Triple

T14243624
Position Surface form Disambiguated ID Type / Status
Subject Makhuwa languages E353073 entity
Predicate hasMember P10 FINISHED
Object Makhuwa-Marrevone language
The Makhuwa-Marrevone language is a Bantu language variety spoken by Makhuwa communities in Mozambique, forming part of the broader Makhuwa linguistic cluster.
 E1098301 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: Makhuwa-Marrevone language | Statement: [Makhuwa languages, hasMember, Makhuwa-Marrevone language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Makhuwa-Marrevone language
Context triple: [Makhuwa languages, hasMember, Makhuwa-Marrevone language]
  • A. Tembe language
    The Tembe language is an indigenous Tupi-Guarani language spoken by the Tembé people of northern Brazil.
  • B. Malasanga language
    The Malasanga language is an Oceanic language spoken in Papua New Guinea, belonging to the Kula–Malasanga subgroup of the Austronesian language family.
  • C. 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.
  • D. Kalanga language
    The Kalanga language is a Bantu language spoken primarily by the Kalanga people in parts of Botswana and southwestern Zimbabwe.
  • E. Sanglechi language
    The Sanglechi language is an Eastern Iranian language spoken by a small community in the Sanglech Valley region of Afghanistan and Tajikistan.
  • 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: Makhuwa-Marrevone language
Triple: [Makhuwa languages, hasMember, Makhuwa-Marrevone language]
Generated description
The Makhuwa-Marrevone language is a Bantu language variety spoken by Makhuwa communities in Mozambique, forming part of the broader Makhuwa linguistic cluster.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Makhuwa-Marrevone language
Target entity description: The Makhuwa-Marrevone language is a Bantu language variety spoken by Makhuwa communities in Mozambique, forming part of the broader Makhuwa linguistic cluster.
  • A. Tembe language
    The Tembe language is an indigenous Tupi-Guarani language spoken by the Tembé people of northern Brazil.
  • B. Malasanga language
    The Malasanga language is an Oceanic language spoken in Papua New Guinea, belonging to the Kula–Malasanga subgroup of the Austronesian language family.
  • C. 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.
  • D. Kalanga language
    The Kalanga language is a Bantu language spoken primarily by the Kalanga people in parts of Botswana and southwestern Zimbabwe.
  • E. Sanglechi language
    The Sanglechi language is an Eastern Iranian language spoken by a small community in the Sanglech Valley region of Afghanistan and Tajikistan.
  • 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_69d8278adc7c8190a9218d69bce3c4e6 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de6245d6a481909ef665748cd4d64c completed April 14, 2026, 3:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd55008a5c8190b005a12df7ef2f75 completed May 8, 2026, 3:14 a.m.
NEDg Description generation batch_69fd5658f6c081908ab936c8a596f0d5 completed May 8, 2026, 3:19 a.m.
NED2 Entity disambiguation (via description) batch_69fd56c0821c8190bcd56754575671cb completed May 8, 2026, 3:21 a.m.
Created at: April 10, 2026, 1:08 a.m.