Triple

T15945021
Position Surface form Disambiguated ID Type / Status
Subject Hamer E386662 entity
Predicate spokenBy P2181 FINISHED
Object Hamer people
The Hamer people are an agro-pastoralist ethnic group of southwestern Ethiopia, known for their distinctive body adornment, elaborate hairstyles, and the bull-jumping initiation ceremony.
E1185225 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: Hamer people | Statement: [Hamer, spokenBy, Hamer people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hamer people
Context triple: [Hamer, spokenBy, Hamer people]
  • A. Hadza people
    The Hadza people are an indigenous hunter-gatherer community of north-central Tanzania, known for their ancient lifestyle, small population, and relative genetic and cultural isolation.
  • B. Abaknon people
    The Abaknon people are an indigenous ethnic group of the Philippines, primarily inhabiting Capul Island in Northern Samar and known for their distinct non-Bisayan culture and language.
  • C. Horites
    The Horites were an ancient people mentioned in the Hebrew Bible, traditionally associated with the region of Edom and known as early inhabitants of the mountainous area later called Seir.
  • D. Itawes people
    The Itawes people are an indigenous ethnolinguistic group of northern Luzon in the Philippines, known for their distinct Itawes language and riverine agricultural traditions along the Cagayan River.
  • E. Bamun people
    The Bamun people are a Central African ethnic group primarily from western Cameroon, known for their historic kingdom, distinctive art and architecture, and the creation of the Bamum script under Sultan Ibrahim Njoya.
  • 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: Hamer people
Triple: [Hamer, spokenBy, Hamer people]
Generated description
The Hamer people are an agro-pastoralist ethnic group of southwestern Ethiopia, known for their distinctive body adornment, elaborate hairstyles, and the bull-jumping initiation ceremony.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hamer people
Target entity description: The Hamer people are an agro-pastoralist ethnic group of southwestern Ethiopia, known for their distinctive body adornment, elaborate hairstyles, and the bull-jumping initiation ceremony.
  • A. Hadza people
    The Hadza people are an indigenous hunter-gatherer community of north-central Tanzania, known for their ancient lifestyle, small population, and relative genetic and cultural isolation.
  • B. Abaknon people
    The Abaknon people are an indigenous ethnic group of the Philippines, primarily inhabiting Capul Island in Northern Samar and known for their distinct non-Bisayan culture and language.
  • C. Horites
    The Horites were an ancient people mentioned in the Hebrew Bible, traditionally associated with the region of Edom and known as early inhabitants of the mountainous area later called Seir.
  • D. Itawes people
    The Itawes people are an indigenous ethnolinguistic group of northern Luzon in the Philippines, known for their distinct Itawes language and riverine agricultural traditions along the Cagayan River.
  • E. Bamun people
    The Bamun people are a Central African ethnic group primarily from western Cameroon, known for their historic kingdom, distinctive art and architecture, and the creation of the Bamum script under Sultan Ibrahim Njoya.
  • 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_69d86da882448190a82ea962fe343b79 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e156d0d55c8190af59ff169e8add78 completed April 16, 2026, 9:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffb5beabbc8190977f14c1b3ccdf29 completed May 9, 2026, 10:31 p.m.
NEDg Description generation batch_69ffb677927c8190bd45e7bae5fcf1ed completed May 9, 2026, 10:34 p.m.
NED2 Entity disambiguation (via description) batch_69ffb7468fb88190a56cf1df5bd20f63 completed May 9, 2026, 10:37 p.m.
Created at: April 10, 2026, 4:53 a.m.