Triple

T1328867
Position Surface form Disambiguated ID Type / Status
Subject Tifinagh E28394 entity
Predicate officialUseFor P24110 FINISHED
Object Standard Moroccan Amazigh
Standard Moroccan Amazigh is the standardized variety of the Amazigh (Berber) language used in Morocco for education, media, and official communication.
E151663 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: Standard Moroccan Amazigh | Statement: [Tifinagh, officialUseFor, Standard Moroccan Amazigh]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Standard Moroccan Amazigh
Context triple: [Tifinagh, officialUseFor, Standard Moroccan Amazigh]
  • A. Maghrebi Arabic
    Maghrebi Arabic is a group of closely related Arabic dialects spoken in North Africa, particularly in countries like Morocco, Algeria, Tunisia, Libya, and Mauritania, characterized by significant Berber, French, and other linguistic influences.
  • B. Tashelhit
    Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
  • C. 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.
  • D. Kabyle
    Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
  • E. Chadian Arabic
    Chadian Arabic is a variety of Arabic spoken primarily in Chad and neighboring regions, characterized by its distinct phonology and vocabulary while remaining mutually intelligible with other Sudanic Arabic dialects.
  • 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: Standard Moroccan Amazigh
Triple: [Tifinagh, officialUseFor, Standard Moroccan Amazigh]
Generated description
Standard Moroccan Amazigh is the standardized variety of the Amazigh (Berber) language used in Morocco for education, media, and official communication.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Standard Moroccan Amazigh
Target entity description: Standard Moroccan Amazigh is the standardized variety of the Amazigh (Berber) language used in Morocco for education, media, and official communication.
  • A. Maghrebi Arabic
    Maghrebi Arabic is a group of closely related Arabic dialects spoken in North Africa, particularly in countries like Morocco, Algeria, Tunisia, Libya, and Mauritania, characterized by significant Berber, French, and other linguistic influences.
  • B. Tashelhit
    Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
  • C. 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.
  • D. Kabyle
    Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
  • E. Chadian Arabic
    Chadian Arabic is a variety of Arabic spoken primarily in Chad and neighboring regions, characterized by its distinct phonology and vocabulary while remaining mutually intelligible with other Sudanic Arabic dialects.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: officialUseFor
Context triple: [Tifinagh, officialUseFor, Standard Moroccan Amazigh]
  • A. hasOfficialUse chosen
    Indicates that something is used in an authorized or formally recognized capacity, typically by an official body or for official purposes.
  • B. usedFor
    Indicates that one entity serves a purpose, function, or role in accomplishing, enabling, or supporting another entity or activity.
  • C. eligibleUses
    Indicates the types of actions, purposes, or contexts in which something is permitted or qualified to be used.
  • D. designationUsedFor
    Indicates that a particular name, label, or title is employed to refer to or identify a specific entity or role.
  • E. officialIn
    Indicates that an entity holds an official position, role, or office within a specified organization, institution, or jurisdiction.
  • 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_69a498540a2481909e807a762280d3ba completed March 1, 2026, 7:49 p.m.
NER Named-entity recognition batch_69a4c1c30c948190afc6342b3dcda948 completed March 1, 2026, 10:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69acbf32b488819095dc63d338a30b9b completed March 8, 2026, 12:13 a.m.
NEDg Description generation batch_69acbfc03f20819089a025fc745c9203 completed March 8, 2026, 12:16 a.m.
NED2 Entity disambiguation (via description) batch_69acc0282080819087676813c2852a96 completed March 8, 2026, 12:17 a.m.
PD Predicate disambiguation batch_69a4beef6a188190996f8775bdda8f6c completed March 1, 2026, 10:34 p.m.
Created at: March 1, 2026, 7:55 p.m.