Triple

T2484518
Position Surface form Disambiguated ID Type / Status
Subject Chichewa E55892 entity
Predicate primarySpeakersEthnicity P17311 FINISHED
Object 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.
E271026 NE FINISHED

How this triple was built (5 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: Chewa people | Statement: [Chichewa, primarySpeakersEthnicity, Chewa people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chewa people
Context triple: [Chichewa, primarySpeakersEthnicity, Chewa people]
  • A. Tsonga people
    The Tsonga people are a Bantu ethnic group of southern Africa, primarily found in Mozambique, South Africa, Zimbabwe, and Eswatini, known for their rich musical traditions, distinctive dance, and vibrant cultural heritage.
  • B. Kalanga people
    The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
  • C. 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.
  • D. Ndebele people
    The Ndebele people are a Southern African ethnic group known for their Nguni language, distinctive geometric house painting, beadwork, and rich cultural traditions.
  • 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: Chewa people
Triple: [Chichewa, primarySpeakersEthnicity, Chewa people]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chewa people
Target entity description: 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.
  • A. Tsonga people
    The Tsonga people are a Bantu ethnic group of southern Africa, primarily found in Mozambique, South Africa, Zimbabwe, and Eswatini, known for their rich musical traditions, distinctive dance, and vibrant cultural heritage.
  • B. Kalanga people
    The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
  • C. 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.
  • D. Ndebele people
    The Ndebele people are a Southern African ethnic group known for their Nguni language, distinctive geometric house painting, beadwork, and rich cultural traditions.
  • 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
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: primarySpeakersEthnicity
Context triple: [Chichewa, primarySpeakersEthnicity, Chewa people]
  • A. spokenByEthnicGroup chosen
    Indicates that a particular language, dialect, or speech variety is used or spoken by a specified ethnic group.
  • B. primarySpeakers
    Indicates the entities that are the main or most significant speakers associated with another entity (such as an event, recording, or language).
  • C. representedEthnicFirst
    Indicates that an entity served as the first person of a given ethnic group to represent another entity (such as an institution, organization, or jurisdiction).
  • D. primaryEthnicElite
    Indicates that the subject belongs to the main or dominant ethnic group that holds primary political, economic, or social power within a society or institution.
  • E. isSpokenByMinority
    Indicates that the language or dialect is used primarily by a numerically smaller or less dominant group within a larger population.
  • F. None of above.

Provenance (6 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_69ab49e670a88190b928e08302381710 completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd20b6d008190acec0eb172e218c9 completed March 7, 2026, 7:21 a.m.
NED1 Entity disambiguation (via context triple) batch_69af17b7b4f08190b23af81c696bba4e completed March 9, 2026, 6:55 p.m.
NEDg Description generation batch_69af1ba6e1408190ac021c1c1d1c3b2e completed March 9, 2026, 7:12 p.m.
NED2 Entity disambiguation (via description) batch_69af1c53dbe481908f73e1fe8d61c32e completed March 9, 2026, 7:15 p.m.
PD Predicate disambiguation batch_69abd0b7cf088190bcff4dac6150044c completed March 7, 2026, 7:16 a.m.
Created at: March 6, 2026, 9:45 p.m.