Triple
T7405359
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Beni Snous language |
E170855
|
entity |
| Predicate | linguisticArea |
P17400
|
FINISHED |
| Object |
Maghrebi Berber
Maghrebi Berber is a major branch of the Berber (Amazigh) languages spoken across the Maghreb region of North Africa, encompassing diverse but related dialects from Morocco to western Libya.
|
E676836
|
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: Maghrebi Berber | Statement: [Beni Snous language, linguisticArea, Maghrebi Berber]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Maghrebi Berber Context triple: [Beni Snous language, linguisticArea, Maghrebi Berber]
-
A.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
-
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.
Amazigh
Amazigh are the Indigenous Berber peoples of North Africa, known for their distinct languages, culture, and historical presence across the Maghreb and Sahara regions.
-
D.
Tashelhit
Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
-
E.
Tamazgha
Tamazgha is the name used by many Amazigh (Berber) people for the broader North African homeland where their communities and cultures are rooted.
- 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: Maghrebi Berber Triple: [Beni Snous language, linguisticArea, Maghrebi Berber]
Generated description
Maghrebi Berber is a major branch of the Berber (Amazigh) languages spoken across the Maghreb region of North Africa, encompassing diverse but related dialects from Morocco to western Libya.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Maghrebi Berber Target entity description: Maghrebi Berber is a major branch of the Berber (Amazigh) languages spoken across the Maghreb region of North Africa, encompassing diverse but related dialects from Morocco to western Libya.
-
A.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
-
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.
Amazigh
Amazigh are the Indigenous Berber peoples of North Africa, known for their distinct languages, culture, and historical presence across the Maghreb and Sahara regions.
-
D.
Tashelhit
Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
-
E.
Tamazgha
Tamazgha is the name used by many Amazigh (Berber) people for the broader North African homeland where their communities and cultures are rooted.
- F. None of above. chosen
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_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_69c8682c7c64819081bc1110a3a6e305 |
completed | March 28, 2026, 11:45 p.m. |
| NEDg | Description generation | batch_69c8699f5c008190be32da0a096cbb29 |
completed | March 28, 2026, 11:51 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c86abe53b08190b9fbd17d83cbe7c3 |
completed | March 28, 2026, 11:56 p.m. |
Created at: March 27, 2026, 3:10 p.m.