Triple

T8089115
Position Surface form Disambiguated ID Type / Status
Subject Mambwe people E188809 entity
Predicate areRelatedTo P37 FINISHED
Object Lungu people
The Lungu people are a Bantu ethnic group primarily found in northern Zambia and southwestern Tanzania, known for their shared cultural and linguistic heritage with neighboring groups such as the Mambwe.
E731655 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: Lungu people | Statement: [Mambwe people, areRelatedTo, Lungu people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lungu people
Context triple: [Mambwe people, areRelatedTo, Lungu people]
  • A. Lendu people
    The Lendu people are an agricultural ethnic group of northeastern Democratic Republic of the Congo, known for their distinct language and for their involvement in regional land and resource conflicts, particularly in Ituri.
  • B. Lamboya people
    The Lamboya people are an indigenous ethnic group from Sumba Island in eastern Indonesia, known for their distinct culture, traditional rituals, and use of the Lamboya language.
  • C. Ndoni people
    The Ndoni people are an ethnic group of the Niger Delta region of Nigeria, culturally and linguistically related to other Igboid groups and known for their riverine lifestyle and traditional institutions.
  • D. 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.
  • E. Ovimbundu people
    The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
  • 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: Lungu people
Triple: [Mambwe people, areRelatedTo, Lungu people]
Generated description
The Lungu people are a Bantu ethnic group primarily found in northern Zambia and southwestern Tanzania, known for their shared cultural and linguistic heritage with neighboring groups such as the Mambwe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lungu people
Target entity description: The Lungu people are a Bantu ethnic group primarily found in northern Zambia and southwestern Tanzania, known for their shared cultural and linguistic heritage with neighboring groups such as the Mambwe.
  • A. Lendu people
    The Lendu people are an agricultural ethnic group of northeastern Democratic Republic of the Congo, known for their distinct language and for their involvement in regional land and resource conflicts, particularly in Ituri.
  • B. Lamboya people
    The Lamboya people are an indigenous ethnic group from Sumba Island in eastern Indonesia, known for their distinct culture, traditional rituals, and use of the Lamboya language.
  • C. Ndoni people
    The Ndoni people are an ethnic group of the Niger Delta region of Nigeria, culturally and linguistically related to other Igboid groups and known for their riverine lifestyle and traditional institutions.
  • D. 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.
  • E. Ovimbundu people
    The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
  • 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_69ca82b7b3e88190b9041ab0ef28b3cb completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb421c717c819089dd88c30a6401aa completed March 31, 2026, 3:40 a.m.
NED1 Entity disambiguation (via context triple) batch_69ce020086788190be74e8e97d87013d completed April 2, 2026, 5:43 a.m.
NEDg Description generation batch_69ce064211e48190b558d4355be659ba completed April 2, 2026, 6:01 a.m.
NED2 Entity disambiguation (via description) batch_69ce07a390048190ac26a7e3d3d561e0 completed April 2, 2026, 6:07 a.m.
Created at: March 30, 2026, 5:29 p.m.