Triple

T22951113
Position Surface form Disambiguated ID Type / Status
Subject Lake Malawi region E570016 entity
Predicate ethnolinguisticGroup P3349 FINISHED
Object Nyanja people
The Nyanja people are a Bantu-speaking ethnic group of southeastern Africa, primarily found in Malawi, Zambia, and Mozambique, known for their shared language (often called Chichewa or Nyanja) and rich oral and musical traditions.
E1567324 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: Nyanja people | Statement: [Lake Malawi region, ethnolinguisticGroup, Nyanja people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nyanja people
Context triple: [Lake Malawi region, ethnolinguisticGroup, Nyanja people]
  • A. Nyamwezi people
    The Nyamwezi people are a major Bantu ethnic group of central Tanzania, historically known as long-distance traders, caravan porters, and influential participants in 19th-century regional commerce and politics.
  • B. Nyanga people
    The Nyanga people are a Bantu ethnic group of the eastern Democratic Republic of the Congo, known for their rich oral traditions, music, and distinctive cultural practices.
  • C. Luhya people
    The Luhya people are a major Bantu ethnic group in western Kenya, known for their rich cultural traditions, agriculture, and significant influence in Kenyan politics and society.
  • D. Shambaa people
    The Shambaa people are a Bantu ethnic group primarily inhabiting Tanzania's Usambara Mountains, known for their historical kingdom and rich agricultural and cultural traditions.
  • E. Giriama people
    The Giriama people are a Bantu ethnic group of Kenya’s coastal region, known for their rich oral traditions, distinctive music and dance, and historical resistance to colonial rule.
  • 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: Nyanja people
Triple: [Lake Malawi region, ethnolinguisticGroup, Nyanja people]
Generated description
The Nyanja people are a Bantu-speaking ethnic group of southeastern Africa, primarily found in Malawi, Zambia, and Mozambique, known for their shared language (often called Chichewa or Nyanja) and rich oral and musical traditions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nyanja people
Target entity description: The Nyanja people are a Bantu-speaking ethnic group of southeastern Africa, primarily found in Malawi, Zambia, and Mozambique, known for their shared language (often called Chichewa or Nyanja) and rich oral and musical traditions.
  • A. Nyamwezi people
    The Nyamwezi people are a major Bantu ethnic group of central Tanzania, historically known as long-distance traders, caravan porters, and influential participants in 19th-century regional commerce and politics.
  • B. Nyanga people
    The Nyanga people are a Bantu ethnic group of the eastern Democratic Republic of the Congo, known for their rich oral traditions, music, and distinctive cultural practices.
  • C. Luhya people
    The Luhya people are a major Bantu ethnic group in western Kenya, known for their rich cultural traditions, agriculture, and significant influence in Kenyan politics and society.
  • D. Shambaa people
    The Shambaa people are a Bantu ethnic group primarily inhabiting Tanzania's Usambara Mountains, known for their historical kingdom and rich agricultural and cultural traditions.
  • E. Giriama people
    The Giriama people are a Bantu ethnic group of Kenya’s coastal region, known for their rich oral traditions, distinctive music and dance, and historical resistance to colonial rule.
  • 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_69e2459199d08190a8184ee2aa935842 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f181a1b334819097a4e9ea8a54209c completed April 29, 2026, 3:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bf298a724819085a10c853711f92d completed May 19, 2026, 5:18 a.m.
NEDg Description generation batch_6a0c02bae2a08190addc49d954e80364 completed May 19, 2026, 6:27 a.m.
NED2 Entity disambiguation (via description) batch_6a0c0318621c8190bc7bb9e2a63d4642 completed May 19, 2026, 6:28 a.m.
Created at: April 17, 2026, 3:46 p.m.