Triple

T22477129
Position Surface form Disambiguated ID Type / Status
Subject Ghadamis E555661 entity
Predicate traditionalLanguage P6149 FINISHED
Object Ghadamès Berber
Ghadamès Berber is a Zenati Berber language variety spoken by the inhabitants of the oasis town of Ghadamès in western Libya.
E1538681 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 | Statement: [Ghadamis, traditionalLanguage, Ghadamès Berber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ghadamès Berber
Context triple: [Ghadamis, traditionalLanguage, Ghadamès Berber]
  • A. Nafusi Berber
    Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
  • B. 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.
  • C. Ghadamès
    Ghadamès is an ancient oasis town in western Libya, renowned for its well-preserved Saharan architecture and UNESCO-listed historic old quarter.
  • D. Kutama Berbers
    The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
  • E. El-Ouali
    El-Ouali was the founding leader of the Sahrawi nationalist movement and first secretary-general of the Polisario Front, central to the Western Sahara independence struggle in the 1970s.
  • 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
Triple: [Ghadamis, traditionalLanguage, Ghadamès Berber]
Generated description
Ghadamès Berber is a Zenati Berber language variety spoken by the inhabitants of the oasis town of Ghadamès in western Libya.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ghadamès Berber
Target entity description: Ghadamès Berber is a Zenati Berber language variety spoken by the inhabitants of the oasis town of Ghadamès in western Libya.
  • A. Nafusi Berber
    Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
  • B. 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.
  • C. Ghadamès
    Ghadamès is an ancient oasis town in western Libya, renowned for its well-preserved Saharan architecture and UNESCO-listed historic old quarter.
  • D. Kutama Berbers
    The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
  • E. El-Ouali
    El-Ouali was the founding leader of the Sahrawi nationalist movement and first secretary-general of the Polisario Front, central to the Western Sahara independence struggle in the 1970s.
  • 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_69e11e52c2048190952dc5df209b9bed completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f15be48cec8190baff90f8566a85d0 completed April 29, 2026, 1:16 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b125fc0a881908c72c3d711604997 completed May 18, 2026, 1:21 p.m.
NEDg Description generation batch_6a0b13dbe2708190b089b2ffb179231e completed May 18, 2026, 1:27 p.m.
NED2 Entity disambiguation (via description) batch_6a0b1462413c819086c2de0e62b2648a completed May 18, 2026, 1:30 p.m.
Created at: April 16, 2026, 8:49 p.m.