Triple

T8232888
Position Surface form Disambiguated ID Type / Status
Subject Second Rif War E192333 entity
Predicate involvedEthnicGroup P12220 FINISHED
Object Rifian Berbers
The Rifian Berbers are an indigenous Amazigh ethnic group from Morocco’s mountainous Rif region, known for their distinct language, culture, and history of resistance to foreign rule.
 E720659 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: Rifian Berbers | Statement: [Second Rif War, involvedEthnicGroup, Rifian Berbers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Rifian Berbers
Context triple: [Second Rif War, involvedEthnicGroup, Rifian Berbers]
  • A. Kutama Berbers
    The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
  • B. Nafusi Berber
    Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
  • C. 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.
  • D. Lakhdar
    Lakhdar is an Arabic masculine given name most notably borne by Algerian diplomat Lakhdar Brahimi.
  • E. El Mounib
    El Mounib is a district in Giza, Egypt, known for serving as a major southern transport hub on the Cairo Metro network.
  • 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: Rifian Berbers
Triple: [Second Rif War, involvedEthnicGroup, Rifian Berbers]
Generated description
The Rifian Berbers are an indigenous Amazigh ethnic group from Morocco’s mountainous Rif region, known for their distinct language, culture, and history of resistance to foreign rule.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Rifian Berbers
Target entity description: The Rifian Berbers are an indigenous Amazigh ethnic group from Morocco’s mountainous Rif region, known for their distinct language, culture, and history of resistance to foreign rule.
  • A. Kutama Berbers
    The Kutama Berbers were a powerful Berber tribal confederation from the Kabylie region of North Africa that played a decisive role in the rise of the Fatimid Caliphate.
  • B. Nafusi Berber
    Nafusi Berber is a Berber (Amazigh) language variety traditionally spoken by the indigenous Amazigh communities of the Nafusa Mountains region in western Libya.
  • C. 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.
  • D. Lakhdar
    Lakhdar is an Arabic masculine given name most notably borne by Algerian diplomat Lakhdar Brahimi.
  • E. El Mounib
    El Mounib is a district in Giza, Egypt, known for serving as a major southern transport hub on the Cairo Metro network.
  • 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_69ca82db5b90819085d1ad7c2e27bfcc completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb782658fc8190885dc267355ff245 completed March 31, 2026, 7:30 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd34e77fd08190a76f81de96d4e605 completed April 1, 2026, 3:08 p.m.
NEDg Description generation batch_69cd37a290508190b598f96220056041 completed April 1, 2026, 3:20 p.m.
NED2 Entity disambiguation (via description) batch_69cd4eb519608190b5d0f534170214b5 completed April 1, 2026, 4:58 p.m.
Created at: March 30, 2026, 5:46 p.m.