Triple

T7538422
Position Surface form Disambiguated ID Type / Status
Subject Gbaya languages E178209 entity
Predicate hasSubgroup P747 FINISHED
Object Western Gbaya
Western Gbaya is a subgroup of the Gbaya languages spoken in parts of Central Africa, particularly in the Central African Republic and neighboring regions.
 E671930 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: Western Gbaya | Statement: [Gbaya languages, hasSubgroup, Western Gbaya]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Western Gbaya
Context triple: [Gbaya languages, hasSubgroup, Western Gbaya]
  • A. Western Mande
    Western Mande is a major branch of the Mande language family of West Africa, encompassing several closely related languages spoken across countries such as Mali, Burkina Faso, and Côte d’Ivoire.
  • B. Bamileke languages
    The Bamileke languages are a group of closely related Grassfields Bantu languages spoken primarily by the Bamileke people in western Cameroon.
  • C. Southern Bantoid
    Southern Bantoid is a major branch of the Bantoid languages that includes the large Bantu language family spoken across much of sub-Saharan Africa.
  • D. South Mbundu
    South Mbundu, also known as Umbundu, is a major Bantu language spoken primarily by the Ovimbundu people in central and southern Angola.
  • E. Fongbe
    Fongbe is a Gbe language of the Niger-Congo family spoken primarily in Benin and neighboring West African countries.
  • 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: Western Gbaya
Triple: [Gbaya languages, hasSubgroup, Western Gbaya]
Generated description
Western Gbaya is a subgroup of the Gbaya languages spoken in parts of Central Africa, particularly in the Central African Republic and neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Western Gbaya
Target entity description: Western Gbaya is a subgroup of the Gbaya languages spoken in parts of Central Africa, particularly in the Central African Republic and neighboring regions.
  • A. Western Mande
    Western Mande is a major branch of the Mande language family of West Africa, encompassing several closely related languages spoken across countries such as Mali, Burkina Faso, and Côte d’Ivoire.
  • B. Bamileke languages
    The Bamileke languages are a group of closely related Grassfields Bantu languages spoken primarily by the Bamileke people in western Cameroon.
  • C. Southern Bantoid
    Southern Bantoid is a major branch of the Bantoid languages that includes the large Bantu language family spoken across much of sub-Saharan Africa.
  • D. South Mbundu
    South Mbundu, also known as Umbundu, is a major Bantu language spoken primarily by the Ovimbundu people in central and southern Angola.
  • E. Fongbe
    Fongbe is a Gbe language of the Niger-Congo family spoken primarily in Benin and neighboring West African countries.
  • 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_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.