Triple

T5614565
Position Surface form Disambiguated ID Type / Status
Subject Lomwe E147444 entity
Predicate spokenBy P2181 FINISHED
Object Lomwe people
The Lomwe people are a Bantu ethnic group primarily found in Malawi and Mozambique, known for their distinct language, agricultural traditions, and rich cultural practices.
E540588 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: Lomwe people | Statement: [Lomwe, spokenBy, Lomwe people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lomwe people
Context triple: [Lomwe, spokenBy, Lomwe people]
  • A. Makhuwa people
    The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
  • B. Lekwungen people
    The Lekwungen people are an Indigenous Coast Salish group whose traditional territories encompass what is now Victoria and surrounding areas on southern Vancouver Island in British Columbia, Canada.
  • C. Kalanga people
    The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
  • D. Thembu people
    The Thembu people are a Xhosa-speaking ethnic group from South Africa’s Eastern Cape region, historically ruled by a royal lineage that includes figures such as Nelson Mandela.
  • E. Nguni people
    The Nguni people are a group of closely related Bantu-speaking ethnic communities of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, known for their rich cultural traditions and historical kingdoms.
  • 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: Lomwe people
Triple: [Lomwe, spokenBy, Lomwe people]
Generated description
The Lomwe people are a Bantu ethnic group primarily found in Malawi and Mozambique, known for their distinct language, agricultural traditions, and rich cultural practices.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lomwe people
Target entity description: The Lomwe people are a Bantu ethnic group primarily found in Malawi and Mozambique, known for their distinct language, agricultural traditions, and rich cultural practices.
  • A. Makhuwa people
    The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
  • B. Lekwungen people
    The Lekwungen people are an Indigenous Coast Salish group whose traditional territories encompass what is now Victoria and surrounding areas on southern Vancouver Island in British Columbia, Canada.
  • C. Kalanga people
    The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
  • D. Thembu people
    The Thembu people are a Xhosa-speaking ethnic group from South Africa’s Eastern Cape region, historically ruled by a royal lineage that includes figures such as Nelson Mandela.
  • E. Nguni people
    The Nguni people are a group of closely related Bantu-speaking ethnic communities of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, known for their rich cultural traditions and historical kingdoms.
  • 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_69c00905d4588190bd967842bbcf2219 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c02123fa9081909086c9cce3f3e907 completed March 22, 2026, 5:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69c05a0ab9cc8190a01c5309e6cfc598 completed March 22, 2026, 9:07 p.m.
NEDg Description generation batch_69c05bb6a334819094cff84f16f5285c completed March 22, 2026, 9:14 p.m.
NED2 Entity disambiguation (via description) batch_69c05c7a03948190b38e2dfcb04fd93e completed March 22, 2026, 9:17 p.m.
Created at: March 22, 2026, 3:39 p.m.