Triple

T7763554
Position Surface form Disambiguated ID Type / Status
Subject Ghomara language E176085 entity
Predicate spokenBy P2181 FINISHED
Object Ghomara people
The Ghomara people are an indigenous Berber ethnic group from northern Morocco, traditionally inhabiting the Rif region and known for their distinct cultural practices and language.
E687663 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 people | Statement: [Ghomara language, spokenBy, Ghomara people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ghomara people
Context triple: [Ghomara language, spokenBy, Ghomara people]
  • A. Marghi people
    The Marghi people are an ethnic group native to northeastern Nigeria, particularly around the Borno region, known for their distinct language and agrarian cultural traditions.
  • B. Lundayeh people
    The Lundayeh people are an indigenous ethnic group of the highland regions of northern Borneo, known for their distinct language, traditional agriculture, and rich cultural practices closely linked to the interior river valleys.
  • C. Kumzari people
    The Kumzari people are an ethnic community primarily inhabiting the Musandam Peninsula in Oman, known for their distinct Iranian-related Kumzari language and long history of seafaring and coastal life.
  • D. Buin people
    The Buin people are an indigenous ethnic group of southern Bougainville, known for their distinct Austronesian language and rich traditional cultural practices.
  • E. Shawiya people
    The Shawiya people are an Amazigh (Berber) ethnic group indigenous to Algeria’s Aurès Mountains, known for their distinct culture, history of resistance, and use of the Shawiya (Chaouia) language.
  • 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 people
Triple: [Ghomara language, spokenBy, Ghomara people]
Generated description
The Ghomara people are an indigenous Berber ethnic group from northern Morocco, traditionally inhabiting the Rif region and known for their distinct cultural practices and language.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ghomara people
Target entity description: The Ghomara people are an indigenous Berber ethnic group from northern Morocco, traditionally inhabiting the Rif region and known for their distinct cultural practices and language.
  • A. Marghi people
    The Marghi people are an ethnic group native to northeastern Nigeria, particularly around the Borno region, known for their distinct language and agrarian cultural traditions.
  • B. Lundayeh people
    The Lundayeh people are an indigenous ethnic group of the highland regions of northern Borneo, known for their distinct language, traditional agriculture, and rich cultural practices closely linked to the interior river valleys.
  • C. Kumzari people
    The Kumzari people are an ethnic community primarily inhabiting the Musandam Peninsula in Oman, known for their distinct Iranian-related Kumzari language and long history of seafaring and coastal life.
  • D. Buin people
    The Buin people are an indigenous ethnic group of southern Bougainville, known for their distinct Austronesian language and rich traditional cultural practices.
  • E. Shawiya people
    The Shawiya people are an Amazigh (Berber) ethnic group indigenous to Algeria’s Aurès Mountains, known for their distinct culture, history of resistance, and use of the Shawiya (Chaouia) language.
  • F. None of above. chosen

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.