Triple

T9443695
Position Surface form Disambiguated ID Type / Status
Subject Hassaniya Arabic E227709 entity
Predicate influencedBy P9 FINISHED
Object Zenaga Berber
Zenaga Berber is an endangered Berber language historically spoken by nomadic communities in parts of Mauritania and Senegal, known for its significant influence on the region’s Arabic dialects.
 E806254 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: Zenaga Berber | Statement: [Hassaniya Arabic, influencedBy, Zenaga Berber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zenaga Berber
Context triple: [Hassaniya Arabic, influencedBy, Zenaga Berber]
  • A. Amazigh
    Amazigh are the Indigenous Berber peoples of North Africa, known for their distinct languages, culture, and historical presence across the Maghreb and Sahara regions.
  • B. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • C. Mozabite Berber
    Mozabite Berber is a Zenati Berber language spoken primarily by the Ibadi Mozabite community in Algeria’s M’zab region.
  • D. Kabyle
    Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
  • E. Maghrebi Berber
    Maghrebi Berber is a major branch of the Berber (Amazigh) languages spoken across the Maghreb region of North Africa, encompassing diverse but related dialects from Morocco to western Libya.
  • 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: Zenaga Berber
Triple: [Hassaniya Arabic, influencedBy, Zenaga Berber]
Generated description
Zenaga Berber is an endangered Berber language historically spoken by nomadic communities in parts of Mauritania and Senegal, known for its significant influence on the region’s Arabic dialects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zenaga Berber
Target entity description: Zenaga Berber is an endangered Berber language historically spoken by nomadic communities in parts of Mauritania and Senegal, known for its significant influence on the region’s Arabic dialects.
  • A. Amazigh
    Amazigh are the Indigenous Berber peoples of North Africa, known for their distinct languages, culture, and historical presence across the Maghreb and Sahara regions.
  • B. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • C. Mozabite Berber
    Mozabite Berber is a Zenati Berber language spoken primarily by the Ibadi Mozabite community in Algeria’s M’zab region.
  • D. Kabyle
    Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
  • E. Maghrebi Berber
    Maghrebi Berber is a major branch of the Berber (Amazigh) languages spoken across the Maghreb region of North Africa, encompassing diverse but related dialects from Morocco to western Libya.
  • 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_69ca843884488190ad6cbe0153088234 completed March 30, 2026, 2:10 p.m.
NER Named-entity recognition batch_69cd7f3171248190b92ab990371e63f5 completed April 1, 2026, 8:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69d152643bbc8190840f294442f2e1cc completed April 4, 2026, 6:03 p.m.
NEDg Description generation batch_69d153365cec8190a992c9e2cd6ad98f completed April 4, 2026, 6:06 p.m.
NED2 Entity disambiguation (via description) batch_69d153ad7bc0819094ff50030b943643 completed April 4, 2026, 6:08 p.m.
Created at: March 30, 2026, 7:51 p.m.