Triple

T70098
Position Surface form Disambiguated ID Type / Status
Subject Africa E1402 entity
Predicate hasMajorLanguageFamily P1047 FINISHED
Object 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.
E8870 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: Nilo-Saharan languages | Statement: [Africa, hasMajorLanguageFamily, Nilo-Saharan languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nilo-Saharan languages
Context triple: [Africa, hasMajorLanguageFamily, Nilo-Saharan languages]
  • A. Niger–Congo languages
    The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
  • B. 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.
  • C. 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.
  • D. Central Semitic languages
    Central Semitic languages are a major branch of the Semitic language family that includes Arabic and several closely related languages of the Middle East.
  • E. 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.
  • 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: Nilo-Saharan languages
Triple: [Africa, hasMajorLanguageFamily, Nilo-Saharan languages]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nilo-Saharan languages
Target entity description: 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.
  • A. Niger–Congo languages
    The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
  • B. 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.
  • C. 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.
  • D. Central Semitic languages
    Central Semitic languages are a major branch of the Semitic language family that includes Arabic and several closely related languages of the Middle East.
  • E. 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.
  • 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_69a24c06b3bc8190aa4ac89026115efc completed Feb. 28, 2026, 1:59 a.m.
NER Named-entity recognition batch_69a2567b592c8190aaf692a18fcd2f1b completed Feb. 28, 2026, 2:44 a.m.
NED1 Entity disambiguation (via context triple) batch_69a266e8d6c48190813a2fc1578a2c12 completed Feb. 28, 2026, 3:54 a.m.
NEDg Description generation batch_69a267a60dc0819094eb550c03a8db34 completed Feb. 28, 2026, 3:57 a.m.
NED2 Entity disambiguation (via description) batch_69a2682c69788190a78d65399881a814 completed Feb. 28, 2026, 3:59 a.m.
Created at: Feb. 28, 2026, 2:03 a.m.