Triple

T8004234
Position Surface form Disambiguated ID Type / Status
Subject Bantu K languages E186323 entity
Predicate hasResearchField P934 FINISHED
Object Bantuistics
Bantuistics is the linguistic field devoted to the scientific study and analysis of Bantu languages, including their structure, history, and classification.
 E704316 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: Bantuistics | Statement: [Bantu K languages, hasResearchField, Bantuistics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bantuistics
Context triple: [Bantu K languages, hasResearchField, Bantuistics]
  • 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. Jarawan Bantu languages
    Jarawan Bantu languages are a small, poorly documented group of Bantu-related languages spoken mainly in parts of Nigeria and Cameroon, notable for their uncertain classification within the Bantu family.
  • C. 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.
  • D. Bantu H languages
    Bantu H 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 Southern Bantoid family.
  • E. Bantu P languages
    Bantu P languages are a subgroup of the Bantu language family spoken primarily in parts of Central and Southern Africa, characterized by shared phonological and grammatical features within the Southern Bantoid branch.
  • 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: Bantuistics
Triple: [Bantu K languages, hasResearchField, Bantuistics]
Generated description
Bantuistics is the linguistic field devoted to the scientific study and analysis of Bantu languages, including their structure, history, and classification.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bantuistics
Target entity description: Bantuistics is the linguistic field devoted to the scientific study and analysis of Bantu languages, including their structure, history, and classification.
  • 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. Jarawan Bantu languages
    Jarawan Bantu languages are a small, poorly documented group of Bantu-related languages spoken mainly in parts of Nigeria and Cameroon, notable for their uncertain classification within the Bantu family.
  • C. 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.
  • D. Bantu H languages
    Bantu H 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 Southern Bantoid family.
  • E. Bantu P languages
    Bantu P languages are a subgroup of the Bantu language family spoken primarily in parts of Central and Southern Africa, characterized by shared phonological and grammatical features within the Southern Bantoid branch.
  • 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_69ca82aaaf24819084b94d18f699ba53 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3cf5fb588190ada4ec7d8087619c completed March 31, 2026, 3:18 a.m.
NED1 Entity disambiguation (via context triple) batch_69cbe127afe0819092d5ad0c430fadc4 completed March 31, 2026, 2:58 p.m.
NEDg Description generation batch_69cbe441b76881909efa791b74316088 completed March 31, 2026, 3:12 p.m.
NED2 Entity disambiguation (via description) batch_69cc34749ae08190a1d30919a0594bfd completed March 31, 2026, 8:54 p.m.
Created at: March 30, 2026, 5:18 p.m.