Triple

T18182358
Position Surface form Disambiguated ID Type / Status
Subject Oshikwambi E435319 entity
Predicate isAssociatedWithCulture P1439 FINISHED
Object Kwambi culture
Kwambi culture is the traditional way of life, customs, and social practices of the Kwambi people, a subgroup of the Ovambo in northern Namibia.
E1310907 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: Kwambi culture | Statement: [Oshikwambi, isAssociatedWithCulture, Kwambi culture]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kwambi culture
Context triple: [Oshikwambi, isAssociatedWithCulture, Kwambi culture]
  • A. Marapu culture
    Marapu culture is an indigenous ancestral belief system and way of life of the people of Sumba in Indonesia, characterized by megalithic tombs, ritual ceremonies, and a strong connection to nature and ancestral spirits.
  • B. Nembe culture
    Nembe culture encompasses the traditions, social practices, and artistic expressions of the Nembe people of Nigeria’s Niger Delta, shaped by their riverine environment and history of trade and contact with other coastal communities.
  • C. Mumuye culture
    Mumuye culture is the traditional way of life, beliefs, and artistic expression of the Mumuye people of northeastern Nigeria, known especially for their distinctive wooden sculptures and rich ritual practices.
  • D. Chilota culture
    Chilota culture is the distinctive maritime, agricultural, and religious folk culture of the Chiloé Archipelago in southern Chile, known for its wooden churches, mythology, crafts, and unique traditions shaped by both Indigenous and Spanish influences.
  • E. Ikwerre culture
    Ikwerre culture encompasses the traditions, language, social structures, and artistic expressions of the Ikwerre people of Nigeria’s Niger Delta region, reflecting both distinct local identities and broader Igbo cultural influences.
  • 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: Kwambi culture
Triple: [Oshikwambi, isAssociatedWithCulture, Kwambi culture]
Generated description
Kwambi culture is the traditional way of life, customs, and social practices of the Kwambi people, a subgroup of the Ovambo in northern Namibia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kwambi culture
Target entity description: Kwambi culture is the traditional way of life, customs, and social practices of the Kwambi people, a subgroup of the Ovambo in northern Namibia.
  • A. Marapu culture
    Marapu culture is an indigenous ancestral belief system and way of life of the people of Sumba in Indonesia, characterized by megalithic tombs, ritual ceremonies, and a strong connection to nature and ancestral spirits.
  • B. Nembe culture
    Nembe culture encompasses the traditions, social practices, and artistic expressions of the Nembe people of Nigeria’s Niger Delta, shaped by their riverine environment and history of trade and contact with other coastal communities.
  • C. Mumuye culture
    Mumuye culture is the traditional way of life, beliefs, and artistic expression of the Mumuye people of northeastern Nigeria, known especially for their distinctive wooden sculptures and rich ritual practices.
  • D. Chilota culture
    Chilota culture is the distinctive maritime, agricultural, and religious folk culture of the Chiloé Archipelago in southern Chile, known for its wooden churches, mythology, crafts, and unique traditions shaped by both Indigenous and Spanish influences.
  • E. Ikwerre culture
    Ikwerre culture encompasses the traditions, language, social structures, and artistic expressions of the Ikwerre people of Nigeria’s Niger Delta region, reflecting both distinct local identities and broader Igbo cultural influences.
  • 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_69d8b90c7ec081909b4694ccecb449c6 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4dffc432c8190af53da5256dc476c completed April 19, 2026, 2 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03980112908190bbc5371ce2b8a028 completed May 12, 2026, 9:13 p.m.
NEDg Description generation batch_6a0398dd1d50819087d16ad6f09ef063 completed May 12, 2026, 9:17 p.m.
NED2 Entity disambiguation (via description) batch_6a03998369648190ae2e84ba56827473 completed May 12, 2026, 9:20 p.m.
Created at: April 10, 2026, 10:31 a.m.