Triple

T222885
Position Surface form Disambiguated ID Type / Status
Subject Berber languages E4254 entity
Predicate subgroup P10 FINISHED
Object Northern Berber languages
Northern Berber languages are a major branch of the Berber language family spoken primarily across North Africa, including Morocco, Algeria, and surrounding regions.
E4254 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: Northern Berber languages | Statement: [Berber languages, subgroup, Northern Berber languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Northern Berber languages
Context triple: [Berber languages, subgroup, Northern Berber languages]
  • A. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • 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. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • D. Tuareg
    The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
  • E. Maghrebi Arabic
    Maghrebi Arabic is a group of closely related Arabic dialects spoken in North Africa, particularly in countries like Morocco, Algeria, Tunisia, Libya, and Mauritania, characterized by significant Berber, French, and other linguistic influences.
  • 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: Northern Berber languages
Triple: [Berber languages, subgroup, Northern Berber languages]
Generated description
Northern Berber languages are a major branch of the Berber language family spoken primarily across North Africa, including Morocco, Algeria, and surrounding regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Northern Berber languages
Target entity description: Northern Berber languages are a major branch of the Berber language family spoken primarily across North Africa, including Morocco, Algeria, and surrounding regions.
  • A. Berber languages chosen
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • 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. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • D. Tuareg
    The Tuareg are a traditionally nomadic Berber ethnic group of the Sahara Desert, known for their distinctive indigo clothing, camel caravans, and rich oral and musical heritage.
  • E. Maghrebi Arabic
    Maghrebi Arabic is a group of closely related Arabic dialects spoken in North Africa, particularly in countries like Morocco, Algeria, Tunisia, Libya, and Mauritania, characterized by significant Berber, French, and other linguistic influences.
  • F. None of above.

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_69a2573508588190b522c2476d91acfe completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25c705fd88190bfee7f5e1f7cee17 completed Feb. 28, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69a35ea15b9c819086b6569a5d19de86 completed Feb. 28, 2026, 9:31 p.m.
NEDg Description generation batch_69a3604b23bc81908a13ed2b762fe269 completed Feb. 28, 2026, 9:38 p.m.
NED2 Entity disambiguation (via description) batch_69a360b68d1c8190adf3d3beb2f73960 completed Feb. 28, 2026, 9:40 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.