct cultural traditions and heritage.
  • E. 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.
  • 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_69d6aae6b14c81908dc5a74bad7591f9 completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d8904db5748190ae5f10ae86ccdf46 completed April 10, 2026, 5:53 a.m.
NED1 Entity disambiguation (via context triple) batch_69e7142d442c8190a48372e0e17db517 completed April 21, 2026, 6:07 a.m.
NEDg Description generation batch_69e720fb192881909c129f93c8b88f42 completed April 21, 2026, 7:02 a.m.
NED2 Entity disambiguation (via description) batch_69e7233efb6c81909dbf1aef080f5598 completed April 21, 2026, 7:11 a.m.
Created at: April 8, 2026, 9:38 p.m.