Triple

T3212151
Position Surface form Disambiguated ID Type / Status
Subject Northwestern Zambia E67303 entity
Predicate ethnolinguisticGroups P46225 FINISHED
Object Lunda people
The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
E385366 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: Lunda people | Statement: [Northwestern Zambia, ethnolinguisticGroups, Lunda people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lunda people
Context triple: [Northwestern Zambia, ethnolinguisticGroups, Lunda people]
  • A. Luba-Kasai people
    The Luba-Kasai people are a Bantu ethnic group from the Kasai region of the Democratic Republic of the Congo, known for their rich cultural traditions, political history, and use of the Tshiluba language.
  • B. Kongo people
    The Kongo people are a Bantu ethnic group from Central Africa, primarily in present-day Democratic Republic of the Congo, Republic of the Congo, and Angola, known for their historical Kongo Kingdom and rich cultural, religious, and artistic traditions.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Lunda people
Triple: [Northwestern Zambia, ethnolinguisticGroups, Lunda people]
Generated description
The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lunda people
Target entity description: The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
  • A. Luba-Kasai people
    The Luba-Kasai people are a Bantu ethnic group from the Kasai region of the Democratic Republic of the Congo, known for their rich cultural traditions, political history, and use of the Tshiluba language.
  • B. Kongo people
    The Kongo people are a Bantu ethnic group from Central Africa, primarily in present-day Democratic Republic of the Congo, Republic of the Congo, and Angola, known for their historical Kongo Kingdom and rich cultural, religious, and artistic traditions.
  • C. 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.
  • D. 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.
  • E. 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.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: ethnolinguisticGroups
Context triple: [Northwestern Zambia, ethnolinguisticGroups, Lunda people]
  • A. ethnicGroupResearched
    Indicates that a particular ethnic group is the subject or focus of a research activity or study conducted by an entity.
  • B. otherEthnicGroup
    Indicates that one entity belongs to a different ethnic group than the other entity.
  • C. majorLanguageGroupOf
    Indicates that one language group is the primary or dominant linguistic classification to which another language or set of languages belongs.
  • D. numberOfEthnicGroupsRepresented
    Indicates the count of distinct ethnic groups that are present or represented in a given context or entity.
  • E. relatedEthnicGroup
    Indicates that there is a notable ethnic connection or association between two ethnic groups, such as shared ancestry, culture, or historical ties.
  • F. None of above. chosen

Provenance (7 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_69ad858ac36c81909962589cd277d6e2 completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69adaaba224c8190ad2f4e0ed1c2ca4a completed March 8, 2026, 4:58 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4e4cd6cd08190ba6d379c8dc48723 completed March 14, 2026, 4:32 a.m.
NEDg Description generation batch_69b4e594fe2081909623aac85f517f92 completed March 14, 2026, 4:35 a.m.
NED2 Entity disambiguation (via description) batch_69b4e60d2224819081b7a95592f1fd74 completed March 14, 2026, 4:37 a.m.
PD Predicate disambiguation batch_69ad9e09b83881908801d79c3d9254f9 completed March 8, 2026, 4:04 p.m.
PDg Predicate description generation batch_69ada0f9259c8190afbc5ad0fa55436b completed March 8, 2026, 4:16 p.m.
Created at: March 8, 2026, 3:07 p.m.