Triple
T6668356
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Zenati Berber |
E151661
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Beni Snous Berber
Beni Snous Berber is a Berber language variety spoken by the Beni Snous people in northwestern Algeria, belonging to the Zenati branch of the Northern Berber languages.
|
E151661
|
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: Beni Snous Berber | Statement: [Zenati Berber, hasSubgroup, Beni Snous Berber]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Beni Snous Berber Context triple: [Zenati Berber, hasSubgroup, Beni Snous Berber]
-
A.
Zenati Berber
Zenati Berber is a subgroup of Northern Berber languages spoken primarily in parts of Morocco and Algeria, characterized by shared phonological and lexical features distinct from other Berber varieties.
-
B.
Kutama Berbers
The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
-
C.
Nafusi Berber
Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
-
D.
Siwa Berber
Siwa Berber is a Berber (Amazigh) language spoken primarily in Egypt’s Siwa Oasis, known for its unique features within the Berber language family and its relative isolation from other Amazigh-speaking communities.
-
E.
Beni Iznassen Berber
Beni Iznassen Berber are a Berber ethnic group from northeastern Morocco, traditionally speaking a Zenati Berber dialect and known for their distinct cultural and tribal identity.
- 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: Beni Snous Berber Triple: [Zenati Berber, hasSubgroup, Beni Snous Berber]
Generated description
Beni Snous Berber is a Berber language variety spoken by the Beni Snous people in northwestern Algeria, belonging to the Zenati branch of the Northern Berber languages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Beni Snous Berber Target entity description: Beni Snous Berber is a Berber language variety spoken by the Beni Snous people in northwestern Algeria, belonging to the Zenati branch of the Northern Berber languages.
-
A.
Zenati Berber
chosen
Zenati Berber is a subgroup of Northern Berber languages spoken primarily in parts of Morocco and Algeria, characterized by shared phonological and lexical features distinct from other Berber varieties.
-
B.
Kutama Berbers
The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
-
C.
Nafusi Berber
Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
-
D.
Siwa Berber
Siwa Berber is a Berber (Amazigh) language spoken primarily in Egypt’s Siwa Oasis, known for its unique features within the Berber language family and its relative isolation from other Amazigh-speaking communities.
-
E.
Beni Iznassen Berber
Beni Iznassen Berber are a Berber ethnic group from northeastern Morocco, traditionally speaking a Zenati Berber dialect and known for their distinct cultural and tribal identity.
- 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_69c687f71fc081909dbd45d6377f6045 |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6b0c4a8e48190aa3b2e41902d2f86 |
completed | March 27, 2026, 4:31 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c71290084081909f23126c63d2d2ab |
completed | March 27, 2026, 11:28 p.m. |
| NEDg | Description generation | batch_69c7136dd06c8190b94dc7d577e087b1 |
completed | March 27, 2026, 11:31 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c71426bb7c81908aeab3d17eda382e |
completed | March 27, 2026, 11:35 p.m. |
Created at: March 27, 2026, 2:02 p.m.