Triple

T3212152
Position Surface form Disambiguated ID Type / Status
Subject Northwestern Zambia E67303 entity
Predicate ethnolinguisticGroups P46225 FINISHED
Object Luvale people
The Luvale people are a Bantu-speaking ethnic group of northwestern Zambia and neighboring Angola, known for their rich oral traditions, initiation ceremonies, and distinctive artistic and musical heritage.
E389059 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: Luvale people | Statement: [Northwestern Zambia, ethnolinguisticGroups, Luvale people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Luvale people
Context triple: [Northwestern Zambia, ethnolinguisticGroups, Luvale people]
  • A. Kunama people
    The Kunama people are an indigenous ethnic group of the Horn of Africa, known for their distinct Nilo-Saharan language and traditional agro-pastoral lifestyle.
  • B. Ngarluma people
    The Ngarluma people are an Aboriginal Australian group whose ancestral lands lie in the coastal and inland areas of Western Australia’s Pilbara, with a rich cultural heritage, language, and ongoing role in caring for their Country.
  • C. Margi people
    The Margi people are an ethnic group primarily inhabiting parts of northeastern Nigeria, known for their distinct Chadic language and agrarian-based culture.
  • D. Nggela people
    The Nggela people are an indigenous ethnic group of the Solomon Islands, primarily inhabiting the Nggela (Florida) Islands and known for their distinct Austronesian culture and traditions.
  • E. Tiwa people
    The Tiwa people are an indigenous ethnic group of northeastern India, primarily in Assam and Meghalaya, known for their distinct Tibeto-Burman language, agrarian lifestyle, and rich festival traditions such as Jonbeel Mela.
  • 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: Luvale people
Triple: [Northwestern Zambia, ethnolinguisticGroups, Luvale people]
Generated description
The Luvale people are a Bantu-speaking ethnic group of northwestern Zambia and neighboring Angola, known for their rich oral traditions, initiation ceremonies, and distinctive artistic and musical heritage.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Luvale people
Target entity description: The Luvale people are a Bantu-speaking ethnic group of northwestern Zambia and neighboring Angola, known for their rich oral traditions, initiation ceremonies, and distinctive artistic and musical heritage.
  • A. Kunama people
    The Kunama people are an indigenous ethnic group of the Horn of Africa, known for their distinct Nilo-Saharan language and traditional agro-pastoral lifestyle.
  • B. Ngarluma people
    The Ngarluma people are an Aboriginal Australian group whose ancestral lands lie in the coastal and inland areas of Western Australia’s Pilbara, with a rich cultural heritage, language, and ongoing role in caring for their Country.
  • C. Margi people
    The Margi people are an ethnic group primarily inhabiting parts of northeastern Nigeria, known for their distinct Chadic language and agrarian-based culture.
  • D. Nggela people
    The Nggela people are an indigenous ethnic group of the Solomon Islands, primarily inhabiting the Nggela (Florida) Islands and known for their distinct Austronesian culture and traditions.
  • E. Tiwa people
    The Tiwa people are an indigenous ethnic group of northeastern India, primarily in Assam and Meghalaya, known for their distinct Tibeto-Burman language, agrarian lifestyle, and rich festival traditions such as Jonbeel Mela.
  • 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_69ad858ac36c81909962589cd277d6e2 completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69adaaba224c8190ad2f4e0ed1c2ca4a completed March 8, 2026, 4:58 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4f0130db48190b6662c8dabf67d1d completed March 14, 2026, 5:20 a.m.
NEDg Description generation batch_69b4f3d23c348190ac5c66d0ccf2a905 completed March 14, 2026, 5:36 a.m.
NED2 Entity disambiguation (via description) batch_69b4f437d3408190bcaf3a1e471f938e completed March 14, 2026, 5:38 a.m.
Created at: March 8, 2026, 3:07 p.m.