Triple
T8384165
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ghadamès Berber language |
E197770
|
entity |
| Predicate | closelyRelatedTo |
P37
|
FINISHED |
| Object |
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.
|
E729964
|
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: Awjila Berber language | Statement: [Ghadamès Berber language, closelyRelatedTo, Awjila Berber language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Awjila Berber language Context triple: [Ghadamès Berber language, closelyRelatedTo, Awjila Berber language]
-
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.
Ghadamès Berber language
Ghadamès Berber language is a highly endangered Berber (Amazigh) language spoken by the inhabitants of the oasis town of Ghadamès in western Libya, noted for its archaic features within the Berber language family.
-
C.
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.
-
D.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
-
E.
Tashelhit
Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
- 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: Awjila Berber language Triple: [Ghadamès Berber language, closelyRelatedTo, Awjila Berber language]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Awjila Berber language Target entity description: 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.
-
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.
Ghadamès Berber language
Ghadamès Berber language is a highly endangered Berber (Amazigh) language spoken by the inhabitants of the oasis town of Ghadamès in western Libya, noted for its archaic features within the Berber language family.
-
C.
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.
-
D.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
-
E.
Tashelhit
Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
- 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_69ca82f64c188190af4e1608036b865d |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cb80ded0ec81909771482e1a015a67 |
completed | March 31, 2026, 8:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cde826ebdc81909242805e48991e7d |
completed | April 2, 2026, 3:53 a.m. |
| NEDg | Description generation | batch_69cdebfafe84819097f387318897dae1 |
completed | April 2, 2026, 4:09 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cded2a9c2c8190bdbeddad562ef9e8 |
completed | April 2, 2026, 4:14 a.m. |
Created at: March 30, 2026, 6:02 p.m.