Triple

T15324328
Position Surface form Disambiguated ID Type / Status
Subject Hambukushu people E366370 entity
Predicate languageSpoken P151 FINISHED
Object Mbukushu language
The Mbukushu language is a Bantu language spoken primarily by the Mbukushu people in parts of Namibia, Botswana, Angola, and Zambia.
 E1150223 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: Mbukushu language | Statement: [Hambukushu people, languageSpoken, Mbukushu language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mbukushu language
Context triple: [Hambukushu people, languageSpoken, Mbukushu language]
  • A. Makhuwa-Saka language
    The Makhuwa-Saka language is a Bantu language variety of the Makhuwa cluster spoken primarily in northern Mozambique.
  • B. Makhuwa-Enahara language
    The Makhuwa-Enahara language is a Bantu language spoken primarily in northern Mozambique as one of the varieties of the broader Makhuwa language cluster.
  • C. Mbato language
    The Mbato language is a Niger-Congo language spoken in parts of West Africa, belonging to the Potou–Tano branch of the Kwa language family.
  • D. Munukutuba language
    The Munukutuba language is a Bantu language spoken primarily in the Republic of the Congo, where it serves as an important lingua franca in urban and trade contexts.
  • E. Mbunda language
    The Mbunda language is a Bantu language spoken primarily by the Mbunda people in parts of Angola and Zambia.
  • 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: Mbukushu language
Triple: [Hambukushu people, languageSpoken, Mbukushu language]
Generated description
The Mbukushu language is a Bantu language spoken primarily by the Mbukushu people in parts of Namibia, Botswana, Angola, and Zambia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mbukushu language
Target entity description: The Mbukushu language is a Bantu language spoken primarily by the Mbukushu people in parts of Namibia, Botswana, Angola, and Zambia.
  • A. Makhuwa-Saka language
    The Makhuwa-Saka language is a Bantu language variety of the Makhuwa cluster spoken primarily in northern Mozambique.
  • B. Makhuwa-Enahara language
    The Makhuwa-Enahara language is a Bantu language spoken primarily in northern Mozambique as one of the varieties of the broader Makhuwa language cluster.
  • C. Mbato language
    The Mbato language is a Niger-Congo language spoken in parts of West Africa, belonging to the Potou–Tano branch of the Kwa language family.
  • D. Munukutuba language
    The Munukutuba language is a Bantu language spoken primarily in the Republic of the Congo, where it serves as an important lingua franca in urban and trade contexts.
  • E. Mbunda language
    The Mbunda language is a Bantu language spoken primarily by the Mbunda people in parts of Angola and Zambia.
  • 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_69d85a121520819093dcce999fdefe1a completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03dd5ce0c819093c9a14de549dff6 completed April 16, 2026, 1:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69fef8aaef608190bd3ec9fdd215afbb completed May 9, 2026, 9:04 a.m.
NEDg Description generation batch_69fefa435efc81908c1e88267e745cdd completed May 9, 2026, 9:11 a.m.
NED2 Entity disambiguation (via description) batch_69fefb2ee9108190b3d8633cc9713c7b completed May 9, 2026, 9:15 a.m.
Created at: April 10, 2026, 3:16 a.m.