Triple

T19847742
Position Surface form Disambiguated ID Type / Status
Subject Baza E476914 entity
Predicate ethnolinguisticGroup P3349 FINISHED
Object Nilo-Saharan peoples
Nilo-Saharan peoples are a diverse collection of ethnic groups across central and eastern Africa who speak languages belonging to the proposed Nilo-Saharan language family.
E1398888 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: Nilo-Saharan peoples | Statement: [Baza, ethnolinguisticGroup, Nilo-Saharan peoples]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nilo-Saharan peoples
Context triple: [Baza, ethnolinguisticGroup, Nilo-Saharan peoples]
  • A. Nilotic peoples
    Nilotic peoples are a group of ethnolinguistically related communities primarily inhabiting the Nile Valley and surrounding regions of East Africa, known for their pastoralist traditions and distinct cultural practices.
  • B. Central Chadic peoples
    The Central Chadic peoples are a group of ethnolinguistic communities in the Lake Chad region who speak Central Chadic (Biu–Mandara) languages and share related cultural traditions.
  • C. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • D. Grassfields peoples
    The Grassfields peoples are a diverse group of related ethnic communities in western Cameroon known for their complex chiefdoms, rich artistic traditions, and influential cultural heritage.
  • E. Asua people
    The Asua people are an Indigenous Central African Pygmy group traditionally known as forest-dwelling hunter-gatherers with close cultural and economic ties to neighboring farming communities.
  • 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: Nilo-Saharan peoples
Triple: [Baza, ethnolinguisticGroup, Nilo-Saharan peoples]
Generated description
Nilo-Saharan peoples are a diverse collection of ethnic groups across central and eastern Africa who speak languages belonging to the proposed Nilo-Saharan language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nilo-Saharan peoples
Target entity description: Nilo-Saharan peoples are a diverse collection of ethnic groups across central and eastern Africa who speak languages belonging to the proposed Nilo-Saharan language family.
  • A. Nilotic peoples
    Nilotic peoples are a group of ethnolinguistically related communities primarily inhabiting the Nile Valley and surrounding regions of East Africa, known for their pastoralist traditions and distinct cultural practices.
  • B. Central Chadic peoples
    The Central Chadic peoples are a group of ethnolinguistic communities in the Lake Chad region who speak Central Chadic (Biu–Mandara) languages and share related cultural traditions.
  • C. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • D. Grassfields peoples
    The Grassfields peoples are a diverse group of related ethnic communities in western Cameroon known for their complex chiefdoms, rich artistic traditions, and influential cultural heritage.
  • E. Asua people
    The Asua people are an Indigenous Central African Pygmy group traditionally known as forest-dwelling hunter-gatherers with close cultural and economic ties to neighboring farming communities.
  • 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_69d8e51d39d081909bcfafeaaf3d2fcc completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6580ba4948190a3260f23d011cc36 completed April 20, 2026, 4:44 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07d43eee448190ba75cb9b72227918 completed May 16, 2026, 2:19 a.m.
NEDg Description generation batch_6a07d8429d0c81908d4fdb9e41f6b9f5 completed May 16, 2026, 2:36 a.m.
NED2 Entity disambiguation (via description) batch_6a07d8afc97c81908be6ddcaf2a6987c completed May 16, 2026, 2:38 a.m.
Created at: April 10, 2026, 1:51 p.m.