Triple
T15786195
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Kenya |
E382744
|
entity |
| Predicate | hasIndigenousPeople |
P194
|
FINISHED |
| Object |
Borana people
The Borana people are a Cushitic-speaking pastoralist ethnic group of the Oromo family, traditionally known for their cattle herding, age-set systems, and rich oral traditions across northern Kenya and southern Ethiopia.
|
E1176130
|
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: Borana people | Statement: [Northern Kenya, hasIndigenousPeople, Borana people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Borana people Context triple: [Northern Kenya, hasIndigenousPeople, Borana people]
-
A.
Datooga people
The Datooga people are an agro-pastoral ethnic group of northern Tanzania known for their cattle herding, distinctive traditional dress and body markings, and use of a Southern Nilotic language.
-
B.
Lorma people
The Lorma people are an indigenous ethnic group of Liberia, primarily inhabiting the forested regions of the country's northwest and known for their rich oral traditions and cultural practices.
-
C.
Bul Nuer people
The Bul Nuer people are a subgroup of the Nuer ethnic community of South Sudan, traditionally pastoralists known for cattle herding and a clan-based social structure.
-
D.
Gafat people
The Gafat people are an extinct ethnic group from Ethiopia historically known for speaking the now-extinct Gafat language, a member of the South Ethiopic branch of the Semitic language family.
-
E.
Kipsigis people
The Kipsigis people are a Kalenjin-speaking Nilotic ethnic group primarily inhabiting Kenya’s Rift Valley, known for their agro-pastoral lifestyle and rich oral traditions.
- 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: Borana people Triple: [Northern Kenya, hasIndigenousPeople, Borana people]
Generated description
The Borana people are a Cushitic-speaking pastoralist ethnic group of the Oromo family, traditionally known for their cattle herding, age-set systems, and rich oral traditions across northern Kenya and southern Ethiopia.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Borana people Target entity description: The Borana people are a Cushitic-speaking pastoralist ethnic group of the Oromo family, traditionally known for their cattle herding, age-set systems, and rich oral traditions across northern Kenya and southern Ethiopia.
-
A.
Datooga people
The Datooga people are an agro-pastoral ethnic group of northern Tanzania known for their cattle herding, distinctive traditional dress and body markings, and use of a Southern Nilotic language.
-
B.
Lorma people
The Lorma people are an indigenous ethnic group of Liberia, primarily inhabiting the forested regions of the country's northwest and known for their rich oral traditions and cultural practices.
-
C.
Bul Nuer people
The Bul Nuer people are a subgroup of the Nuer ethnic community of South Sudan, traditionally pastoralists known for cattle herding and a clan-based social structure.
-
D.
Gafat people
The Gafat people are an extinct ethnic group from Ethiopia historically known for speaking the now-extinct Gafat language, a member of the South Ethiopic branch of the Semitic language family.
-
E.
Kipsigis people
The Kipsigis people are a Kalenjin-speaking Nilotic ethnic group primarily inhabiting Kenya’s Rift Valley, known for their agro-pastoral lifestyle and rich oral traditions.
- 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_69d86da16e188190b89af699f1ed0bfe |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e0540380448190a025338f0e62e6d1 |
completed | April 16, 2026, 3:14 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff90a6365c8190833431cf079b21fb |
completed | May 9, 2026, 7:53 p.m. |
| NEDg | Description generation | batch_69ff916638048190ad4a6c85da9cef9d |
completed | May 9, 2026, 7:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff91cf6f7c81908361f85c9a98ae80 |
completed | May 9, 2026, 7:58 p.m. |
Created at: April 10, 2026, 4:48 a.m.