Triple

T5797020
Position Surface form Disambiguated ID Type / Status
Subject ʿAbd Allāh al-Mahdī Billāh E128531 entity
Predicate associatedWithTribeOrGroup P44753 FINISHED
Object 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.
E548341 NE FINISHED

How this triple was built (5 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: Kutama Berbers | Statement: [ʿAbd Allāh al-Mahdī Billāh, associatedWithTribeOrGroup, Kutama Berbers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kutama Berbers
Context triple: [ʿAbd Allāh al-Mahdī Billāh, associatedWithTribeOrGroup, Kutama Berbers]
  • 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. Kalbeliya
    Kalbeliya is a vibrant folk dance form of the Kalbeliya (snake-charmer) community, characterized by fast, swirling movements and colorful costumes, and is recognized by UNESCO as an Intangible Cultural Heritage of Humanity.
  • D. Mozabite Berber
    Mozabite Berber is a Zenati Berber language spoken primarily by the Ibadi Mozabite community in Algeria’s M’zab region.
  • E. Berbers
    The Berbers, or Amazigh, are an indigenous ethnic group of North Africa with their own distinct languages and cultural traditions, predating Arab and Islamic influences in the region.
  • 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: Kutama Berbers
Triple: [ʿAbd Allāh al-Mahdī Billāh, associatedWithTribeOrGroup, Kutama Berbers]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kutama Berbers
Target entity description: 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.
  • 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. Kalbeliya
    Kalbeliya is a vibrant folk dance form of the Kalbeliya (snake-charmer) community, characterized by fast, swirling movements and colorful costumes, and is recognized by UNESCO as an Intangible Cultural Heritage of Humanity.
  • D. Mozabite Berber
    Mozabite Berber is a Zenati Berber language spoken primarily by the Ibadi Mozabite community in Algeria’s M’zab region.
  • E. Berbers
    The Berbers, or Amazigh, are an indigenous ethnic group of North Africa with their own distinct languages and cultural traditions, predating Arab and Islamic influences in the region.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: associatedWithTribeOrGroup
Context triple: [ʿAbd Allāh al-Mahdī Billāh, associatedWithTribeOrGroup, Kutama Berbers]
  • A. hasTribalAssociation chosen
    Indicates that an entity is affiliated with, belongs to, or is formally associated with a particular tribe or tribal group.
  • B. hasTribalMembersFrom
    Indicates that an entity includes or is composed of members originating from a specified tribe or tribal group.
  • C. associatedTribeActivity
    Indicates a relationship where a specific activity is linked to, practiced by, or characteristic of a particular tribe.
  • D. recognizedTribe
    Indicates that a group is officially acknowledged as a tribe by a governing or authoritative body.
  • E. associatedWithCharacterGroup
    Indicates that an entity has a connection or affiliation with a particular group of characters.
  • F. None of above.

Provenance (6 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_69c00845ca68819081a2ce3ecca577f7 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c02b1304588190b59a18fb7b70a60f completed March 22, 2026, 5:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0982ce0ac8190b9f12cedb66c5eb3 completed March 23, 2026, 1:32 a.m.
NEDg Description generation batch_69c099b16d148190b442739fbe2802ad completed March 23, 2026, 1:38 a.m.
NED2 Entity disambiguation (via description) batch_69c09a13a19c8190a04807755d16fb95 completed March 23, 2026, 1:40 a.m.
PD Predicate disambiguation batch_69c021d477008190946113f9859eeb90 completed March 22, 2026, 5:07 p.m.
Created at: March 22, 2026, 3:51 p.m.