Triple

T6861307
Position Surface form Disambiguated ID Type / Status
Subject Western Bantu languages E158283 entity
Predicate isSpokenBy P2181 FINISHED
Object Bantu peoples of western Central Africa E186082 NE FINISHED

How this triple was built (2 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: Bantu peoples of western Central Africa | Statement: [Western Bantu languages, isSpokenBy, Bantu peoples of western Central Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bantu peoples of western Central Africa
Context triple: [Western Bantu languages, isSpokenBy, Bantu peoples of western Central Africa]
  • A. Bantu peoples chosen
    The Bantu peoples are a large, diverse group of African ethnic communities spread across central, eastern, and southern Africa who speak related Bantu languages and share historical and cultural ties.
  • B. Eastern Bantu
    Eastern Bantu is a major subgroup of the Bantu languages spoken primarily in eastern and parts of central and southern Africa, encompassing numerous related languages and dialects.
  • C. Southern Bantu
    Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
  • D. Central Bantu
    Central Bantu refers to a major subgroup of Bantu languages spoken primarily in central Africa, closely related linguistically and historically to the Southern Bantu languages.
  • E. Nguni people
    The Nguni people are a group of closely related Bantu-speaking ethnic communities of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, known for their rich cultural traditions and historical kingdoms.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69c68830cdbc8190a8301c7a9d9f651a completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d88659c8819084916663219a8198 completed March 27, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69c72fed3e788190b2b68fc93173f73e completed March 28, 2026, 1:33 a.m.
Created at: March 27, 2026, 2:21 p.m.