Triple

T17130190
Position Surface form Disambiguated ID Type / Status
Subject Western Morocco E415700 entity
Predicate languageUsed P238 FINISHED
Object Berber languages E4254 NE FINISHED

How this triple was built (2 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 languages | Statement: [Western Morocco, languageUsed, Berber languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berber languages
Context triple: [Western Morocco, languageUsed, Berber languages]
  • A. 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.
  • B. Maghrebi Berber
    Maghrebi Berber is a major branch of the Berber (Amazigh) languages spoken across the Maghreb region of North Africa, encompassing diverse but related dialects from Morocco to western Libya.
  • C. Saharan languages
    Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
  • D. 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.
  • E. Libyco-Berber
    Libyco-Berber is an ancient Berber (Amazigh) language and script used across North Africa, attested in numerous inscriptions such as those found at the archaeological site of Dougga in modern-day Tunisia.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d886d15af4819092f92f8a129763e6 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3f029d1a48190a9d4094827d11d23 completed April 18, 2026, 8:57 p.m.
NED1 Entity disambiguation (via context triple) batch_6a01414cd5d481908d11eb230d2283cd completed May 11, 2026, 2:39 a.m.
Created at: April 10, 2026, 5:36 a.m.