Triple

T6668356
Position Surface form Disambiguated ID Type / Status
Subject Zenati Berber E151661 entity
Predicate hasSubgroup P747 FINISHED
Object Beni Snous Berber
Beni Snous Berber is a Berber language variety spoken by the Beni Snous people in northwestern Algeria, belonging to the Zenati branch of the Northern Berber languages.
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 Snous Berber | Statement: [Zenati Berber, hasSubgroup, Beni Snous Berber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beni Snous Berber
Context triple: [Zenati Berber, hasSubgroup, Beni Snous 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. 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.
  • C. 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.
  • 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. Beni Iznassen Berber
    Beni Iznassen Berber are a Berber ethnic group from northeastern Morocco, traditionally speaking a Zenati Berber dialect and known for their distinct cultural and tribal identity.
  • 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 Snous Berber
Triple: [Zenati Berber, hasSubgroup, Beni Snous Berber]
Generated description
Beni Snous Berber is a Berber language variety spoken by the Beni Snous people in northwestern Algeria, belonging to the Zenati branch of the Northern Berber languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beni Snous Berber
Target entity description: Beni Snous Berber is a Berber language variety spoken by the Beni Snous people in northwestern Algeria, belonging to the Zenati branch of the Northern Berber languages.
  • 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. 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.
  • C. 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.
  • 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. Beni Iznassen Berber
    Beni Iznassen Berber are a Berber ethnic group from northeastern Morocco, traditionally speaking a Zenati Berber dialect and known for their distinct cultural and tribal identity.
  • 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_69c687f71fc081909dbd45d6377f6045 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6b0c4a8e48190aa3b2e41902d2f86 completed March 27, 2026, 4:31 p.m.
NED1 Entity disambiguation (via context triple) batch_69c71290084081909f23126c63d2d2ab completed March 27, 2026, 11:28 p.m.
NEDg Description generation batch_69c7136dd06c8190b94dc7d577e087b1 completed March 27, 2026, 11:31 p.m.
NED2 Entity disambiguation (via description) batch_69c71426bb7c81908aeab3d17eda382e completed March 27, 2026, 11:35 p.m.
Created at: March 27, 2026, 2:02 p.m.