Triple

T7060828
Position Surface form Disambiguated ID Type / Status
Subject Tamazight E164210 entity
Predicate hasVariety P455 FINISHED
Object Mzab-Wargla
Mzab-Wargla is a Zenati Berber (Tamazight) language variety spoken primarily in the Mzab and Ouargla regions of Algeria.
E638326 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: Mzab-Wargla | Statement: [Tamazight, hasVariety, Mzab-Wargla]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mzab-Wargla
Context triple: [Tamazight, hasVariety, Mzab-Wargla]
  • A. Kalbeliya
    Kalbeliya is a vibrant folk dance form of the Kalbeliya (snake-charmer) community, characterized by fast, swirling movements and colorful costumes, and is recognized by UNESCO as an Intangible Cultural Heritage of Humanity.
  • B. Akbou
    Akbou is a significant urban center in the Kabylie region of northern Algeria, known for its role as a local economic and cultural hub.
  • C. Zouerate
    Zouerate is an iron-mining town in northern Mauritania that has served as an important industrial center and historical focal point in the Western Sahara conflict.
  • D. Tachelhit
    Tachelhit is a Berber (Amazigh) language spoken primarily in southwestern Morocco, especially in the Souss region and the High Atlas mountains.
  • E. Bou Craa
    Bou Craa is a major phosphate-mining site in Western Sahara known for its vast reserves and the long conveyor belt transporting ore to the coast.
  • 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: Mzab-Wargla
Triple: [Tamazight, hasVariety, Mzab-Wargla]
Generated description
Mzab-Wargla is a Zenati Berber (Tamazight) language variety spoken primarily in the Mzab and Ouargla regions of Algeria.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mzab-Wargla
Target entity description: Mzab-Wargla is a Zenati Berber (Tamazight) language variety spoken primarily in the Mzab and Ouargla regions of Algeria.
  • A. Kalbeliya
    Kalbeliya is a vibrant folk dance form of the Kalbeliya (snake-charmer) community, characterized by fast, swirling movements and colorful costumes, and is recognized by UNESCO as an Intangible Cultural Heritage of Humanity.
  • B. Akbou
    Akbou is a significant urban center in the Kabylie region of northern Algeria, known for its role as a local economic and cultural hub.
  • C. Zouerate
    Zouerate is an iron-mining town in northern Mauritania that has served as an important industrial center and historical focal point in the Western Sahara conflict.
  • D. Tachelhit
    Tachelhit is a Berber (Amazigh) language spoken primarily in southwestern Morocco, especially in the Souss region and the High Atlas mountains.
  • E. Bou Craa
    Bou Craa is a major phosphate-mining site in Western Sahara known for its vast reserves and the long conveyor belt transporting ore to the coast.
  • 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_69c688796c148190adb2f1596f595f22 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e459de348190912cd5326fb8bee0 completed March 27, 2026, 8:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c788af20cc819084542035410aafbd completed March 28, 2026, 7:52 a.m.
NEDg Description generation batch_69c78968b8588190b26afb5fe1a976db completed March 28, 2026, 7:55 a.m.
NED2 Entity disambiguation (via description) batch_69c78a520b4081908b4822fb55c3dab9 completed March 28, 2026, 7:59 a.m.
Created at: March 27, 2026, 2:38 p.m.