Triple
T7405167
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Shawiya language |
E170851
|
entity |
| Predicate | languageBranch |
P1967
|
FINISHED |
| Object | Northern Berber languages |
E159521
|
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: Northern Berber languages | Statement: [Shawiya language, languageBranch, Northern Berber languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Northern Berber languages Context triple: [Shawiya language, languageBranch, Northern Berber languages]
-
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.
Northern Berber
chosen
Northern Berber is a major branch of the Berber (Amazigh) languages spoken across North Africa, encompassing varieties such as Kabyle and forming part of the Afroasiatic language family.
-
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.
Eastern Berber
Eastern Berber is a branch of the Berber (Amazigh) languages spoken in parts of North Africa, particularly in eastern Algeria and western Libya.
-
E.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
- 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_69c68a6010108190925e5284de022660 |
completed | March 27, 2026, 1:47 p.m. |
| NER | Named-entity recognition | batch_69c6f271f1d481909a46d50b13b51a62 |
completed | March 27, 2026, 9:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c82775d1188190bcf158da5a02b6e0 |
completed | March 28, 2026, 7:09 p.m. |
Created at: March 27, 2026, 3:10 p.m.