Triple

T6701026
Position Surface form Disambiguated ID Type / Status
Subject Proto-Bantu E152878 entity
Predicate subclassOf P1244 FINISHED
Object Proto-Narrow Bantu
Proto-Narrow Bantu is a reconstructed ancestral language hypothesized to underlie the Narrow Bantu branch of the Bantu language family spoken across much of sub-Saharan Africa.
E614307 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: Proto-Narrow Bantu | Statement: [Proto-Bantu, subclassOf, Proto-Narrow Bantu]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Proto-Narrow Bantu
Context triple: [Proto-Bantu, subclassOf, Proto-Narrow Bantu]
  • A. 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.
  • B. Southwest Bantu
    Southwest Bantu is a subgroup of the Bantu language family comprising closely related languages spoken primarily in southwestern Africa.
  • C. Proto-Niger–Congo
    Proto-Niger–Congo is the reconstructed common ancestor of the Niger–Congo language family, from which many languages across sub-Saharan Africa are believed to have descended.
  • D. Bantu W languages
    Bantu W languages are a subgroup of Bantu languages spoken primarily in parts of Central and Southern Africa, characterized by shared phonological and grammatical features within the wider Niger-Congo language family.
  • E. 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.
  • 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: Proto-Narrow Bantu
Triple: [Proto-Bantu, subclassOf, Proto-Narrow Bantu]
Generated description
Proto-Narrow Bantu is a reconstructed ancestral language hypothesized to underlie the Narrow Bantu branch of the Bantu language family spoken across much of sub-Saharan Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Proto-Narrow Bantu
Target entity description: Proto-Narrow Bantu is a reconstructed ancestral language hypothesized to underlie the Narrow Bantu branch of the Bantu language family spoken across much of sub-Saharan Africa.
  • A. 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.
  • B. Southwest Bantu
    Southwest Bantu is a subgroup of the Bantu language family comprising closely related languages spoken primarily in southwestern Africa.
  • C. Proto-Niger–Congo
    Proto-Niger–Congo is the reconstructed common ancestor of the Niger–Congo language family, from which many languages across sub-Saharan Africa are believed to have descended.
  • D. Bantu W languages
    Bantu W languages are a subgroup of Bantu languages spoken primarily in parts of Central and Southern Africa, characterized by shared phonological and grammatical features within the wider Niger-Congo language family.
  • E. 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.
  • 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_69c68807adbc8190b8632df42b39eda0 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d0e4a1848190997520ddd7808cc6 completed March 27, 2026, 6:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70081395c8190921636db5cfa096a completed March 27, 2026, 10:11 p.m.
NEDg Description generation batch_69c704f464f88190be8163b2dfd32bcf completed March 27, 2026, 10:30 p.m.
NED2 Entity disambiguation (via description) batch_69c705db3098819083ce9a93e429b758 completed March 27, 2026, 10:34 p.m.
Created at: March 27, 2026, 2:05 p.m.