Triple

T9502313
Position Surface form Disambiguated ID Type / Status
Subject Saharan languages E229173 entity
Predicate hasSubgroup P747 FINISHED
Object Eastern Saharan languages
Eastern Saharan languages are a branch of the Saharan language family spoken mainly in parts of Sudan, Chad, and neighboring regions of northeastern Africa.
E229173 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: Eastern Saharan languages | Statement: [Saharan languages, hasSubgroup, Eastern Saharan languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Eastern Saharan languages
Context triple: [Saharan languages, hasSubgroup, Eastern Saharan languages]
  • A. Saharan languages
    Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
  • B. Eastern Sudanic languages
    Eastern Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in northeastern and eastern Africa and including languages such as Nubian and Nilotic.
  • C. Sudanic Arabic belt
    The Sudanic Arabic belt is a broad region across the Sahel where closely related varieties of Arabic are spoken in a continuous chain from Chad and Sudan westward.
  • D. Chadic languages
    The Chadic languages are a branch of the Afroasiatic language family spoken primarily around Lake Chad in countries such as Nigeria, Chad, Cameroon, and Niger, and include major languages like Hausa.
  • E. 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.
  • 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: Eastern Saharan languages
Triple: [Saharan languages, hasSubgroup, Eastern Saharan languages]
Generated description
Eastern Saharan languages are a branch of the Saharan language family spoken mainly in parts of Sudan, Chad, and neighboring regions of northeastern Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Eastern Saharan languages
Target entity description: Eastern Saharan languages are a branch of the Saharan language family spoken mainly in parts of Sudan, Chad, and neighboring regions of northeastern Africa.
  • A. Saharan languages chosen
    Saharan languages are a branch of the Nilo-Saharan language family spoken mainly across the central Sahara and Sahel regions of Africa.
  • B. Eastern Sudanic languages
    Eastern Sudanic languages are a major branch of the proposed Nilo-Saharan language family, spoken primarily in northeastern and eastern Africa and including languages such as Nubian and Nilotic.
  • C. Sudanic Arabic belt
    The Sudanic Arabic belt is a broad region across the Sahel where closely related varieties of Arabic are spoken in a continuous chain from Chad and Sudan westward.
  • D. Chadic languages
    The Chadic languages are a branch of the Afroasiatic language family spoken primarily around Lake Chad in countries such as Nigeria, Chad, Cameroon, and Niger, and include major languages like Hausa.
  • E. 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.
  • 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_69ca847611c48190a28c028644198c75 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd983ea6048190a2d7924c8e6d1fbc completed April 1, 2026, 10:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69d13a10f7b08190b8e4d4bc3b9815c6 completed April 4, 2026, 4:19 p.m.
NEDg Description generation batch_69d13af4a2d481908dbec71fa8c25c69 completed April 4, 2026, 4:23 p.m.
NED2 Entity disambiguation (via description) batch_69d13bb706a88190bc2eec00c3e52e94 completed April 4, 2026, 4:26 p.m.
Created at: March 30, 2026, 7:57 p.m.