Triple

T8144434
Position Surface form Disambiguated ID Type / Status
Subject Banu Hilal E190172 entity
Predicate historicalEvent P259 FINISHED
Object Hilalian invasion of the Maghreb
The Hilalian invasion of the Maghreb was an 11th-century Arab tribal migration and military incursion that profoundly transformed the region’s demographic, linguistic, and political landscape, accelerating its Arabization and weakening existing Berber dynasties.
E713089 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: Hilalian invasion of the Maghreb | Statement: [Banu Hilal, historicalEvent, Hilalian invasion of the Maghreb]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hilalian invasion of the Maghreb
Context triple: [Banu Hilal, historicalEvent, Hilalian invasion of the Maghreb]
  • A. Muslim conquest of North Africa
    The Muslim conquest of North Africa was the 7th–8th century expansion of early Islamic caliphates across the Maghreb, bringing much of the region under Arab-Muslim political and religious influence.
  • B. Fezzan campaign
    The Fezzan campaign was a World War II military operation in which Free French forces advanced through the Fezzan region of southern Libya to secure the Sahara and support Allied offensives in North Africa.
  • C. Vandalic War in North Africa
    The Vandalic War in North Africa was a 6th-century Byzantine campaign under Emperor Justinian I that reconquered the Vandal Kingdom and restored imperial control over key western Mediterranean territories.
  • D. Umayyad conquest of Hispania
    The Umayyad conquest of Hispania was the early 8th-century Muslim military campaign that brought most of the Iberian Peninsula under Islamic rule, laying the foundation for Al-Andalus.
  • E. Muslim conquest of the Levant
    The Muslim conquest of the Levant was a 7th-century series of campaigns in which early Islamic armies defeated Byzantine forces and brought Syria, Palestine, and surrounding regions under Muslim rule.
  • 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: Hilalian invasion of the Maghreb
Triple: [Banu Hilal, historicalEvent, Hilalian invasion of the Maghreb]
Generated description
The Hilalian invasion of the Maghreb was an 11th-century Arab tribal migration and military incursion that profoundly transformed the region’s demographic, linguistic, and political landscape, accelerating its Arabization and weakening existing Berber dynasties.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hilalian invasion of the Maghreb
Target entity description: The Hilalian invasion of the Maghreb was an 11th-century Arab tribal migration and military incursion that profoundly transformed the region’s demographic, linguistic, and political landscape, accelerating its Arabization and weakening existing Berber dynasties.
  • A. Muslim conquest of North Africa
    The Muslim conquest of North Africa was the 7th–8th century expansion of early Islamic caliphates across the Maghreb, bringing much of the region under Arab-Muslim political and religious influence.
  • B. Fezzan campaign
    The Fezzan campaign was a World War II military operation in which Free French forces advanced through the Fezzan region of southern Libya to secure the Sahara and support Allied offensives in North Africa.
  • C. Vandalic War in North Africa
    The Vandalic War in North Africa was a 6th-century Byzantine campaign under Emperor Justinian I that reconquered the Vandal Kingdom and restored imperial control over key western Mediterranean territories.
  • D. Umayyad conquest of Hispania
    The Umayyad conquest of Hispania was the early 8th-century Muslim military campaign that brought most of the Iberian Peninsula under Islamic rule, laying the foundation for Al-Andalus.
  • E. Muslim conquest of the Levant
    The Muslim conquest of the Levant was a 7th-century series of campaigns in which early Islamic armies defeated Byzantine forces and brought Syria, Palestine, and surrounding regions under Muslim rule.
  • 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_69ca82bd9900819099477cdc2eb4244f completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb4445f1948190b8d319b60dd47f65 completed March 31, 2026, 3:49 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc94b0fc0481909a21f42364a92158 completed April 1, 2026, 3:44 a.m.
NEDg Description generation batch_69cc963fe2f8819098ad6a726e226189 completed April 1, 2026, 3:51 a.m.
NED2 Entity disambiguation (via description) batch_69cc977c9bf4819081c4df682e4cdf1e completed April 1, 2026, 3:56 a.m.
Created at: March 30, 2026, 5:36 p.m.