Triple

T3357010
Position Surface form Disambiguated ID Type / Status
Subject Makhuwa E70628 entity
Predicate isSpokenAsL1By P17843 FINISHED
Object Makhuwa people E389272 NE FINISHED

How this triple was built (3 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, isSpokenAsL1By, Makhuwa people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Makhuwa people
Context triple: [Makhuwa, isSpokenAsL1By, Makhuwa people]
  • A. Makhuwa people chosen
    The Makhuwa people are a Bantu ethnic group primarily inhabiting northern Mozambique, known for their distinct language, matrilineal social structures, and agricultural traditions.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: isSpokenAsL1By
Context triple: [Makhuwa, isSpokenAsL1By, Makhuwa people]
  • A. isSpokenAs chosen
    Indicates that one entity is used as the spoken or verbal form of another entity (e.g., a word, name, or phrase).
  • B. isWidelySpokenIn
    Indicates that a language is spoken by a large portion of the population across many regions or communities within a specified area.
  • C. isLinguaFrancaOf
    Indicates that a language serves as a common medium of communication between speakers of different native languages within a particular region, community, or context.
  • D. isLanguageOf
    Indicates that a particular language is used as the official or primary language associated with a given entity (such as a person, document, or region).
  • E. isScheduledLanguageOf
    Indicates that a particular language is officially planned or designated to be used for a specific event, program, or context.
  • F. None of above.

Provenance (4 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_69b503d6cd9c81908acb288091503ec1 completed March 14, 2026, 6:44 a.m.
PD Predicate disambiguation batch_69ada42fbe7c8190b9f185b5ab985f17 completed March 8, 2026, 4:30 p.m.
Created at: March 8, 2026, 3:13 p.m.