Triple

T7538431
Position Surface form Disambiguated ID Type / Status
Subject Gbaya languages E178209 entity
Predicate hasMember P10 FINISHED
Object Buli language (Gbaya)
Buli language (Gbaya) is a Central African Gbaya language spoken by the Gbaya people, primarily in parts of the Central African Republic and neighboring regions.
 E178209 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: Buli language (Gbaya) | Statement: [Gbaya languages, hasMember, Buli language (Gbaya)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Buli language (Gbaya)
Context triple: [Gbaya languages, hasMember, Buli language (Gbaya)]
  • A. Buli language
    Buli is a Gur language spoken primarily in northern Ghana by the Builsa (Buli) people.
  • B. Buli language
    Buli is an Austronesian language spoken on Halmahera Island in eastern Indonesia, known for its complex verbal morphology and membership in the South Halmahera–West New Guinea subgroup.
  • C. Gbaya languages
    The Gbaya languages are a group of closely related Niger-Congo languages spoken primarily in the Central African Republic and neighboring regions by the Gbaya people.
  • D. Bulu language
    The Bulu language is a Bantu language spoken primarily in southern Cameroon, closely associated with the Beti-Pahuin peoples and used historically in education and Christian missions.
  • E. Bowili language
    The Bowili language is a lesser-known Niger-Congo language variety belonging to the Kwa branch, spoken by a small community in West Africa.
  • 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: Buli language (Gbaya)
Triple: [Gbaya languages, hasMember, Buli language (Gbaya)]
Generated description
Buli language (Gbaya) is a Central African Gbaya language spoken by the Gbaya people, primarily in parts of the Central African Republic and neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Buli language (Gbaya)
Target entity description: Buli language (Gbaya) is a Central African Gbaya language spoken by the Gbaya people, primarily in parts of the Central African Republic and neighboring regions.
  • A. Buli language
    Buli is a Gur language spoken primarily in northern Ghana by the Builsa (Buli) people.
  • B. Buli language
    Buli is an Austronesian language spoken on Halmahera Island in eastern Indonesia, known for its complex verbal morphology and membership in the South Halmahera–West New Guinea subgroup.
  • C. Gbaya languages chosen
    The Gbaya languages are a group of closely related Niger-Congo languages spoken primarily in the Central African Republic and neighboring regions by the Gbaya people.
  • D. Bulu language
    The Bulu language is a Bantu language spoken primarily in southern Cameroon, closely associated with the Beti-Pahuin peoples and used historically in education and Christian missions.
  • E. Bowili language
    The Bowili language is a lesser-known Niger-Congo language variety belonging to the Kwa branch, spoken by a small community in West Africa.
  • F. None of above.

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_69c69f2be3888190a6667a27f8f195e9 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f8710400819088e430c8c550577e completed March 27, 2026, 9:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69c84f14d20c8190ab254f991cec0d94 completed March 28, 2026, 9:58 p.m.
NEDg Description generation batch_69c853ab496c8190ad35c7c00eb82160 completed March 28, 2026, 10:18 p.m.
NED2 Entity disambiguation (via description) batch_69c853f8e6808190bde26c01576cc22c completed March 28, 2026, 10:19 p.m.
Created at: March 27, 2026, 3:48 p.m.