Triple

T480478
Position Surface form Disambiguated ID Type / Status
Subject Fulani E9155 entity
Predicate ethnicLanguage P11430 FINISHED
Object Fula language
The Fula language is a widely spoken West and Central African language of the Niger-Congo family, used by the Fulani people across numerous countries from Senegal to Cameroon and beyond.
E61093 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: Fula language | Statement: [Fulani, ethnicLanguage, Fula language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fula language
Context triple: [Fulani, ethnicLanguage, Fula language]
  • A. Hausa-Fulani
    Hausa-Fulani is a major ethnolinguistic group in West Africa, predominantly Muslim and influential in the politics, culture, and commerce of northern Nigeria and surrounding regions.
  • B. Dinka language
    The Dinka language is a Western Nilotic language spoken primarily by the Dinka people of South Sudan, known for its complex system of tones and vowel lengths.
  • C. Kanuri
    The Kanuri are a major ethnic group of the central Sahara and Lake Chad region, historically associated with the Kanem-Bornu Empire and known for their distinct language and Islamic cultural heritage.
  • D. Mande languages
    The Mande languages are a branch of West African languages spoken primarily in countries such as Mali, Guinea, and Sierra Leone, known for including major languages like Bambara, Mandinka, and Soninke.
  • E. Songhay languages
    The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, 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: Fula language
Triple: [Fulani, ethnicLanguage, Fula language]
Generated description
The Fula language is a widely spoken West and Central African language of the Niger-Congo family, used by the Fulani people across numerous countries from Senegal to Cameroon and beyond.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fula language
Target entity description: The Fula language is a widely spoken West and Central African language of the Niger-Congo family, used by the Fulani people across numerous countries from Senegal to Cameroon and beyond.
  • A. Hausa-Fulani
    Hausa-Fulani is a major ethnolinguistic group in West Africa, predominantly Muslim and influential in the politics, culture, and commerce of northern Nigeria and surrounding regions.
  • B. Dinka language
    The Dinka language is a Western Nilotic language spoken primarily by the Dinka people of South Sudan, known for its complex system of tones and vowel lengths.
  • C. Kanuri
    The Kanuri are a major ethnic group of the central Sahara and Lake Chad region, historically associated with the Kanem-Bornu Empire and known for their distinct language and Islamic cultural heritage.
  • D. Mande languages
    The Mande languages are a branch of West African languages spoken primarily in countries such as Mali, Guinea, and Sierra Leone, known for including major languages like Bambara, Mandinka, and Soninke.
  • E. Songhay languages
    The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: ethnicLanguage
Context triple: [Fulani, ethnicLanguage, Fula language]
  • A. regionLanguage
    Indicates that a particular language is used or officially recognized within a specific geographic region.
  • B. nativeLanguage
    Indicates the language that a person or entity originally learned and uses as their primary or first language.
  • C. majorityLanguageOf chosen
    Indicates that a given language is the primary or most widely spoken language within a specified group, region, or entity.
  • D. isCulturalLanguageOf
    Indicates that a language serves as a primary medium of cultural expression, identity, and heritage for a particular group, community, or region.
  • E. identityLanguage
    Indicates that two language entities are identical or represent the same language.
  • 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_69a2e7ff81708190b0507a24a997232c completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2f057c4ac819080cf43ffaa56c350 completed Feb. 28, 2026, 1:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4746deb4481908d88c50c86b58ee8 completed March 1, 2026, 5:16 p.m.
NEDg Description generation batch_69a4761ce01c8190a34d85d498d4de82 completed March 1, 2026, 5:23 p.m.
NED2 Entity disambiguation (via description) batch_69a476ba75388190a11f982f9b01861c completed March 1, 2026, 5:26 p.m.
PD Predicate disambiguation batch_69a2edf1d5848190a7da27e2fddc136f completed Feb. 28, 2026, 1:30 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.