Triple

T21302052
Position Surface form Disambiguated ID Type / Status
Subject Malcolm Guthrie E525090 entity
Predicate notableWork P4 FINISHED
Object Comparative Bantu
Comparative Bantu is a foundational linguistic study by Malcolm Guthrie that systematically compares Bantu languages to reconstruct their historical relationships and features.
E1476384 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: Comparative Bantu | Statement: [Malcolm Guthrie, notableWork, Comparative Bantu]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Comparative Bantu
Context triple: [Malcolm Guthrie, notableWork, Comparative Bantu]
  • A. Southwest Bantu
    Southwest Bantu is a subgroup of the Bantu language family comprising closely related languages spoken primarily in southwestern Africa.
  • B. Proto-Narrow Bantu
    Proto-Narrow Bantu is a reconstructed ancestral language hypothesized to underlie the Narrow Bantu branch of the Bantu language family spoken across much of sub-Saharan Africa.
  • C. Central Bantu
    Central Bantu refers to a major subgroup of Bantu languages spoken primarily in central Africa, closely related linguistically and historically to the Southern Bantu languages.
  • D. 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.
  • 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: Comparative Bantu
Triple: [Malcolm Guthrie, notableWork, Comparative Bantu]
Generated description
Comparative Bantu is a foundational linguistic study by Malcolm Guthrie that systematically compares Bantu languages to reconstruct their historical relationships and features.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Comparative Bantu
Target entity description: Comparative Bantu is a foundational linguistic study by Malcolm Guthrie that systematically compares Bantu languages to reconstruct their historical relationships and features.
  • A. Southwest Bantu
    Southwest Bantu is a subgroup of the Bantu language family comprising closely related languages spoken primarily in southwestern Africa.
  • B. Proto-Narrow Bantu
    Proto-Narrow Bantu is a reconstructed ancestral language hypothesized to underlie the Narrow Bantu branch of the Bantu language family spoken across much of sub-Saharan Africa.
  • C. Central Bantu
    Central Bantu refers to a major subgroup of Bantu languages spoken primarily in central Africa, closely related linguistically and historically to the Southern Bantu languages.
  • D. 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.
  • 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_69e0b517e6748190850d6f6ddf323d69 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e7385cd6308190bf300494833b048f completed April 21, 2026, 8:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0998169c7c8190b0612df9e85b84ed completed May 17, 2026, 10:27 a.m.
NEDg Description generation batch_6a0998a3326481908a4dfddfb7b2ecd9 completed May 17, 2026, 10:29 a.m.
NED2 Entity disambiguation (via description) batch_6a09996c8d7c81908cc9874f6e1a3fff completed May 17, 2026, 10:33 a.m.
Created at: April 16, 2026, 4:05 p.m.