Triple
T1586445
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Shenwa |
E34075
|
entity |
| Predicate | closelyRelatedTo |
P37
|
FINISHED |
| Object |
Chenoua Berber
Chenoua Berber is a Northern Berber language variety spoken by the Chenoua people in the coastal region of northern Algeria.
|
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: Chenoua Berber | Statement: [Shenwa, closelyRelatedTo, Chenoua Berber]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chenoua Berber Context triple: [Shenwa, closelyRelatedTo, Chenoua Berber]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
-
E.
Tuareg
The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
- 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: Chenoua Berber Triple: [Shenwa, closelyRelatedTo, Chenoua Berber]
Generated description
Chenoua Berber is a Northern Berber language variety spoken by the Chenoua people in the coastal region of northern Algeria.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chenoua Berber Target entity description: Chenoua Berber is a Northern Berber language variety spoken by the Chenoua people in the coastal region of northern Algeria.
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Riffian Berber
Riffian Berber is a Northern Berber language spoken primarily by the Riffian people in the Rif region of northern Morocco.
-
E.
Tuareg
The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
- 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_69a885fceb2c8190b47e0f7c0aefbff0 |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a908f3b5f48190bd5eff3ce81c5ffb |
completed | March 5, 2026, 4:39 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad719f91cc8190aaacaa583098732a |
completed | March 8, 2026, 12:54 p.m. |
| NEDg | Description generation | batch_69ad72016c3c8190ac3bd11bab59fdf0 |
completed | March 8, 2026, 12:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad7277b5f081908a8af047032aa15a |
completed | March 8, 2026, 12:58 p.m. |
Created at: March 4, 2026, 7:27 p.m.