Triple

T1187782
Position Surface form Disambiguated ID Type / Status
Subject Bantu languages E25285 entity
Predicate hasSubgroup P747 FINISHED
Object Eastern Bantu languages
Eastern Bantu languages are a major branch of the Bantu language family spoken primarily in East and parts of Central and Southern Africa, encompassing numerous closely related languages such as Swahili, Ganda, and Shona.
E121440 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: Eastern Bantu languages | Statement: [Bantu languages, hasSubgroup, Eastern Bantu languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Eastern Bantu languages
Context triple: [Bantu languages, hasSubgroup, Eastern Bantu languages]
  • A. Southern Bantu languages
    Southern Bantu languages are a major branch of the Bantu language family spoken primarily in southern Africa, including well-known languages such as Zulu, Xhosa, and Shona.
  • B. 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.
  • C. Nguni languages
    The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
  • D. Northeast Coast Bantu languages
    The Northeast Coast Bantu languages are a subgroup of Bantu languages spoken along the eastern African coast, including varieties used in parts of Kenya and Tanzania.
  • E. Proto-Bantu
    Proto-Bantu is the reconstructed common ancestor of the Bantu language family, hypothesized through comparative linguistic methods to represent their original phonology, grammar, and core vocabulary.
  • 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: Eastern Bantu languages
Triple: [Bantu languages, hasSubgroup, Eastern Bantu languages]
Generated description
Eastern Bantu languages are a major branch of the Bantu language family spoken primarily in East and parts of Central and Southern Africa, encompassing numerous closely related languages such as Swahili, Ganda, and Shona.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Eastern Bantu languages
Target entity description: Eastern Bantu languages are a major branch of the Bantu language family spoken primarily in East and parts of Central and Southern Africa, encompassing numerous closely related languages such as Swahili, Ganda, and Shona.
  • A. Southern Bantu languages
    Southern Bantu languages are a major branch of the Bantu language family spoken primarily in southern Africa, including well-known languages such as Zulu, Xhosa, and Shona.
  • B. 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.
  • C. Nguni languages
    The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
  • D. Northeast Coast Bantu languages chosen
    The Northeast Coast Bantu languages are a subgroup of Bantu languages spoken along the eastern African coast, including varieties used in parts of Kenya and Tanzania.
  • E. Proto-Bantu
    Proto-Bantu is the reconstructed common ancestor of the Bantu language family, hypothesized through comparative linguistic methods to represent their original phonology, grammar, and core vocabulary.
  • F. None of above.

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_69a49427d98881908646d6c63b8cea1e completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bd568cf481908d10cf19a3ce28f3 completed March 1, 2026, 10:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69acce59fe3c8190a07d84c570b7b2fe completed March 8, 2026, 1:18 a.m.
NEDg Description generation batch_69accecd233c8190bebf5395e8dd5961 completed March 8, 2026, 1:20 a.m.
NED2 Entity disambiguation (via description) batch_69accf2c65188190844bcd1c5efa563a completed March 8, 2026, 1:21 a.m.
Created at: March 1, 2026, 7:45 p.m.