Triple

T9697677
Position Surface form Disambiguated ID Type / Status
Subject Luo people of Tanzania E234694 entity
Predicate linguisticRelation P10003 FINISHED
Object Luo languages
The Luo languages are a group of closely related Nilotic languages spoken primarily in East Africa by various Luo ethnic communities.
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: [Luo people of Tanzania, linguisticRelation, Luo languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Luo languages
Context triple: [Luo people of Tanzania, linguisticRelation, 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. 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.
  • E. Chimakuan languages
    The Chimakuan languages are a small family of now-extinct Indigenous languages once spoken in the Pacific Northwest of North America, particularly on the Olympic Peninsula in Washington State.
  • 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: [Luo people of Tanzania, linguisticRelation, Luo languages]
Generated description
The Luo languages are a group of closely related Nilotic languages spoken primarily in East Africa by various Luo ethnic communities.
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 by various Luo ethnic communities.
  • 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. 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.
  • E. Chimakuan languages
    The Chimakuan languages are a small family of now-extinct Indigenous languages once spoken in the Pacific Northwest of North America, particularly on the Olympic Peninsula in Washington State.
  • 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_69ca84cb580c8190a7e5f4b3bcdaf2a4 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9d3c02e0819098d05c68805689f1 completed April 1, 2026, 10:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69d19125d3cc819082b3736d1b4ba802 completed April 4, 2026, 10:31 p.m.
NEDg Description generation batch_69d192f37e54819099d316ce44de2c81 completed April 4, 2026, 10:38 p.m.
NED2 Entity disambiguation (via description) batch_69d1933ffc3481909395c9efb63875bb completed April 4, 2026, 10:40 p.m.
Created at: March 30, 2026, 8:18 p.m.