Triple
T222892
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Berber languages |
E4254
|
entity |
| Predicate | hasLanguage |
P15
|
FINISHED |
| Object | Central Atlas Tamazight |
E28395
|
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: Central Atlas Tamazight | Statement: [Berber languages, hasLanguage, Central Atlas Tamazight]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Central Atlas Tamazight Context triple: [Berber languages, hasLanguage, Central Atlas Tamazight]
-
A.
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.
-
B.
Maghrebi Arabic
Maghrebi Arabic is a group of closely related Arabic dialects spoken in North Africa, particularly in countries like Morocco, Algeria, Tunisia, Libya, and Mauritania, characterized by significant Berber, French, and other linguistic influences.
-
C.
Tuareg
The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
-
D.
Tifinagh
Tifinagh is an ancient and modern script used primarily to write Berber (Amazigh) languages across North Africa.
-
E.
Tamazight (generic)
chosen
Tamazight (generic) is a standardized macrolanguage term covering several closely related Berber (Amazigh) languages spoken primarily across North Africa.
- 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_69a2573508588190b522c2476d91acfe |
completed | Feb. 28, 2026, 2:47 a.m. |
| NER | Named-entity recognition | batch_69a25c705fd88190bfee7f5e1f7cee17 |
completed | Feb. 28, 2026, 3:09 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a36730f0a88190aac3d2e796ee544f |
completed | Feb. 28, 2026, 10:07 p.m. |
Created at: Feb. 28, 2026, 2:53 a.m.