Triple
T6902255
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Berber |
E159521
|
entity |
| Predicate | hasMajorVariety |
P455
|
FINISHED |
| Object |
Middle Atlas Berber
Middle Atlas Berber is a major Berber language variety spoken primarily in Morocco’s Middle Atlas region by indigenous Amazigh communities.
|
E19358
|
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: Middle Atlas Berber | Statement: [Northern Berber, hasMajorVariety, Middle Atlas Berber]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Middle Atlas Berber Context triple: [Northern Berber, hasMajorVariety, Middle Atlas Berber]
-
A.
Middle Atlas
The Middle Atlas is a mountainous region in central Morocco known for its cedar forests, lakes, and relatively high rainfall compared to much of the country.
-
B.
Tunisian Saharan Berber
Tunisian Saharan Berber is a Berber language variety spoken by communities in the Saharan regions of Tunisia, belonging to the broader Zenati branch of the Berber language family.
-
C.
Aïr Mountains
The Aïr Mountains are a rugged, isolated massif in northern Niger known for their dramatic volcanic peaks, ancient rock art, and role as an oasis region within the central Sahara Desert.
-
D.
Aurès Mountains
The Aurès Mountains are a rugged, historically significant mountain range in northeastern Algeria and western Tunisia, known as a stronghold of Berber (Chaoui) culture and resistance.
-
E.
Kabylie
Kabylie is a mountainous coastal region in northern Algeria known as a historic stronghold of the Kabyle Berber people and their distinct language and culture.
- 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: Middle Atlas Berber Triple: [Northern Berber, hasMajorVariety, Middle Atlas Berber]
Generated description
Middle Atlas Berber is a major Berber language variety spoken primarily in Morocco’s Middle Atlas region by indigenous Amazigh communities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Middle Atlas Berber Target entity description: Middle Atlas Berber is a major Berber language variety spoken primarily in Morocco’s Middle Atlas region by indigenous Amazigh communities.
-
A.
Middle Atlas
chosen
The Middle Atlas is a mountainous region in central Morocco known for its cedar forests, lakes, and relatively high rainfall compared to much of the country.
-
B.
Tunisian Saharan Berber
Tunisian Saharan Berber is a Berber language variety spoken by communities in the Saharan regions of Tunisia, belonging to the broader Zenati branch of the Berber language family.
-
C.
Aïr Mountains
The Aïr Mountains are a rugged, isolated massif in northern Niger known for their dramatic volcanic peaks, ancient rock art, and role as an oasis region within the central Sahara Desert.
-
D.
Aurès Mountains
The Aurès Mountains are a rugged, historically significant mountain range in northeastern Algeria and western Tunisia, known as a stronghold of Berber (Chaoui) culture and resistance.
-
E.
Kabylie
Kabylie is a mountainous coastal region in northern Algeria known as a historic stronghold of the Kabyle Berber people and their distinct language and culture.
- 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_69c6883822e0819091e321526f20ae0a |
completed | March 27, 2026, 1:38 p.m. |
| NER | Named-entity recognition | batch_69c6d98749208190842ac075255ca249 |
completed | March 27, 2026, 7:24 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c748f0dc448190914e38d780644698 |
completed | March 28, 2026, 3:20 a.m. |
| NEDg | Description generation | batch_69c749f7ab5c8190ab823fac27f7484d |
completed | March 28, 2026, 3:24 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c74a6f828c8190bf0cc56227b1a5b2 |
completed | March 28, 2026, 3:26 a.m. |
Created at: March 27, 2026, 2:24 p.m.