Triple

T3356981
Position Surface form Disambiguated ID Type / Status
Subject Makhuwa E70628 entity
Predicate spokenBy P2181 FINISHED
Object 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.
E389272 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: Makhuwa people | Statement: [Makhuwa, spokenBy, Makhuwa people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Makhuwa people
Context triple: [Makhuwa, spokenBy, Makhuwa people]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Ndebele people
    The Ndebele people are a Southern African ethnic group known for their Nguni language, distinctive geometric house painting, beadwork, and rich cultural traditions.
  • E. Mambwe people
    The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
  • 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: Makhuwa people
Triple: [Makhuwa, spokenBy, Makhuwa people]
Generated description
The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Makhuwa people
Target entity description: The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Ndebele people
    The Ndebele people are a Southern African ethnic group known for their Nguni language, distinctive geometric house painting, beadwork, and rich cultural traditions.
  • E. Mambwe people
    The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
  • 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_69ad85a660c48190998489309a3b4869 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb244435c81908e35d2aa36ec4f46 completed March 8, 2026, 5:30 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4f015f7188190a0b6d7923bba703f completed March 14, 2026, 5:20 a.m.
NEDg Description generation batch_69b4f1048f948190a915354c30517ef5 completed March 14, 2026, 5:24 a.m.
NED2 Entity disambiguation (via description) batch_69b4f4bbf4508190958091e841e796a3 completed March 14, 2026, 5:40 a.m.
Created at: March 8, 2026, 3:13 p.m.