Triple

T23348701
Position Surface form Disambiguated ID Type / Status
Subject Duala (Cameroon) E591942 entity
Predicate closelyRelatedTo P37 FINISHED
Object Isubu language
The Isubu language is a Bantu language spoken by the Isubu people of Cameroon’s coastal region, closely associated with the historic port town of Bimbia.
E1586744 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: Isubu language | Statement: [Duala (Cameroon), closelyRelatedTo, Isubu language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Isubu language
Context triple: [Duala (Cameroon), closelyRelatedTo, Isubu language]
  • A. Ishkashimi language
    The Ishkashimi language is an Eastern Iranian Pamir language spoken by a small community in the Ishkashim region of Afghanistan and Tajikistan, noted for its endangered status and distinct phonological and grammatical features.
  • B. Kawaiisu language
    Kawaiisu language is an endangered Uto-Aztecan language traditionally spoken by the Kawaiisu people of southern California.
  • C. Jibana language
    The Jibana language is a Bantu language spoken by the Jibana subgroup of the Mijikenda people along Kenya’s coastal region.
  • D. Keiga language
    The Keiga language is a Kadu (Kadugli) language spoken by the Keiga people in the Nuba Mountains region of Sudan.
  • E. Chimariko language
    The Chimariko language is an extinct Native American language once spoken in northwestern California, often classified within the proposed Hokan language family.
  • 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: Isubu language
Triple: [Duala (Cameroon), closelyRelatedTo, Isubu language]
Generated description
The Isubu language is a Bantu language spoken by the Isubu people of Cameroon’s coastal region, closely associated with the historic port town of Bimbia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Isubu language
Target entity description: The Isubu language is a Bantu language spoken by the Isubu people of Cameroon’s coastal region, closely associated with the historic port town of Bimbia.
  • A. Ishkashimi language
    The Ishkashimi language is an Eastern Iranian Pamir language spoken by a small community in the Ishkashim region of Afghanistan and Tajikistan, noted for its endangered status and distinct phonological and grammatical features.
  • B. Kawaiisu language
    Kawaiisu language is an endangered Uto-Aztecan language traditionally spoken by the Kawaiisu people of southern California.
  • C. Jibana language
    The Jibana language is a Bantu language spoken by the Jibana subgroup of the Mijikenda people along Kenya’s coastal region.
  • D. Keiga language
    The Keiga language is a Kadu (Kadugli) language spoken by the Keiga people in the Nuba Mountains region of Sudan.
  • E. Chimariko language
    The Chimariko language is an extinct Native American language once spoken in northwestern California, often classified within the proposed Hokan language family.
  • 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_6a0c6784d6848190b232ae6366430c88 completed May 19, 2026, 1:37 p.m.
NEDg Description generation batch_6a0c7213e19881909151fe5c0560e096 completed May 19, 2026, 2:22 p.m.
NED2 Entity disambiguation (via description) batch_6a0c770010308190a0a07b50fdca7d6a completed May 19, 2026, 2:43 p.m.
Created at: April 17, 2026, 5:19 p.m.