Triple
T9365902
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Irifiyen |
E225397
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Berber world
The Berber world refers to the broad cultural and geographic sphere inhabited by Amazigh (Berber) peoples across North Africa, characterized by shared language varieties, traditions, and historical heritage.
|
E795339
|
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: Berber world | Statement: [Irifiyen, partOf, Berber world]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Berber world Context triple: [Irifiyen, partOf, Berber world]
-
A.
Berber kingdoms
The Berber kingdoms were a collection of indigenous North African polities ruled by Berber (Amazigh) dynasties that controlled large parts of the Maghreb before and during the early Islamic expansions.
-
B.
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.
-
C.
Mauretania (ancient kingdom)
Mauretania was an ancient North African Berber kingdom located in what is now northern Morocco and western Algeria, later becoming a client state and then a province of the Roman Empire.
-
D.
Mauretania Tingitana
Mauretania Tingitana was a Roman province in North Africa, centered around modern-day northern Morocco with its capital at Tingis (Tangier).
-
E.
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.
- 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: Berber world Triple: [Irifiyen, partOf, Berber world]
Generated description
The Berber world refers to the broad cultural and geographic sphere inhabited by Amazigh (Berber) peoples across North Africa, characterized by shared language varieties, traditions, and historical heritage.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Berber world Target entity description: The Berber world refers to the broad cultural and geographic sphere inhabited by Amazigh (Berber) peoples across North Africa, characterized by shared language varieties, traditions, and historical heritage.
-
A.
Berber kingdoms
The Berber kingdoms were a collection of indigenous North African polities ruled by Berber (Amazigh) dynasties that controlled large parts of the Maghreb before and during the early Islamic expansions.
-
B.
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.
-
C.
Mauretania (ancient kingdom)
Mauretania was an ancient North African Berber kingdom located in what is now northern Morocco and western Algeria, later becoming a client state and then a province of the Roman Empire.
-
D.
Mauretania Tingitana
Mauretania Tingitana was a Roman province in North Africa, centered around modern-day northern Morocco with its capital at Tingis (Tangier).
-
E.
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.
- 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_69ca842cbddc819099d71ecec48cf9e5 |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cd5041261c81909edab3b7fcd1fe22 |
completed | April 1, 2026, 5:05 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d0f3fbe7d481909712531d907b77d8 |
completed | April 4, 2026, 11:20 a.m. |
| NEDg | Description generation | batch_69d0f51f8ae88190a15d2e521449c8b5 |
completed | April 4, 2026, 11:25 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d0f5d543a48190b9f25d4316664f04 |
completed | April 4, 2026, 11:28 a.m. |
Created at: March 30, 2026, 7:43 p.m.