Triple

T11575170
Position Surface form Disambiguated ID Type / Status
Subject Ngbandi language E274483 entity
Predicate hasDerivedVariety P2074 FINISHED
Object Bangala (Ngbandi-based trade language)
Bangala is a Central African trade language that developed from Ngbandi and serves as a lingua franca in parts of the Democratic Republic of the Congo and surrounding regions.
E934385 NE FINISHED

How this triple was built (5 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: Bangala (Ngbandi-based trade language) | Statement: [Ngbandi language, hasDerivedVariety, Bangala (Ngbandi-based trade language)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bangala (Ngbandi-based trade language)
Context triple: [Ngbandi language, hasDerivedVariety, Bangala (Ngbandi-based trade language)]
  • A. 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.
  • B. Banda-Ndélé language
    The Banda-Ndélé language is a Central Sudanic language spoken by the Banda people, primarily in the Central African Republic.
  • C. Bongo language
    The Bongo language is a Central Sudanic language spoken by the Bongo people of South Sudan.
  • D. Gbaya-Bossangoa language
    The Gbaya-Bossangoa language is a Gbaya language spoken primarily in the Central African Republic by the Gbaya people around the town of Bossangoa.
  • E. Banda-Gbi language
    The Banda-Gbi language is a Central Sudanic language spoken by the Banda people of the Central African Republic and surrounding regions.
  • 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: Bangala (Ngbandi-based trade language)
Triple: [Ngbandi language, hasDerivedVariety, Bangala (Ngbandi-based trade language)]
Generated description
Bangala is a Central African trade language that developed from Ngbandi and serves as a lingua franca in parts of the Democratic Republic of the Congo and surrounding regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bangala (Ngbandi-based trade language)
Target entity description: Bangala is a Central African trade language that developed from Ngbandi and serves as a lingua franca in parts of the Democratic Republic of the Congo and surrounding regions.
  • A. 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.
  • B. Banda-Ndélé language
    The Banda-Ndélé language is a Central Sudanic language spoken by the Banda people, primarily in the Central African Republic.
  • C. Bongo language
    The Bongo language is a Central Sudanic language spoken by the Bongo people of South Sudan.
  • D. Gbaya-Bossangoa language
    The Gbaya-Bossangoa language is a Gbaya language spoken primarily in the Central African Republic by the Gbaya people around the town of Bossangoa.
  • E. Banda-Gbi language
    The Banda-Gbi language is a Central Sudanic language spoken by the Banda people of the Central African Republic and surrounding regions.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasDerivedVariety
Context triple: [Ngbandi language, hasDerivedVariety, Bangala (Ngbandi-based trade language)]
  • A. isRecognizedAsVarietyOf
    Indicates that one entity is acknowledged or classified as a specific variety or subtype of another entity.
  • B. hasNeighboringVariety
    Indicates that one variety is geographically or spatially adjacent to another variety.
  • C. parentVariety chosen
    Indicates that one variety is the direct parent or source variety from which another variety is derived or developed.
  • D. isInlandVarietyOf
    Indicates that one entity is a variety or subtype of another that occurs specifically in inland (non-coastal) areas.
  • E. hasVarietyWithinBreed
    Indicates that within a given breed, there exist distinct varieties or subtypes that are recognized as variations of that same breed.
  • F. None of above.

Provenance (6 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_69d6aae5ac3c81908d2b0a3a665665b2 completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d89048120c81908258f984711f7dd4 completed April 10, 2026, 5:53 a.m.
NED1 Entity disambiguation (via context triple) batch_69e713e49f508190b9bad316d68eab42 completed April 21, 2026, 6:06 a.m.
NEDg Description generation batch_69e720f9a8588190aa766d2e1628207a completed April 21, 2026, 7:02 a.m.
NED2 Entity disambiguation (via description) batch_69e72315dda08190996aa84587c5fc80 completed April 21, 2026, 7:11 a.m.
PD Predicate disambiguation batch_69d85dcbacd0819094d4a1237055affa completed April 10, 2026, 2:17 a.m.
Created at: April 8, 2026, 9:38 p.m.