Triple
T7763554
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ghomara language |
E176085
|
entity |
| Predicate | spokenBy |
P2181
|
FINISHED |
| Object |
Ghomara people
The Ghomara people are an indigenous Berber ethnic group from northern Morocco, traditionally inhabiting the Rif region and known for their distinct cultural practices and language.
|
E687663
|
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: Ghomara people | Statement: [Ghomara language, spokenBy, Ghomara people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ghomara people Context triple: [Ghomara language, spokenBy, Ghomara people]
-
A.
Marghi people
The Marghi people are an ethnic group native to northeastern Nigeria, particularly around the Borno region, known for their distinct language and agrarian cultural traditions.
-
B.
Lundayeh people
The Lundayeh people are an indigenous ethnic group of the highland regions of northern Borneo, known for their distinct language, traditional agriculture, and rich cultural practices closely linked to the interior river valleys.
-
C.
Kumzari people
The Kumzari people are an ethnic community primarily inhabiting the Musandam Peninsula in Oman, known for their distinct Iranian-related Kumzari language and long history of seafaring and coastal life.
-
D.
Buin people
The Buin people are an indigenous ethnic group of southern Bougainville, known for their distinct Austronesian language and rich traditional cultural practices.
-
E.
Shawiya people
The Shawiya people are an Amazigh (Berber) ethnic group indigenous to Algeria’s Aurès Mountains, known for their distinct culture, history of resistance, and use of the Shawiya (Chaouia) language.
- 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: Ghomara people Triple: [Ghomara language, spokenBy, Ghomara people]
Generated description
The Ghomara people are an indigenous Berber ethnic group from northern Morocco, traditionally inhabiting the Rif region and known for their distinct cultural practices and language.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ghomara people Target entity description: The Ghomara people are an indigenous Berber ethnic group from northern Morocco, traditionally inhabiting the Rif region and known for their distinct cultural practices and language.
-
A.
Marghi people
The Marghi people are an ethnic group native to northeastern Nigeria, particularly around the Borno region, known for their distinct language and agrarian cultural traditions.
-
B.
Lundayeh people
The Lundayeh people are an indigenous ethnic group of the highland regions of northern Borneo, known for their distinct language, traditional agriculture, and rich cultural practices closely linked to the interior river valleys.
-
C.
Kumzari people
The Kumzari people are an ethnic community primarily inhabiting the Musandam Peninsula in Oman, known for their distinct Iranian-related Kumzari language and long history of seafaring and coastal life.
-
D.
Buin people
The Buin people are an indigenous ethnic group of southern Bougainville, known for their distinct Austronesian language and rich traditional cultural practices.
-
E.
Shawiya people
The Shawiya people are an Amazigh (Berber) ethnic group indigenous to Algeria’s Aurès Mountains, known for their distinct culture, history of resistance, and use of the Shawiya (Chaouia) language.
- 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_69c69962923c8190ac74d28b4f9fe0a0 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c704061d1881909b5b42bb93d2b8a7 |
completed | March 27, 2026, 10:26 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c8c7da8b848190b378f694118dfa19 |
completed | March 29, 2026, 6:34 a.m. |
| NEDg | Description generation | batch_69c8c8d7a51481908fd537dbb57a6116 |
completed | March 29, 2026, 6:38 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c8c98179908190a68b7f029fff8e3c |
completed | March 29, 2026, 6:41 a.m. |
Created at: March 27, 2026, 4:09 p.m.