Triple

T222887
Position Surface form Disambiguated ID Type / Status
Subject Berber languages E4254 entity
Predicate subgroup P10 FINISHED
Object Tuareg languages
Tuareg languages are a group of closely related Berber languages spoken primarily by the Tuareg people across the Sahara and Sahel regions of North and West Africa.
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: Tuareg languages | Statement: [Berber languages, subgroup, Tuareg languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tuareg languages
Context triple: [Berber languages, subgroup, Tuareg 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. Songhay languages
    The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
  • 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. West African languages
    West African languages are a diverse group of Niger-Congo and other language families spoken across West Africa that have significantly influenced the vocabulary, grammar, and phonology of many Atlantic and Caribbean creoles.
  • 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: Tuareg languages
Triple: [Berber languages, subgroup, Tuareg languages]
Generated description
Tuareg languages are a group of closely related Berber languages spoken primarily by the Tuareg people across the Sahara and Sahel regions of North and West Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tuareg languages
Target entity description: Tuareg languages are a group of closely related Berber languages spoken primarily by the Tuareg people across the Sahara and Sahel regions of North and West Africa.
  • 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. Songhay languages
    The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
  • 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. West African languages
    West African languages are a diverse group of Niger-Congo and other language families spoken across West Africa that have significantly influenced the vocabulary, grammar, and phonology of many Atlantic and Caribbean creoles.
  • 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_69a362bb2a0c8190b7ae957ac2387f7a completed Feb. 28, 2026, 9:48 p.m.
NEDg Description generation batch_69a3632a55ac8190b099ae109b0c578c completed Feb. 28, 2026, 9:50 p.m.
NED2 Entity disambiguation (via description) batch_69a363911900819094af203ba2ed0e8a completed Feb. 28, 2026, 9:52 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.