Triple

T23348720
Position Surface form Disambiguated ID Type / Status
Subject Duala (Cameroon) E591942 entity
Predicate neighboringLanguages P16383 FINISHED
Object Bakoko language
The Bakoko language is a Bantu language spoken by the Bakoko people of Cameroon, primarily in the coastal and forest regions near the city of Douala.
E1582043 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: Bakoko language | Statement: [Duala (Cameroon), neighboringLanguages, Bakoko language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bakoko language
Context triple: [Duala (Cameroon), neighboringLanguages, Bakoko language]
  • A. Gbagyi language
    Gbagyi language is a Central Nigerian language spoken predominantly by the Gbagyi (Gwari) people across parts of Nigeria’s Middle Belt region.
  • B. Ikare-Akoko language
    The Ikare-Akoko language is a Yoruboid language variety spoken primarily in and around the town of Ikare-Akoko in southwestern Nigeria.
  • C. Baka language
    The Baka language is a Central African language spoken primarily by the Baka Pygmy communities in parts of Cameroon, Gabon, and the Republic of the Congo.
  • D. Akweya language
    Akweya language is a Niger-Congo language spoken by the Akweya people of central Nigeria and classified within the Idomoid branch.
  • E. Otukpo language
    The Otukpo language is a Niger-Congo language spoken by the Otukpo people of central Nigeria and is part of the Idomoid branch.
  • 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: Bakoko language
Triple: [Duala (Cameroon), neighboringLanguages, Bakoko language]
Generated description
The Bakoko language is a Bantu language spoken by the Bakoko people of Cameroon, primarily in the coastal and forest regions near the city of Douala.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bakoko language
Target entity description: The Bakoko language is a Bantu language spoken by the Bakoko people of Cameroon, primarily in the coastal and forest regions near the city of Douala.
  • A. Gbagyi language
    Gbagyi language is a Central Nigerian language spoken predominantly by the Gbagyi (Gwari) people across parts of Nigeria’s Middle Belt region.
  • B. Ikare-Akoko language
    The Ikare-Akoko language is a Yoruboid language variety spoken primarily in and around the town of Ikare-Akoko in southwestern Nigeria.
  • C. Baka language
    The Baka language is a Central African language spoken primarily by the Baka Pygmy communities in parts of Cameroon, Gabon, and the Republic of the Congo.
  • D. Akweya language
    Akweya language is a Niger-Congo language spoken by the Akweya people of central Nigeria and classified within the Idomoid branch.
  • E. Otukpo language
    The Otukpo language is a Niger-Congo language spoken by the Otukpo people of central Nigeria and is part of the Idomoid branch.
  • 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_69e25d20e3d08190bcede87673cafb25 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f199cb2a3c8190a5c0c8d8735256c7 completed April 29, 2026, 5:40 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c4cba927481908194b998075d522d completed May 19, 2026, 11:42 a.m.
NEDg Description generation batch_6a0c52f9ecc48190a8d5ae67566ea6ed completed May 19, 2026, 12:09 p.m.
NED2 Entity disambiguation (via description) batch_6a0c536bb21481908524a8ffe3084ebb completed May 19, 2026, 12:11 p.m.
Created at: April 17, 2026, 5:19 p.m.