Triple

T8387599
Position Surface form Disambiguated ID Type / Status
Subject Mazatec languages E197857 entity
Predicate hasEthnologueCode P8719 FINISHED
Object maz (macrolanguage)
The maz macrolanguage is a collective ISO 639-3 code encompassing the various closely related Mazatec languages spoken by the Mazatec people of Mexico.
 E730085 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: maz (macrolanguage) | Statement: [Mazatec languages, hasEthnologueCode, maz (macrolanguage)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: maz (macrolanguage)
Context triple: [Mazatec languages, hasEthnologueCode, maz (macrolanguage)]
  • A. Mam language
    Mam language is a Mayan language spoken primarily by the Mam people in the highland regions of Guatemala and parts of southern Mexico.
  • B. Mba languages
    Mba languages are a small group of closely related Adamawa–Ubangi (Niger–Congo) languages spoken primarily in the Central African Republic and neighboring regions.
  • C. MAF
    MAF is the three-letter ISO 3166-1 alpha-3 country code assigned to the French overseas collectivity of Saint Martin in the Caribbean.
  • D. MAF
    MAF is the acronym commonly used to refer to the Myanmar Air Force, the aerial warfare branch of Myanmar’s armed forces.
  • E. Macharen
    Macharen is a small village in the Dutch province of North Brabant that forms part of the municipality of Oss.
  • 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: maz (macrolanguage)
Triple: [Mazatec languages, hasEthnologueCode, maz (macrolanguage)]
Generated description
The maz macrolanguage is a collective ISO 639-3 code encompassing the various closely related Mazatec languages spoken by the Mazatec people of Mexico.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: maz (macrolanguage)
Target entity description: The maz macrolanguage is a collective ISO 639-3 code encompassing the various closely related Mazatec languages spoken by the Mazatec people of Mexico.
  • A. Mam language
    Mam language is a Mayan language spoken primarily by the Mam people in the highland regions of Guatemala and parts of southern Mexico.
  • B. Mba languages
    Mba languages are a small group of closely related Adamawa–Ubangi (Niger–Congo) languages spoken primarily in the Central African Republic and neighboring regions.
  • C. MAF
    MAF is the three-letter ISO 3166-1 alpha-3 country code assigned to the French overseas collectivity of Saint Martin in the Caribbean.
  • D. MAF
    MAF is the acronym commonly used to refer to the Myanmar Air Force, the aerial warfare branch of Myanmar’s armed forces.
  • E. Macharen
    Macharen is a small village in the Dutch province of North Brabant that forms part of the municipality of Oss.
  • 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_69ca82f749388190bffbea6dfb509016 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb81076eac8190893813628cacc1aa completed March 31, 2026, 8:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69cde83aac448190b74f65507170a8f7 completed April 2, 2026, 3:53 a.m.
NEDg Description generation batch_69cdebfafe84819097f387318897dae1 completed April 2, 2026, 4:09 a.m.
NED2 Entity disambiguation (via description) batch_69cded2a9c2c8190bdbeddad562ef9e8 completed April 2, 2026, 4:14 a.m.
Created at: March 30, 2026, 6:03 p.m.