Triple

T1790266
Position Surface form Disambiguated ID Type / Status
Subject Ghadamès E39478 entity
Predicate languageUsed P238 FINISHED
Object Ghadamès Berber language
Ghadamès Berber language is a highly endangered Berber (Amazigh) language spoken by the inhabitants of the oasis town of Ghadamès in western Libya, noted for its archaic features within the Berber language family.
 E197770 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: Ghadamès Berber language | Statement: [Ghadamès, languageUsed, Ghadamès Berber language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ghadamès Berber language
Context triple: [Ghadamès, languageUsed, Ghadamès Berber language]
  • A. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • B. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • C. Chenoua language
    The Chenoua language is a Berber (Amazigh) language spoken by the Chenoua people in northern Algeria, particularly in the Chenoua massif region near Tipaza.
  • D. Tashelhit
    Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
  • E. 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.
  • 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: Ghadamès Berber language
Triple: [Ghadamès, languageUsed, Ghadamès Berber language]
Generated description
Ghadamès Berber language is a highly endangered Berber (Amazigh) language spoken by the inhabitants of the oasis town of Ghadamès in western Libya, noted for its archaic features within the Berber language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ghadamès Berber language
Target entity description: Ghadamès Berber language is a highly endangered Berber (Amazigh) language spoken by the inhabitants of the oasis town of Ghadamès in western Libya, noted for its archaic features within the Berber language family.
  • A. Riffian Berber
    Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
  • B. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • C. Chenoua language
    The Chenoua language is a Berber (Amazigh) language spoken by the Chenoua people in northern Algeria, particularly in the Chenoua massif region near Tipaza.
  • D. Tashelhit
    Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
  • E. 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.
  • 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_69a88631854081909723959921e45c2b completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa6512804c8190a5743c10bd37f83f completed March 6, 2026, 5:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69ada9aa10b881909923b8d0f3a30ee6 completed March 8, 2026, 4:54 p.m.
NEDg Description generation batch_69adab05cf6c81909f4713664f508ad9 completed March 8, 2026, 4:59 p.m.
NED2 Entity disambiguation (via description) batch_69adaeb31430819083d033a3890eba49 completed March 8, 2026, 5:15 p.m.
Created at: March 4, 2026, 7:32 p.m.