Triple

T8004233
Position Surface form Disambiguated ID Type / Status
Subject Bantu K languages E186323 entity
Predicate areSubsetOf P5797 FINISHED
Object Central Bantu languages
Central Bantu languages are a major subgroup of the Bantu language family spoken primarily in central Africa, encompassing numerous closely related languages with shared linguistic features.
 E713270 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: Central Bantu languages | Statement: [Bantu K languages, areSubsetOf, Central Bantu languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Central Bantu languages
Context triple: [Bantu K languages, areSubsetOf, Central Bantu languages]
  • A. Western Bantu languages
    Western Bantu languages are a major geographic and linguistic subgroup of the Bantu family spoken primarily in western Central Africa, including parts of countries such as Angola, Gabon, and the Republic of the Congo.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. Bantu E languages
    Bantu E languages are a subgroup of Bantu languages spoken primarily in parts of Central and East Africa, known for their shared grammatical and phonological features within the wider Southern Bantoid family.
  • 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: Central Bantu languages
Triple: [Bantu K languages, areSubsetOf, Central Bantu languages]
Generated description
Central Bantu languages are a major subgroup of the Bantu language family spoken primarily in central Africa, encompassing numerous closely related languages with shared linguistic features.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Central Bantu languages
Target entity description: Central Bantu languages are a major subgroup of the Bantu language family spoken primarily in central Africa, encompassing numerous closely related languages with shared linguistic features.
  • A. Western Bantu languages
    Western Bantu languages are a major geographic and linguistic subgroup of the Bantu family spoken primarily in western Central Africa, including parts of countries such as Angola, Gabon, and the Republic of the Congo.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. Bantu E languages
    Bantu E languages are a subgroup of Bantu languages spoken primarily in parts of Central and East Africa, known for their shared grammatical and phonological features within the wider Southern Bantoid family.
  • 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_69cc93a132c08190bc9a00667aa32b90 completed April 1, 2026, 3:40 a.m.
NEDg Description generation batch_69cc9557c6148190a759021b6add0a61 completed April 1, 2026, 3:47 a.m.
NED2 Entity disambiguation (via description) batch_69cc96a8bb688190a352de1798b380f1 completed April 1, 2026, 3:53 a.m.
Created at: March 30, 2026, 5:18 p.m.