Triple

T6472179
Position Surface form Disambiguated ID Type / Status
Subject Ngoni E145980 entity
Predicate subFamily P10928 FINISHED
Object Nguni languages E25728 NE FINISHED

How this triple was built (3 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: Nguni languages | Statement: [Ngoni, subFamily, Nguni languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Nguni languages
Context triple: [Ngoni, subFamily, Nguni languages]
  • A. Nguni languages chosen
    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.
  • B. 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.
  • C. 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.
  • 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. 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.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: subFamily
Context triple: [Ngoni, subFamily, Nguni languages]
  • A. subfamily
    Indicates that one taxonomic group is a subfamily within a larger family, representing an intermediate rank in biological classification.
  • B. belongsToSubfamily chosen
    Indicates that one entity is a member of, or classified within, a specific subfamily of another entity.
  • C. subbranchOf
    Indicates that one entity is a subordinate or secondary branch derived from, and structurally dependent on, another entity.
  • D. subgroupCategory
    Indicates that one category functions as a more specific subgroup within the scope of another, broader category.
  • E. subtheme
    Indicates that one topic or concept functions as a more specific, subordinate theme within a broader overarching theme.
  • F. None of above.

Provenance (4 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_69c008fec7408190af7b146dc63d9750 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c06a3188488190a1b7452ede91ba5e completed March 22, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c65fd1db288190b00ba6d7f3aae925 completed March 27, 2026, 10:45 a.m.
PD Predicate disambiguation batch_69c0673d46a08190bc8bcd29f9555fe7 completed March 22, 2026, 10:03 p.m.
Created at: March 22, 2026, 4:50 p.m.