Triple

T2358847
Position Surface form Disambiguated ID Type / Status
Subject Luo people E47222 entity
Predicate languageBranch P1967 FINISHED
Object 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.
 E277738 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: Western Nilotic languages | Statement: [Luo people, languageBranch, Western Nilotic languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Western Nilotic languages
Context triple: [Luo people, languageBranch, Western Nilotic languages]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Nilotic languages
    Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
  • E. East African languages
    East African languages are a diverse group of Bantu and Cushitic languages spoken across countries like Kenya, Tanzania, Uganda, and neighboring regions, many of which have significantly shaped regional creoles and lingua francas.
  • 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: Western Nilotic languages
Triple: [Luo people, languageBranch, Western Nilotic languages]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Western Nilotic languages
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Nilotic languages
    Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
  • E. East African languages
    East African languages are a diverse group of Bantu and Cushitic languages spoken across countries like Kenya, Tanzania, Uganda, and neighboring regions, many of which have significantly shaped regional creoles and lingua francas.
  • 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_69a88a1a4a6081908645b0f2914521ab completed March 4, 2026, 7:38 p.m.
NER Named-entity recognition batch_69abc720b9048190a5d3b19e5e1f373a completed March 7, 2026, 6:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69af5cce716c8190b87b117b270b9a84 completed March 9, 2026, 11:50 p.m.
NEDg Description generation batch_69af5dea244c81909bd6bcdba0edf958 completed March 9, 2026, 11:55 p.m.
NED2 Entity disambiguation (via description) batch_69af5e6449e4819084313a5b44d46044 completed March 9, 2026, 11:57 p.m.
Created at: March 4, 2026, 7:55 p.m.