Triple

T1242977
Position Surface form Disambiguated ID Type / Status
Subject Southern Bantoid E26698 entity
Predicate hasSubgroup P747 FINISHED
Object 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.
E187238 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 P languages | Statement: [Southern Bantoid, hasSubgroup, Bantu P languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bantu P languages
Context triple: [Southern Bantoid, hasSubgroup, Bantu P 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 K languages
    Bantu K languages are a subgroup of the Bantu language family spoken primarily in parts of Central and Southern Africa, known for their shared grammatical structures and noun class systems.
  • 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. 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.
  • 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 P languages
Triple: [Southern Bantoid, hasSubgroup, Bantu P languages]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bantu P languages
Target entity description: 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.
  • 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 K languages
    Bantu K languages are a subgroup of the Bantu language family spoken primarily in parts of Central and Southern Africa, known for their shared grammatical structures and noun class systems.
  • 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. 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.
  • 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_69a4948689d08190b3a4a3f388c02148 completed March 1, 2026, 7:33 p.m.
NER Named-entity recognition batch_69a4bf61fadc8190b7b9e23eaa15a61d completed March 1, 2026, 10:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69ad67f9b0dc8190a5b38450c227eac5 completed March 8, 2026, 12:13 p.m.
NEDg Description generation batch_69ad68d482948190852098c5e80ad67b completed March 8, 2026, 12:17 p.m.
NED2 Entity disambiguation (via description) batch_69ad693e60048190bb2179a958a72452 completed March 8, 2026, 12:19 p.m.
Created at: March 1, 2026, 7:47 p.m.