Triple

T6640186
Position Surface form Disambiguated ID Type / Status
Subject Grassfields languages E150566 entity
Predicate hasNotableLanguage P7390 FINISHED
Object Ghomáláʼ language
Ghomáláʼ is a major Bantu language of the Grassfields region in western Cameroon, spoken primarily by the Bamiléké people and known for its rich tonal system.
 E599030 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: Ghomáláʼ language | Statement: [Grassfields languages, hasNotableLanguage, Ghomáláʼ language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ghomáláʼ language
Context triple: [Grassfields languages, hasNotableLanguage, Ghomáláʼ language]
  • A. Ghomara language
    The Ghomara language is a lesser-known Berber language spoken by the Ghomara people in northern Morocco.
  • B. Nomlaki language
    The Nomlaki language is an endangered Native American language traditionally spoken by the Nomlaki people of northern California.
  • C. Lhaq’temish language
    The Lhaq’temish language is a Coast Salish language traditionally spoken by the Lummi people of the Pacific Northwest Coast in what is now Washington State.
  • D. Maléku language
    The Maléku language is an indigenous Chibchan language spoken by the Maléku people of northern Costa Rica, known for its endangered status and rich oral tradition.
  • E. Gamo language
    The Gamo language is an Omotic language of southwestern Ethiopia spoken by the Gamo people and closely related to neighboring Wolaytta.
  • 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: Ghomáláʼ language
Triple: [Grassfields languages, hasNotableLanguage, Ghomáláʼ language]
Generated description
Ghomáláʼ is a major Bantu language of the Grassfields region in western Cameroon, spoken primarily by the Bamiléké people and known for its rich tonal system.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ghomáláʼ language
Target entity description: Ghomáláʼ is a major Bantu language of the Grassfields region in western Cameroon, spoken primarily by the Bamiléké people and known for its rich tonal system.
  • A. Ghomara language
    The Ghomara language is a lesser-known Berber language spoken by the Ghomara people in northern Morocco.
  • B. Nomlaki language
    The Nomlaki language is an endangered Native American language traditionally spoken by the Nomlaki people of northern California.
  • C. Lhaq’temish language
    The Lhaq’temish language is a Coast Salish language traditionally spoken by the Lummi people of the Pacific Northwest Coast in what is now Washington State.
  • D. Maléku language
    The Maléku language is an indigenous Chibchan language spoken by the Maléku people of northern Costa Rica, known for its endangered status and rich oral tradition.
  • E. Gamo language
    The Gamo language is an Omotic language of southwestern Ethiopia spoken by the Gamo people and closely related to neighboring Wolaytta.
  • 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_69c687f0ceb08190bf40807bfc605fa5 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6aff42c748190b818cf55f83647cb completed March 27, 2026, 4:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cbf71874819080cc89b6740b1567 completed March 27, 2026, 6:27 p.m.
NEDg Description generation batch_69c6cd0bb0e48190ae51fde4b4631f65 completed March 27, 2026, 6:31 p.m.
NED2 Entity disambiguation (via description) batch_69c6cd90b9208190b4c5bf44db073314 completed March 27, 2026, 6:33 p.m.
Created at: March 27, 2026, 2 p.m.