Triple

T8314028
Position Surface form Disambiguated ID Type / Status
Subject Muslim conquest of North Africa E194658 entity
Predicate hasMainBelligerent P375 FINISHED
Object 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.
E725518 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 kingdoms | Statement: [Muslim conquest of North Africa, hasMainBelligerent, Berber kingdoms]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berber kingdoms
Context triple: [Muslim conquest of North Africa, hasMainBelligerent, Berber kingdoms]
  • A. 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.
  • B. 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.
  • C. Hadramite kingdom
    The Hadramite kingdom was an ancient South Arabian state centered in the Hadramawt region of present-day Yemen, known for its role in the incense trade and its interactions with neighboring Arabian kingdoms.
  • 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. Mauretania Caesariensis
    Mauretania Caesariensis was a Roman imperial province in North Africa, centered around modern-day northern Algeria, known for its strategic Mediterranean coastline and role in the Roman frontier system.
  • 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 kingdoms
Triple: [Muslim conquest of North Africa, hasMainBelligerent, Berber kingdoms]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berber kingdoms
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. Hadramite kingdom
    The Hadramite kingdom was an ancient South Arabian state centered in the Hadramawt region of present-day Yemen, known for its role in the incense trade and its interactions with neighboring Arabian kingdoms.
  • 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. Mauretania Caesariensis
    Mauretania Caesariensis was a Roman imperial province in North Africa, centered around modern-day northern Algeria, known for its strategic Mediterranean coastline and role in the Roman frontier system.
  • 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_69ca82e6e2648190a31eaf6f4f757b2a completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7f52c5cc8190b5a95ee0aa4ddda5 completed March 31, 2026, 8:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd957ac9788190b4253cca9b4b095d completed April 1, 2026, 10 p.m.
NEDg Description generation batch_69cdab5d649c819098a7643d5a0b7827 completed April 1, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69cdb2c2e2248190bf52466abaebfe29 completed April 2, 2026, 12:05 a.m.
Created at: March 30, 2026, 5:55 p.m.