Triple

T16751619
Position Surface form Disambiguated ID Type / Status
Subject Beti–Pahuin languages E407094 entity
Predicate subclassOf P1244 FINISHED
Object Bantu Zone A languages
Bantu Zone A languages are a group of closely related Bantu languages spoken primarily in western Central Africa, including well-known clusters such as the Beti–Pahuin languages.
E1233397 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 Zone A languages | Statement: [Beti–Pahuin languages, subclassOf, Bantu Zone A languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bantu Zone A languages
Context triple: [Beti–Pahuin languages, subclassOf, Bantu Zone A languages]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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 Zone A languages
Triple: [Beti–Pahuin languages, subclassOf, Bantu Zone A languages]
Generated description
Bantu Zone A languages are a group of closely related Bantu languages spoken primarily in western Central Africa, including well-known clusters such as the Beti–Pahuin languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bantu Zone A languages
Target entity description: Bantu Zone A languages are a group of closely related Bantu languages spoken primarily in western Central Africa, including well-known clusters such as the Beti–Pahuin languages.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69d8838ffb088190a0b11149929006bf completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e3aa271de48190b4a535408aeef734 completed April 18, 2026, 3:58 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00aaf588bc8190adcc512eaa8d91e8 completed May 10, 2026, 3:57 p.m.
NEDg Description generation batch_6a00ac0e10648190803bf962a4677104 completed May 10, 2026, 4:02 p.m.
NED2 Entity disambiguation (via description) batch_6a00acc3a9dc819087e07e539760bf34 completed May 10, 2026, 4:05 p.m.
Created at: April 10, 2026, 5:21 a.m.