Triple

T22959126
Position Surface form Disambiguated ID Type / Status
Subject Siwi language E570843 entity
Predicate hasResearchField P934 FINISHED
Object Berber linguistics
Berber linguistics is the branch of linguistics that studies the structure, history, and variation of the Berber (Amazigh) languages of North Africa.
E4254 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: Berber linguistics | Statement: [Siwi language, hasResearchField, Berber linguistics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berber linguistics
Context triple: [Siwi language, hasResearchField, Berber linguistics]
  • A. Nafusi Berber language
    The Nafusi Berber language is a Zenati Berber language spoken primarily by the Nafusa people in the Nafusa Mountains of northwestern Libya.
  • 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. Songhay–Berber language contact
    Songhay–Berber language contact refers to the historical and ongoing linguistic interaction and mutual influence between Songhay and Berber languages in the Sahara and Sahel regions.
  • D. Saharan languages
    Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
  • E. Awjila Berber language
    Awjila Berber is an endangered Eastern Berber language once spoken in the oasis town of Awjila in eastern Libya, notable for its archaic features and limited documentation.
  • 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: Berber linguistics
Triple: [Siwi language, hasResearchField, Berber linguistics]
Generated description
Berber linguistics is the branch of linguistics that studies the structure, history, and variation of the Berber (Amazigh) languages of North Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berber linguistics
Target entity description: Berber linguistics is the branch of linguistics that studies the structure, history, and variation of the Berber (Amazigh) languages of North Africa.
  • A. Nafusi Berber language
    The Nafusi Berber language is a Zenati Berber language spoken primarily by the Nafusa people in the Nafusa Mountains of northwestern Libya.
  • B. Berber languages chosen
    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. Songhay–Berber language contact
    Songhay–Berber language contact refers to the historical and ongoing linguistic interaction and mutual influence between Songhay and Berber languages in the Sahara and Sahel regions.
  • D. Saharan languages
    Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
  • E. Awjila Berber language
    Awjila Berber is an endangered Eastern Berber language once spoken in the oasis town of Awjila in eastern Libya, notable for its archaic features and limited documentation.
  • F. None of above.

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_69e245b212a88190b5259caf51606084 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f181f2ce9c8190977f146771816341 completed April 29, 2026, 3:58 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bca1dcb348190ae77148ac6c9ecff completed May 19, 2026, 2:25 a.m.
NEDg Description generation batch_6a0bcaad8ba081908008b333976e5cfe completed May 19, 2026, 2:27 a.m.
NED2 Entity disambiguation (via description) batch_6a0bcb4df0308190824c0ad812daf361 completed May 19, 2026, 2:30 a.m.
Created at: April 17, 2026, 3:47 p.m.