Triple

T7763564
Position Surface form Disambiguated ID Type / Status
Subject Ghomara language E176085 entity
Predicate hasAlternativeName P39 FINISHED
Object Ghomara Berber
Ghomara Berber is a Northern Berber language variety spoken by the Ghomara people in the Rif region of northern Morocco.
E151661 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: Ghomara Berber | Statement: [Ghomara language, hasAlternativeName, Ghomara Berber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ghomara Berber
Context triple: [Ghomara language, hasAlternativeName, Ghomara Berber]
  • A. Zenati Berber
    Zenati Berber is a subgroup of Northern Berber languages spoken primarily in parts of Morocco and Algeria, characterized by shared phonological and lexical features distinct from other Berber varieties.
  • B. Nafusi Berber
    Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
  • C. 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.
  • D. Kutama Berbers
    The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
  • E. Mimoun
    Mimoun is a surname most notably associated with Alain Mimoun, the French long-distance runner and Olympic marathon champion.
  • 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: Ghomara Berber
Triple: [Ghomara language, hasAlternativeName, Ghomara Berber]
Generated description
Ghomara Berber is a Northern Berber language variety spoken by the Ghomara people in the Rif region of northern Morocco.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ghomara Berber
Target entity description: Ghomara Berber is a Northern Berber language variety spoken by the Ghomara people in the Rif region of northern Morocco.
  • A. Zenati Berber chosen
    Zenati Berber is a subgroup of Northern Berber languages spoken primarily in parts of Morocco and Algeria, characterized by shared phonological and lexical features distinct from other Berber varieties.
  • B. Nafusi Berber
    Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
  • C. 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.
  • D. Kutama Berbers
    The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
  • E. Mimoun
    Mimoun is a surname most notably associated with Alain Mimoun, the French long-distance runner and Olympic marathon champion.
  • 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_69c69962923c8190ac74d28b4f9fe0a0 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c704061d1881909b5b42bb93d2b8a7 completed March 27, 2026, 10:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8c7da8b848190b378f694118dfa19 completed March 29, 2026, 6:34 a.m.
NEDg Description generation batch_69c8c8d7a51481908fd537dbb57a6116 completed March 29, 2026, 6:38 a.m.
NED2 Entity disambiguation (via description) batch_69c8c98179908190a68b7f029fff8e3c completed March 29, 2026, 6:41 a.m.
Created at: March 27, 2026, 4:09 p.m.