Triple

T7405314
Position Surface form Disambiguated ID Type / Status
Subject Beni Iznasen language E170854 entity
Predicate hasAlternativeName P39 FINISHED
Object Beni Iznasen Amazigh
Beni Iznasen Amazigh is a Zenati Berber (Amazigh) language variety traditionally spoken by the Beni Iznasen people in northeastern 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: Beni Iznasen Amazigh | Statement: [Beni Iznasen language, hasAlternativeName, Beni Iznasen Amazigh]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Beni Iznasen Amazigh
Context triple: [Beni Iznasen language, hasAlternativeName, Beni Iznasen Amazigh]
  • A. 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.
  • B. 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.
  • C. El Maasara
    El Maasara is a district and suburban area in the southern part of Greater Cairo, Egypt, known for its residential neighborhoods and industrial zones.
  • D. Masaesyli
    Masaesyli was an ancient Berber kingdom in North Africa that preceded and formed part of what later became Numidia.
  • E. Tamaziɣt n Wamac
    Tamaziɣt n Wamac is the endonym for Central Atlas Tamazight, a Berber language spoken primarily by Amazigh communities in Morocco’s central Atlas region.
  • 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: Beni Iznasen Amazigh
Triple: [Beni Iznasen language, hasAlternativeName, Beni Iznasen Amazigh]
Generated description
Beni Iznasen Amazigh is a Zenati Berber (Amazigh) language variety traditionally spoken by the Beni Iznasen people in northeastern Morocco.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Beni Iznasen Amazigh
Target entity description: Beni Iznasen Amazigh is a Zenati Berber (Amazigh) language variety traditionally spoken by the Beni Iznasen people in northeastern Morocco.
  • A. 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.
  • B. 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.
  • C. El Maasara
    El Maasara is a district and suburban area in the southern part of Greater Cairo, Egypt, known for its residential neighborhoods and industrial zones.
  • D. Masaesyli
    Masaesyli was an ancient Berber kingdom in North Africa that preceded and formed part of what later became Numidia.
  • E. Tamaziɣt n Wamac
    Tamaziɣt n Wamac is the endonym for Central Atlas Tamazight, a Berber language spoken primarily by Amazigh communities in Morocco’s central Atlas region.
  • 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_69c68a6010108190925e5284de022660 completed March 27, 2026, 1:47 p.m.
NER Named-entity recognition batch_69c6f271f1d481909a46d50b13b51a62 completed March 27, 2026, 9:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8111540f08190919bc9d9670f5ef2 completed March 28, 2026, 5:34 p.m.
NEDg Description generation batch_69c811c9c5e48190a610d890780c7aa4 completed March 28, 2026, 5:37 p.m.
NED2 Entity disambiguation (via description) batch_69c8128e49948190822787e76b1663a6 completed March 28, 2026, 5:40 p.m.
Created at: March 27, 2026, 3:10 p.m.