Triple

T1494112
Position Surface form Disambiguated ID Type / Status
Subject Zenati languages E29647 entity
Predicate hasSubgroup P747 FINISHED
Object 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.
E178089 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: Tunisian Saharan Berber | Statement: [Zenati languages, hasSubgroup, Tunisian Saharan Berber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tunisian Saharan Berber
Context triple: [Zenati languages, hasSubgroup, Tunisian Saharan Berber]
  • A. Kabylie
    Kabylie is a mountainous coastal region in northern Algeria known as a historic stronghold of the Kabyle Berber people and their distinct language and culture.
  • 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. Fezzan
    Fezzan is a sparsely populated desert region in southwestern Libya, historically significant as a trans-Saharan trade hub and home to several ancient oasis settlements.
  • D. 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.
  • E. Tafraoute
    Tafraoute is a small, picturesque town in southern Morocco known for its dramatic granite rock formations, traditional Berber culture, and location in the heart of the Anti-Atlas mountains.
  • 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: Tunisian Saharan Berber
Triple: [Zenati languages, hasSubgroup, Tunisian Saharan Berber]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tunisian Saharan Berber
Target entity description: 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.
  • A. Kabylie
    Kabylie is a mountainous coastal region in northern Algeria known as a historic stronghold of the Kabyle Berber people and their distinct language and culture.
  • 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. Fezzan
    Fezzan is a sparsely populated desert region in southwestern Libya, historically significant as a trans-Saharan trade hub and home to several ancient oasis settlements.
  • D. 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.
  • E. Tafraoute
    Tafraoute is a small, picturesque town in southern Morocco known for its dramatic granite rock formations, traditional Berber culture, and location in the heart of the Anti-Atlas mountains.
  • 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_69a498dba1d8819093b46a3a8d2485f1 completed March 1, 2026, 7:51 p.m.
NER Named-entity recognition batch_69a4c6c665488190ae665f7a1b0563f5 completed March 1, 2026, 11:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69ad36ffd8808190894f2139ae12204e completed March 8, 2026, 8:44 a.m.
NEDg Description generation batch_69ad38dd6e98819082ceba12e9280963 completed March 8, 2026, 8:52 a.m.
NED2 Entity disambiguation (via description) batch_69ad3a71919c8190822efc93501f15ef completed March 8, 2026, 8:59 a.m.
Created at: March 1, 2026, 8:12 p.m.