Triple

T21917145
Position Surface form Disambiguated ID Type / Status
Subject Bamileke languages E541208 entity
Predicate hasMember P10 FINISHED
Object Bandjoun language
The Bandjoun language is a Grassfields Bantu language spoken by the Bandjoun people of western Cameroon, forming part of the broader Bamileke linguistic group.
E1508090 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: Bandjoun language | Statement: [Bamileke languages, hasMember, Bandjoun language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bandjoun language
Context triple: [Bamileke languages, hasMember, Bandjoun language]
  • A. Saliba language
    The Saliba language is an Oceanic language spoken in Papua New Guinea, particularly in the Milne Bay Province, and is known for its role in local maritime and village communication.
  • B. Bitama language
    The Bitama language is a lesser-known Nilo-Saharan language spoken by a subgroup of the Kunama people in the Horn of Africa.
  • C. Ngbandi language
    The Ngbandi language is a Central Sudanic language spoken primarily in the Central African Republic and the Democratic Republic of the Congo, known for being the linguistic source of the trade language Sango.
  • D. Giabal language
    The Giabal language is an extinct Australian Aboriginal language once spoken by the Giabal people of Queensland.
  • E. Murle language
    The Murle language is an Eastern Sudanic language spoken primarily by the Murle people of South Sudan.
  • 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: Bandjoun language
Triple: [Bamileke languages, hasMember, Bandjoun language]
Generated description
The Bandjoun language is a Grassfields Bantu language spoken by the Bandjoun people of western Cameroon, forming part of the broader Bamileke linguistic group.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bandjoun language
Target entity description: The Bandjoun language is a Grassfields Bantu language spoken by the Bandjoun people of western Cameroon, forming part of the broader Bamileke linguistic group.
  • A. Saliba language
    The Saliba language is an Oceanic language spoken in Papua New Guinea, particularly in the Milne Bay Province, and is known for its role in local maritime and village communication.
  • B. Bitama language
    The Bitama language is a lesser-known Nilo-Saharan language spoken by a subgroup of the Kunama people in the Horn of Africa.
  • C. Ngbandi language
    The Ngbandi language is a Central Sudanic language spoken primarily in the Central African Republic and the Democratic Republic of the Congo, known for being the linguistic source of the trade language Sango.
  • D. Giabal language
    The Giabal language is an extinct Australian Aboriginal language once spoken by the Giabal people of Queensland.
  • E. Murle language
    The Murle language is an Eastern Sudanic language spoken primarily by the Murle people of South Sudan.
  • 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_69e0c47c4b9c8190a5586a75f5f36453 completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f1233858308190a877d8015db4d380 completed April 28, 2026, 9:14 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a5a13f09c819088b50585423a1835 completed May 18, 2026, 12:15 a.m.
NEDg Description generation batch_6a0a5a967d28819084a37207e17d4f68 completed May 18, 2026, 12:17 a.m.
NED2 Entity disambiguation (via description) batch_6a0a5b24f6708190bfe903dceb0e9210 completed May 18, 2026, 12:19 a.m.
Created at: April 16, 2026, 7:43 p.m.