Triple

T21053527
Position Surface form Disambiguated ID Type / Status
Subject Guthrie Zone G40–G50 languages E518648 entity
Predicate hasNotableLanguage P7390 FINISHED
Object Zaramo language
The Zaramo language is a Bantu language spoken primarily by the Zaramo people of eastern Tanzania, particularly around the coastal region near Dar es Salaam.
 E1464728 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: Zaramo language | Statement: [Guthrie Zone G40–G50 languages, hasNotableLanguage, Zaramo language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zaramo language
Context triple: [Guthrie Zone G40–G50 languages, hasNotableLanguage, Zaramo language]
  • A. Giriama language
    The Giriama language is a Bantu language spoken primarily by the Giriama, one of the Mijikenda communities along Kenya’s coastal region.
  • B. Tembe language
    The Tembe language is an indigenous Tupi-Guarani language spoken by the Tembé people of northern Brazil.
  • C. Ngamo language
    The Ngamo language is a West Chadic language spoken primarily in northeastern Nigeria by the Ngamo people.
  • D. Sangirese language
    The Sangirese language is an Austronesian language spoken primarily by the Sangirese people of the Sangihe Islands in northern Indonesia.
  • E. Marakwet language
    The Marakwet language is a Southern Nilotic language spoken by the Marakwet people of Kenya and is closely related to other Kalenjin languages such as Kipsigis.
  • 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: Zaramo language
Triple: [Guthrie Zone G40–G50 languages, hasNotableLanguage, Zaramo language]
Generated description
The Zaramo language is a Bantu language spoken primarily by the Zaramo people of eastern Tanzania, particularly around the coastal region near Dar es Salaam.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zaramo language
Target entity description: The Zaramo language is a Bantu language spoken primarily by the Zaramo people of eastern Tanzania, particularly around the coastal region near Dar es Salaam.
  • A. Giriama language
    The Giriama language is a Bantu language spoken primarily by the Giriama, one of the Mijikenda communities along Kenya’s coastal region.
  • B. Tembe language
    The Tembe language is an indigenous Tupi-Guarani language spoken by the Tembé people of northern Brazil.
  • C. Ngamo language
    The Ngamo language is a West Chadic language spoken primarily in northeastern Nigeria by the Ngamo people.
  • D. Sangirese language
    The Sangirese language is an Austronesian language spoken primarily by the Sangirese people of the Sangihe Islands in northern Indonesia.
  • E. Marakwet language
    The Marakwet language is a Southern Nilotic language spoken by the Marakwet people of Kenya and is closely related to other Kalenjin languages such as Kipsigis.
  • 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_69e0b5053ac48190921529544959e906 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e6fd7e087c81908712ddc63e8b1e6c completed April 21, 2026, 4:30 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0950666f7c8190887911302eb02940 completed May 17, 2026, 5:21 a.m.
NEDg Description generation batch_6a095247e93881908d3bd15a97169937 completed May 17, 2026, 5:29 a.m.
NED2 Entity disambiguation (via description) batch_6a0952af83108190ad14c26968109489 completed May 17, 2026, 5:31 a.m.
Created at: April 16, 2026, 2:36 p.m.