Triple

T6922405
Position Surface form Disambiguated ID Type / Status
Subject Zarma language E160218 entity
Predicate belongsTo P35 FINISHED
Object Songhay branch of Nilo-Saharan
The Songhay branch of Nilo-Saharan is a group of closely related languages spoken primarily along the Niger River in West Africa, including major varieties such as Zarma and Songhay proper.
 E628573 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: Songhay branch of Nilo-Saharan | Statement: [Zarma language, belongsTo, Songhay branch of Nilo-Saharan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Songhay branch of Nilo-Saharan
Context triple: [Zarma language, belongsTo, Songhay branch of Nilo-Saharan]
  • A. Central Sudanic languages
    Central Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in central Africa across countries such as South Sudan, Chad, the Central African Republic, and the Democratic Republic of the Congo.
  • B. Western Nilotic languages
    Western Nilotic languages are a subgroup of the Nilotic branch of the Nilo-Saharan language family spoken primarily in parts of South Sudan, Uganda, Kenya, and neighboring regions.
  • C. Eastern Nilotic languages
    Eastern Nilotic languages are a branch of the Nilotic language family spoken primarily in parts of Kenya, Tanzania, Uganda, South Sudan, and Ethiopia, including languages such as Maasai, Turkana, and Karamojong.
  • D. Eastern Sudanic languages
    Eastern Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in northeastern and eastern Africa and including languages such as Nubian and Nilotic.
  • E. Southern Nilotic languages
    Southern Nilotic languages are a branch of the Nilotic language family spoken primarily in Kenya, Tanzania, and neighboring regions by various pastoralist and agricultural communities.
  • 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: Songhay branch of Nilo-Saharan
Triple: [Zarma language, belongsTo, Songhay branch of Nilo-Saharan]
Generated description
The Songhay branch of Nilo-Saharan is a group of closely related languages spoken primarily along the Niger River in West Africa, including major varieties such as Zarma and Songhay proper.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Songhay branch of Nilo-Saharan
Target entity description: The Songhay branch of Nilo-Saharan is a group of closely related languages spoken primarily along the Niger River in West Africa, including major varieties such as Zarma and Songhay proper.
  • A. Central Sudanic languages
    Central Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in central Africa across countries such as South Sudan, Chad, the Central African Republic, and the Democratic Republic of the Congo.
  • B. Western Nilotic languages
    Western Nilotic languages are a subgroup of the Nilotic branch of the Nilo-Saharan language family spoken primarily in parts of South Sudan, Uganda, Kenya, and neighboring regions.
  • C. Eastern Nilotic languages
    Eastern Nilotic languages are a branch of the Nilotic language family spoken primarily in parts of Kenya, Tanzania, Uganda, South Sudan, and Ethiopia, including languages such as Maasai, Turkana, and Karamojong.
  • D. Eastern Sudanic languages
    Eastern Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in northeastern and eastern Africa and including languages such as Nubian and Nilotic.
  • E. Southern Nilotic languages
    Southern Nilotic languages are a branch of the Nilotic language family spoken primarily in Kenya, Tanzania, and neighboring regions by various pastoralist and agricultural communities.
  • 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_69c6884d350081908d8a970e4d40ad78 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6d9fd159c819092a69d1a24e22dd5 completed March 27, 2026, 7:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69c75137dd848190b35ff72725f886ba completed March 28, 2026, 3:55 a.m.
NEDg Description generation batch_69c751ebf4f48190bb206dd9c1d8bc7b completed March 28, 2026, 3:58 a.m.
NED2 Entity disambiguation (via description) batch_69c75264e65081908859551feaf1006c completed March 28, 2026, 4 a.m.
Created at: March 27, 2026, 2:26 p.m.