Triple

T222914
Position Surface form Disambiguated ID Type / Status
Subject Berber languages E4254 entity
Predicate macroLanguage P5218 FINISHED
Object Tamazight (generic)
Tamazight (generic) is a standardized macrolanguage term covering several closely related Berber (Amazigh) languages spoken primarily across North Africa.
E28395 NE FINISHED

How this triple was built (5 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: Tamazight (generic) | Statement: [Berber languages, macroLanguage, Tamazight (generic)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tamazight (generic)
Context triple: [Berber languages, macroLanguage, Tamazight (generic)]
  • A. Abital
    Abital is one of the lesser-known wives of the biblical King David, mentioned in the Hebrew Bible as the mother of his son Shephatiah.
  • B. Plegridy
    Plegridy is a pegylated interferon beta-1a medication used to treat relapsing forms of multiple sclerosis.
  • C. Pregny-Chambésy
    Pregny-Chambésy is a small, affluent municipality on the shores of Lake Geneva in the canton of Geneva, Switzerland, known for hosting several international organizations and diplomatic missions.
  • D. As-Samad
    As-Samad is one of the names of Allah in Islam, signifying the One who is absolutely self-sufficient, eternally depended upon by all creation, and free of all need.
  • E. Nuskhuri
    Nuskhuri is a medieval Georgian script primarily used in religious manuscripts and liturgical texts of the Georgian Orthodox Church.
  • 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: Tamazight (generic)
Triple: [Berber languages, macroLanguage, Tamazight (generic)]
Generated description
Tamazight (generic) is a standardized macrolanguage term covering several closely related Berber (Amazigh) languages spoken primarily across North Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tamazight (generic)
Target entity description: Tamazight (generic) is a standardized macrolanguage term covering several closely related Berber (Amazigh) languages spoken primarily across North Africa.
  • A. Abital
    Abital is one of the lesser-known wives of the biblical King David, mentioned in the Hebrew Bible as the mother of his son Shephatiah.
  • B. Plegridy
    Plegridy is a pegylated interferon beta-1a medication used to treat relapsing forms of multiple sclerosis.
  • C. Pregny-Chambésy
    Pregny-Chambésy is a small, affluent municipality on the shores of Lake Geneva in the canton of Geneva, Switzerland, known for hosting several international organizations and diplomatic missions.
  • D. As-Samad
    As-Samad is one of the names of Allah in Islam, signifying the One who is absolutely self-sufficient, eternally depended upon by all creation, and free of all need.
  • E. Nuskhuri
    Nuskhuri is a medieval Georgian script primarily used in religious manuscripts and liturgical texts of the Georgian Orthodox Church.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: macroLanguage
Context triple: [Berber languages, macroLanguage, Tamazight (generic)]
  • A. macrolanguage chosen
    Indicates that a language is classified as a macrolanguage encompassing multiple closely related individual languages or varieties.
  • B. scriptVariantLanguage
    Indicates that a language is a variant distinguished by its writing system or script from another, related language form.
  • C. languageFeature
    Indicates that one entity is a characteristic, property, or capability of a language associated with the other entity.
  • D. languageNeutral
    Indicates that the relationship or action is independent of any specific natural language, applying uniformly across different linguistic contexts.
  • E. recognizedLanguage
    Indicates that an entity has identified, detected, or acknowledged a particular language as being used or present.
  • F. None of above.

Provenance (6 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_69a2573508588190b522c2476d91acfe completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25c705fd88190bfee7f5e1f7cee17 completed Feb. 28, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69a34d96acd88190ae3c8c86bee2572c completed Feb. 28, 2026, 8:18 p.m.
NEDg Description generation batch_69a351694cf48190a87a4135868cab86 completed Feb. 28, 2026, 8:34 p.m.
NED2 Entity disambiguation (via description) batch_69a351c25af08190858e4d6644ddd75d completed Feb. 28, 2026, 8:36 p.m.
PD Predicate disambiguation batch_69a25b5617788190814358aee3f7ae37 completed Feb. 28, 2026, 3:04 a.m.
Created at: Feb. 28, 2026, 2:53 a.m.