Triple

T8771693
Position Surface form Disambiguated ID Type / Status
Subject Oromo people E208476 entity
Predicate hasSubgroup P747 FINISHED
Object Tulama Oromo
Tulama Oromo are a major subgroup of the Oromo people, traditionally inhabiting the central highlands of Ethiopia and playing a significant role in Oromo history and culture.
 E208476 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: Tulama Oromo | Statement: [Oromo people, hasSubgroup, Tulama Oromo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tulama Oromo
Context triple: [Oromo people, hasSubgroup, Tulama Oromo]
  • A. Oromo
    Oromo is a Cushitic language widely spoken by the Oromo people, primarily in Ethiopia and parts of neighboring East African countries.
  • B. Karayu Oromo
    The Karayu Oromo are a pastoralist subgroup of the Oromo people in Ethiopia, known for their traditional cattle-herding lifestyle and distinct cultural practices.
  • C. Oromo people
    The Oromo people are the largest ethnic group in Ethiopia and the Horn of Africa, with a distinct Cushitic language, rich cultural traditions, and a historic socio-political system known as the Gadaa.
  • D. Southern Oromo
    Southern Oromo, also known as Borana-Arsi-Guji, is a major dialect cluster of the Oromo language spoken predominantly in southern Ethiopia and parts of northern Kenya.
  • E. Gurage people
    The Gurage people are an ethnic group in Ethiopia known for their distinct Semitic languages, rich cultural traditions, and significant role in trade and agriculture.
  • 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: Tulama Oromo
Triple: [Oromo people, hasSubgroup, Tulama Oromo]
Generated description
Tulama Oromo are a major subgroup of the Oromo people, traditionally inhabiting the central highlands of Ethiopia and playing a significant role in Oromo history and culture.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tulama Oromo
Target entity description: Tulama Oromo are a major subgroup of the Oromo people, traditionally inhabiting the central highlands of Ethiopia and playing a significant role in Oromo history and culture.
  • A. Oromo
    Oromo is a Cushitic language widely spoken by the Oromo people, primarily in Ethiopia and parts of neighboring East African countries.
  • B. Karayu Oromo
    The Karayu Oromo are a pastoralist subgroup of the Oromo people in Ethiopia, known for their traditional cattle-herding lifestyle and distinct cultural practices.
  • C. Oromo people chosen
    The Oromo people are the largest ethnic group in Ethiopia and the Horn of Africa, with a distinct Cushitic language, rich cultural traditions, and a historic socio-political system known as the Gadaa.
  • D. Southern Oromo
    Southern Oromo, also known as Borana-Arsi-Guji, is a major dialect cluster of the Oromo language spoken predominantly in southern Ethiopia and parts of northern Kenya.
  • E. Gurage people
    The Gurage people are an ethnic group in Ethiopia known for their distinct Semitic languages, rich cultural traditions, and significant role in trade and agriculture.
  • 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_69ca835edb4481909b4aafb616dc5eb7 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5f2c54c08190a904723d1f0527a4 completed March 31, 2026, 11:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69cfd0771920819081f191567c7e9fd2 completed April 3, 2026, 2:36 p.m.
NEDg Description generation batch_69cfd14a28d48190b63561f9a537daeb completed April 3, 2026, 2:40 p.m.
NED2 Entity disambiguation (via description) batch_69cfd1fd6db08190921285c3cfd3ce91 completed April 3, 2026, 2:43 p.m.
Created at: March 30, 2026, 6:41 p.m.