Triple

T18695201
Position Surface form Disambiguated ID Type / Status
Subject Anti-Atlas region E457097 entity
Predicate culturalRegion P1968 FINISHED
Object Berber Morocco
Berber Morocco is a predominantly Amazigh (Berber) cultural area of Morocco characterized by its indigenous languages, traditions, and communities, especially in regions like the Anti-Atlas.
E795339 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: Berber Morocco | Statement: [Anti-Atlas region, culturalRegion, Berber Morocco]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berber Morocco
Context triple: [Anti-Atlas region, culturalRegion, Berber Morocco]
  • A. Tunisian Saharan Berber
    Tunisian Saharan Berber is a Berber language variety spoken by communities in the Saharan regions of Tunisia, belonging to the broader Zenati branch of the Berber language family.
  • B. Chenoua Berber
    Chenoua Berber is a Northern Berber language variety spoken mainly in the Chenoua region of northern Algeria, forming part of the wider Zenati branch of Berber languages.
  • C. Kabylie
    Kabylie is a mountainous coastal region in northern Algeria known as a historic stronghold of the Kabyle Berber people and their distinct language and culture.
  • D. Siwa Berber
    Siwa Berber is a Berber (Amazigh) language spoken primarily in Egypt’s Siwa Oasis, known for its unique features within the Berber language family and its relative isolation from other Amazigh-speaking communities.
  • E. Berber world
    The Berber world refers to the broad cultural and geographic sphere inhabited by Amazigh (Berber) peoples across North Africa, characterized by shared language varieties, traditions, and historical heritage.
  • 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: Berber Morocco
Triple: [Anti-Atlas region, culturalRegion, Berber Morocco]
Generated description
Berber Morocco is a predominantly Amazigh (Berber) cultural area of Morocco characterized by its indigenous languages, traditions, and communities, especially in regions like the Anti-Atlas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berber Morocco
Target entity description: Berber Morocco is a predominantly Amazigh (Berber) cultural area of Morocco characterized by its indigenous languages, traditions, and communities, especially in regions like the Anti-Atlas.
  • A. Tunisian Saharan Berber
    Tunisian Saharan Berber is a Berber language variety spoken by communities in the Saharan regions of Tunisia, belonging to the broader Zenati branch of the Berber language family.
  • B. Chenoua Berber
    Chenoua Berber is a Northern Berber language variety spoken mainly in the Chenoua region of northern Algeria, forming part of the wider Zenati branch of Berber languages.
  • C. Kabylie
    Kabylie is a mountainous coastal region in northern Algeria known as a historic stronghold of the Kabyle Berber people and their distinct language and culture.
  • D. Siwa Berber
    Siwa Berber is a Berber (Amazigh) language spoken primarily in Egypt’s Siwa Oasis, known for its unique features within the Berber language family and its relative isolation from other Amazigh-speaking communities.
  • E. Berber world chosen
    The Berber world refers to the broad cultural and geographic sphere inhabited by Amazigh (Berber) peoples across North Africa, characterized by shared language varieties, traditions, and historical heritage.
  • F. None of above.

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_69d8d391eb488190ac2e9abf5bf255e4 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e562e66a188190801fd95f9be26042 completed April 19, 2026, 11:19 p.m.
NED1 Entity disambiguation (via context triple) batch_6a052361dbf4819090cd164c923cc97f completed May 14, 2026, 1:20 a.m.
NEDg Description generation batch_6a05245f158081908f8016fecafe8d73 completed May 14, 2026, 1:24 a.m.
NED2 Entity disambiguation (via description) batch_6a0524d0e9108190af82f170818ef575 completed May 14, 2026, 1:26 a.m.
Created at: April 10, 2026, 11:49 a.m.