Triple
T22959126
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Siwi language |
E570843
|
entity |
| Predicate | hasResearchField |
P934
|
FINISHED |
| Object | Berber linguistics |
—
|
NE NERFINISHED |
How this triple was built (3 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.
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 (2 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. |
Created at: April 17, 2026, 3:47 p.m.