Triple

T1586445
Position Surface form Disambiguated ID Type / Status
Subject Shenwa E34075 entity
Predicate closelyRelatedTo P37 FINISHED
Object Chenoua Berber
Chenoua Berber is a Northern Berber language variety spoken by the Chenoua people in the coastal region of northern Algeria.
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: Chenoua Berber | Statement: [Shenwa, closelyRelatedTo, Chenoua Berber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chenoua Berber
Context triple: [Shenwa, closelyRelatedTo, Chenoua Berber]
  • A. 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.
  • 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. 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.
  • D. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • E. Tuareg
    The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical 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: Chenoua Berber
Triple: [Shenwa, closelyRelatedTo, Chenoua Berber]
Generated description
Chenoua Berber is a Northern Berber language variety spoken by the Chenoua people in the coastal region of northern Algeria.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chenoua Berber
Target entity description: Chenoua Berber is a Northern Berber language variety spoken by the Chenoua people in the coastal region of northern Algeria.
  • A. 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.
  • 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. 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.
  • D. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • E. Tuareg
    The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical 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_69a885fceb2c8190b47e0f7c0aefbff0 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a908f3b5f48190bd5eff3ce81c5ffb completed March 5, 2026, 4:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad719f91cc8190aaacaa583098732a completed March 8, 2026, 12:54 p.m.
NEDg Description generation batch_69ad72016c3c8190ac3bd11bab59fdf0 completed March 8, 2026, 12:56 p.m.
NED2 Entity disambiguation (via description) batch_69ad7277b5f081908a8af047032aa15a completed March 8, 2026, 12:58 p.m.
Created at: March 4, 2026, 7:27 p.m.