Triple

T5992138
Position Surface form Disambiguated ID Type / Status
Subject Ghomalaʼ E133374 entity
Predicate spokenBy P2181 FINISHED
Object Bamileke people
The Bamileke people are a major ethnic group of Cameroon’s western highlands, known for their complex chiefdoms, rich artistic traditions, and influential role in the country’s cultural and economic life.
E562337 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: Bamileke people | Statement: [Ghomalaʼ, spokenBy, Bamileke people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bamileke people
Context triple: [Ghomalaʼ, spokenBy, Bamileke people]
  • A. Bembe people
    The Bembe people are a Bantu ethnic group of Central and East Africa, traditionally inhabiting areas around Lake Tanganyika and known for farming, fishing, and rich musical and ritual traditions.
  • B. Maba people
    The Maba people are a major ethnic group of eastern Chad and western Sudan, known for their distinct Nilo-Saharan language and predominantly Muslim cultural traditions.
  • C. Bira people
    The Bira people are an indigenous ethnic group of the northeastern Democratic Republic of the Congo, known for their distinct language and cultural traditions within the Ituri forest region.
  • D. 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.
  • E. Dagomba people
    The Dagomba people are a major Gur-speaking ethnic group of northern Ghana and neighboring Togo, known for their centralized chieftaincy system, rich drumming traditions, and Islamic-influenced culture.
  • 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: Bamileke people
Triple: [Ghomalaʼ, spokenBy, Bamileke people]
Generated description
The Bamileke people are a major ethnic group of Cameroon’s western highlands, known for their complex chiefdoms, rich artistic traditions, and influential role in the country’s cultural and economic life.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bamileke people
Target entity description: The Bamileke people are a major ethnic group of Cameroon’s western highlands, known for their complex chiefdoms, rich artistic traditions, and influential role in the country’s cultural and economic life.
  • A. Bembe people
    The Bembe people are a Bantu ethnic group of Central and East Africa, traditionally inhabiting areas around Lake Tanganyika and known for farming, fishing, and rich musical and ritual traditions.
  • B. Maba people
    The Maba people are a major ethnic group of eastern Chad and western Sudan, known for their distinct Nilo-Saharan language and predominantly Muslim cultural traditions.
  • C. Bira people
    The Bira people are an indigenous ethnic group of the northeastern Democratic Republic of the Congo, known for their distinct language and cultural traditions within the Ituri forest region.
  • D. 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.
  • E. Dagomba people
    The Dagomba people are a major Gur-speaking ethnic group of northern Ghana and neighboring Togo, known for their centralized chieftaincy system, rich drumming traditions, and Islamic-influenced culture.
  • 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_69c0087010d081908bb8142342d63330 completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c04e8fd030819095a4f3b3d425ec21 completed March 22, 2026, 8:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69c10861c0bc8190b6290d7363f4264a completed March 23, 2026, 9:31 a.m.
NEDg Description generation batch_69c10c44b6408190be8bc1d96e0db2e4 completed March 23, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69c10cd7c1c8819085ec8bee7f42afc4 completed March 23, 2026, 9:50 a.m.
Created at: March 22, 2026, 4:05 p.m.