Triple
T1162604
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marrakesh |
E24526
|
entity |
| Predicate | languageUsed |
P238
|
FINISHED |
| Object | Moroccan Arabic |
E6831
|
NE FINISHED |
How this triple was built (2 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: Moroccan Arabic | Statement: [Marrakesh, languageUsed, Moroccan Arabic]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Moroccan Arabic Context triple: [Marrakesh, languageUsed, Moroccan Arabic]
-
A.
Maghrebi Arabic
chosen
Maghrebi Arabic is a group of closely related Arabic dialects spoken in North Africa, particularly in countries like Morocco, Algeria, Tunisia, Libya, and Mauritania, characterized by significant Berber, French, and other linguistic influences.
-
B.
Tashelhit
Tashelhit is a variety of the Amazigh (Berber) language family spoken primarily in southwestern Morocco.
-
C.
Chadian Arabic
Chadian Arabic is a variety of Arabic spoken primarily in Chad and neighboring regions, characterized by its distinct phonology and vocabulary while remaining mutually intelligible with other Sudanic Arabic dialects.
-
D.
Kabyle
Kabyle is a major Northern Berber language spoken primarily in the Kabylie region of Algeria by the Kabyle people.
-
E.
Arabic
Arabic is a Semitic language widely spoken across the Arab world and used as a liturgical language in Islam.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a494060e148190abb42f971242c197 |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bcb2bb84819088bd94e91c10fb0c |
completed | March 1, 2026, 10:24 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac66803e0881908d2eea76dad028fa |
completed | March 7, 2026, 5:55 p.m. |
Created at: March 1, 2026, 7:45 p.m.