Triple

T2291323
Position Surface form Disambiguated ID Type / Status
Subject Taman languages E51509 entity
Predicate spokenIn P2266 FINISHED
Object western Sudan
Western Sudan is a region of Sudan characterized by its diverse ethnic groups, languages, and cultures, including communities that speak the Taman languages.
E254192 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: western Sudan | Statement: [Taman languages, spokenIn, western Sudan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: western Sudan
Context triple: [Taman languages, spokenIn, western Sudan]
  • A. Northern Niger
    Northern Niger is a sparsely populated Saharan region characterized by desert landscapes, nomadic communities, and a history of Tuareg insurgencies.
  • B. Sahel
    The Sahel is a semi-arid transition zone in Africa between the Sahara Desert to the north and the more humid savannas to the south, spanning several countries from the Atlantic Ocean to the Red Sea.
  • C. Central Africa
    Central Africa is a subregion of the African continent that encompasses several landlocked and coastal countries characterized by vast rainforests, the Congo River basin, and significant cultural and linguistic diversity.
  • D. Nilo-Saharian
    Nilo-Saharian is an alternative name for the proposed Nilo-Saharan language family, a large and geographically widespread group of languages spoken mainly in central and eastern Africa.
  • E. Borkou-Ennedi-Tibesti
    Borkou-Ennedi-Tibesti was a former administrative region in northern Chad, known for its vast Sahara desert landscapes, including the Ennedi Plateau and Tibesti Mountains, and its predominantly Toubou (Tebu) population.
  • 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: western Sudan
Triple: [Taman languages, spokenIn, western Sudan]
Generated description
Western Sudan is a region of Sudan characterized by its diverse ethnic groups, languages, and cultures, including communities that speak the Taman languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: western Sudan
Target entity description: Western Sudan is a region of Sudan characterized by its diverse ethnic groups, languages, and cultures, including communities that speak the Taman languages.
  • A. Northern Niger
    Northern Niger is a sparsely populated Saharan region characterized by desert landscapes, nomadic communities, and a history of Tuareg insurgencies.
  • B. Sahel
    The Sahel is a semi-arid transition zone in Africa between the Sahara Desert to the north and the more humid savannas to the south, spanning several countries from the Atlantic Ocean to the Red Sea.
  • C. Central Africa
    Central Africa is a subregion of the African continent that encompasses several landlocked and coastal countries characterized by vast rainforests, the Congo River basin, and significant cultural and linguistic diversity.
  • D. Nilo-Saharian
    Nilo-Saharian is an alternative name for the proposed Nilo-Saharan language family, a large and geographically widespread group of languages spoken mainly in central and eastern Africa.
  • E. Borkou-Ennedi-Tibesti
    Borkou-Ennedi-Tibesti was a former administrative region in northern Chad, known for its vast Sahara desert landscapes, including the Ennedi Plateau and Tibesti Mountains, and its predominantly Toubou (Tebu) population.
  • 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_69a88b09c644819090b503456d96bf70 completed March 4, 2026, 7:42 p.m.
NER Named-entity recognition batch_69abc5b3d4988190bceb3dffa9734f4b completed March 7, 2026, 6:29 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae7f210bb881909086b86b2c3017a7 completed March 9, 2026, 8:04 a.m.
NEDg Description generation batch_69ae8018c2e88190aaacaad9adc442cf completed March 9, 2026, 8:08 a.m.
NED2 Entity disambiguation (via description) batch_69ae806fd8008190bfd6c6bcd1d0ddbd completed March 9, 2026, 8:10 a.m.
Created at: March 4, 2026, 7:48 p.m.