Triple

T1394654
Position Surface form Disambiguated ID Type / Status
Subject Kabyle E30636 entity
Predicate macrolanguageGrouping P27696 FINISHED
Object Tamazight
Tamazight is a branch of the Berber (Amazigh) languages of North Africa, encompassing several closely related varieties spoken across countries such as Morocco and Algeria.
E164210 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 | Statement: [Kabyle, macrolanguageGrouping, Tamazight]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tamazight
Context triple: [Kabyle, macrolanguageGrouping, Tamazight]
  • A. Tashelhit
    Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
  • B. Kabyle
    Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
  • C. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • D. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • E. Central Atlas Tamazight
    Central Atlas Tamazight is a Berber (Amazigh) language spoken primarily in Morocco’s central Atlas region, forming part of the Northern Berber language group.
  • 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
Triple: [Kabyle, macrolanguageGrouping, Tamazight]
Generated description
Tamazight is a branch of the Berber (Amazigh) languages of North Africa, encompassing several closely related varieties spoken across countries such as Morocco and Algeria.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tamazight
Target entity description: Tamazight is a branch of the Berber (Amazigh) languages of North Africa, encompassing several closely related varieties spoken across countries such as Morocco and Algeria.
  • A. Tashelhit
    Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
  • B. Kabyle
    Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
  • C. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • D. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • E. Central Atlas Tamazight
    Central Atlas Tamazight is a Berber (Amazigh) language spoken primarily in Morocco’s central Atlas region, forming part of the Northern Berber language group.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: macrolanguageGrouping
Context triple: [Kabyle, macrolanguageGrouping, Tamazight]
  • A. macrolanguageMemberOf
    Indicates that a language variety is classified as a member of a larger macrolanguage grouping.
  • B. macrolanguageOf
    Indicates that one language functions as a macrolanguage encompassing or grouping together one or more related individual languages.
  • C. majorLanguageGroupOf
    Indicates that one language group is the primary or dominant linguistic classification to which another language or set of languages belongs.
  • D. ISO639Macrolanguage
    Indicates that a language variety is part of a broader ISO 639-defined macrolanguage grouping that encompasses multiple closely related individual languages.
  • E. macrolanguage
    Indicates that a language is classified as a macrolanguage encompassing multiple closely related individual languages or varieties.
  • F. None of above. chosen

Provenance (7 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_69a498fd4e408190bd73eca30ea9754c completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c37e60388190a8efcb345be7a1b9 completed March 1, 2026, 10:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69ad0156109081908f163af94e4e7978 completed March 8, 2026, 4:55 a.m.
NEDg Description generation batch_69ad01b7d4348190b08a366a08d445dc completed March 8, 2026, 4:57 a.m.
NED2 Entity disambiguation (via description) batch_69ad024e077c8190b0ef48ac7042ac5b completed March 8, 2026, 4:59 a.m.
PD Predicate disambiguation batch_69a4bf017f8081908572121560ec621f completed March 1, 2026, 10:34 p.m.
PDg Predicate description generation batch_69a4c13270d8819081d8ee1be34cabf5 completed March 1, 2026, 10:44 p.m.
Created at: March 1, 2026, 7:59 p.m.