Triple

T11855830
Position Surface form Disambiguated ID Type / Status
Subject Alur language E282037 entity
Predicate languageFamily P1047 FINISHED
Object Luo languages
The Luo languages are a group of closely related Nilotic languages spoken primarily in East Africa, especially in parts of Kenya, Uganda, Tanzania, South Sudan, and neighboring regions.
 E247405 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: Luo languages | Statement: [Alur language, languageFamily, Luo languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Luo languages
Context triple: [Alur language, languageFamily, Luo languages]
  • A. Luo language
    The Luo language is a major Nilotic language spoken primarily by the Luo people of western Kenya and neighboring regions of East Africa.
  • B. Chimuan languages
    The Chimuan languages are an extinct group of pre-Columbian languages once spoken along the northern coast of Peru, most notably associated with the Chimú civilization.
  • C. Wintuan languages
    Wintuan languages are a small family of Native American languages historically spoken in northern California, often grouped within the proposed Penutian phylum.
  • D. Thagichu languages
    The Thagichu languages are a subgroup of closely related Bantu languages of central Kenya that include Kikuyu and its nearest linguistic relatives.
  • E. Tani languages
    The Tani languages are a subgroup of the Sino-Tibetan language family spoken primarily in Arunachal Pradesh and adjoining regions of Northeast India by various indigenous 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: Luo languages
Triple: [Alur language, languageFamily, Luo languages]
Generated description
The Luo languages are a group of closely related Nilotic languages spoken primarily in East Africa, especially in parts of Kenya, Uganda, Tanzania, South Sudan, and neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Luo languages
Target entity description: The Luo languages are a group of closely related Nilotic languages spoken primarily in East Africa, especially in parts of Kenya, Uganda, Tanzania, South Sudan, and neighboring regions.
  • A. Luo language chosen
    The Luo language is a major Nilotic language spoken primarily by the Luo people of western Kenya and neighboring regions of East Africa.
  • B. Chimuan languages
    The Chimuan languages are an extinct group of pre-Columbian languages once spoken along the northern coast of Peru, most notably associated with the Chimú civilization.
  • C. Wintuan languages
    Wintuan languages are a small family of Native American languages historically spoken in northern California, often grouped within the proposed Penutian phylum.
  • D. Thagichu languages
    The Thagichu languages are a subgroup of closely related Bantu languages of central Kenya that include Kikuyu and its nearest linguistic relatives.
  • E. Tani languages
    The Tani languages are a subgroup of the Sino-Tibetan language family spoken primarily in Arunachal Pradesh and adjoining regions of Northeast India by various indigenous communities.
  • F. None of above.

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_69d6ab287ba48190a5178779fd19b9b7 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8a697f4108190af984932d2118472 completed April 10, 2026, 7:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69f167d9b9e8819093582637941fc5ca completed April 29, 2026, 2:07 a.m.
NEDg Description generation batch_69f17006e6108190b51b20ddf6d2368c completed April 29, 2026, 2:42 a.m.
NED2 Entity disambiguation (via description) batch_69f17819af5c8190a98db3cd8eff8da2 completed April 29, 2026, 3:16 a.m.
Created at: April 8, 2026, 9:43 p.m.