Triple

T6771619
Position Surface form Disambiguated ID Type / Status
Subject Tafi language E155056 entity
Predicate spokenBy P2181 FINISHED
Object Tafi people
The Tafi people are an ethnic group in Ghana known for their distinct cultural traditions and use of the Tafi language.
 E676940 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: Tafi people | Statement: [Tafi language, spokenBy, Tafi people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tafi people
Context triple: [Tafi language, spokenBy, Tafi people]
  • A. Banjima people
    The Banjima people are an Aboriginal Australian group whose ancestral lands lie in the inland Pilbara region of Western Australia, with a distinct language, culture, and deep connection to Country.
  • B. Sena people
    The Sena people are a Bantu ethnic group of southeastern Africa, primarily found in Mozambique and Malawi, known for their agricultural traditions and use of the Sena language.
  • C. Fipa people
    The Fipa people are a Bantu-speaking ethnic group of western Tanzania, traditionally known for their centralized chiefdoms, ironworking, and agriculture around the Lake Tanganyika region.
  • D. Mandinka people
    The Mandinka people are a major Mande-speaking ethnic group of West Africa known for their rich oral traditions, Islamic scholarship, and historical role in the Mali Empire.
  • E. Maba people
    The Maba people are a major ethnic group of eastern Chad and western Sudan, known for their distinct Nilo-Saharan language and predominantly Muslim cultural traditions.
  • 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: Tafi people
Triple: [Tafi language, spokenBy, Tafi people]
Generated description
The Tafi people are an ethnic group in Ghana known for their distinct cultural traditions and use of the Tafi language.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tafi people
Target entity description: The Tafi people are an ethnic group in Ghana known for their distinct cultural traditions and use of the Tafi language.
  • A. Banjima people
    The Banjima people are an Aboriginal Australian group whose ancestral lands lie in the inland Pilbara region of Western Australia, with a distinct language, culture, and deep connection to Country.
  • B. Sena people
    The Sena people are a Bantu ethnic group of southeastern Africa, primarily found in Mozambique and Malawi, known for their agricultural traditions and use of the Sena language.
  • C. Fipa people
    The Fipa people are a Bantu-speaking ethnic group of western Tanzania, traditionally known for their centralized chiefdoms, ironworking, and agriculture around the Lake Tanganyika region.
  • D. Mandinka people
    The Mandinka people are a major Mande-speaking ethnic group of West Africa known for their rich oral traditions, Islamic scholarship, and historical role in the Mali Empire.
  • E. Maba people
    The Maba people are a major ethnic group of eastern Chad and western Sudan, known for their distinct Nilo-Saharan language and predominantly Muslim cultural traditions.
  • 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_69c68812ef7c819099369f51febb725c completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d2496fa08190895d8b625fb0d699 completed March 27, 2026, 6:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69c86822add88190909a82b9c263bb6f completed March 28, 2026, 11:45 p.m.
NEDg Description generation batch_69c8690ef840819082ecaa16b5cf3f0c completed March 28, 2026, 11:49 p.m.
NED2 Entity disambiguation (via description) batch_69c86b70a51c819091590ff094e6e784 completed March 28, 2026, 11:59 p.m.
Created at: March 27, 2026, 2:13 p.m.