Triple

T199597
Position Surface form Disambiguated ID Type / Status
Subject Northern Ndebele E4072 entity
Predicate subclassOf P1244 FINISHED
Object Bantu languages
Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
E25285 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: Bantu languages | Statement: [Northern Ndebele, subclassOf, Bantu languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bantu languages
Context triple: [Northern Ndebele, subclassOf, Bantu languages]
  • A. Niger–Congo languages
    The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
  • B. Khoisan languages
    Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern Africa.
  • C. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • D. Northern Ndebele
    Northern Ndebele is a Bantu language of the Nguni group spoken primarily in southwestern Zimbabwe and closely related to Zulu.
  • E. Zulu
    Zulu is a Bantu language of the Nguni group spoken primarily in South Africa and widely influential in the country’s culture and other local languages.
  • 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: Bantu languages
Triple: [Northern Ndebele, subclassOf, Bantu languages]
Generated description
Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bantu languages
Target entity description: Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
  • A. Niger–Congo languages
    The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
  • B. Khoisan languages
    Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern Africa.
  • C. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • D. Northern Ndebele
    Northern Ndebele is a Bantu language of the Nguni group spoken primarily in southwestern Zimbabwe and closely related to Zulu.
  • E. Zulu
    Zulu is a Bantu language of the Nguni group spoken primarily in South Africa and widely influential in the country’s culture and other local languages.
  • 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_69a254bca59881909a15e1496f1508c7 completed Feb. 28, 2026, 2:36 a.m.
NER Named-entity recognition batch_69a25bcc6dc88190b8c24b485588dfe4 completed Feb. 28, 2026, 3:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69a31c9530a88190b04a08b521fcd207 completed Feb. 28, 2026, 4:49 p.m.
NEDg Description generation batch_69a31e77d1548190a1cd9e38e57d1da7 completed Feb. 28, 2026, 4:57 p.m.
NED2 Entity disambiguation (via description) batch_69a31ecd935c8190bce5ebe024568e7e completed Feb. 28, 2026, 4:58 p.m.
Created at: Feb. 28, 2026, 2:44 a.m.