Triple

T11397715
Position Surface form Disambiguated ID Type / Status
Subject Duru languages E270021 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Samba Leko language
The Samba Leko language is a Central Chadic language spoken primarily in parts of Cameroon and Nigeria by the Samba Leko people.
E923603 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: Samba Leko language | Statement: [Duru languages, hasMemberLanguage, Samba Leko language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Samba Leko language
Context triple: [Duru languages, hasMemberLanguage, Samba Leko language]
  • A. Logba language
    The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
  • B. Kambaata language
    The Kambaata language is a Cushitic language of the Afroasiatic family spoken primarily by the Kambaata people in southern Ethiopia.
  • C. Sambal language
    The Sambal language is an Austronesian language spoken by the Sambal people of western Luzon in the Philippines, particularly in the Zambales region.
  • D. Sango language
    Sango is a Central African lingua franca and national language of the Central African Republic, originating as a Ngbandi-based trade language and now used widely in government, education, and daily communication.
  • E. Saho language
    The Saho language is an Afroasiatic Cushitic language spoken primarily by the Saho people in Eritrea and northern Ethiopia.
  • 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: Samba Leko language
Triple: [Duru languages, hasMemberLanguage, Samba Leko language]
Generated description
The Samba Leko language is a Central Chadic language spoken primarily in parts of Cameroon and Nigeria by the Samba Leko people.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Samba Leko language
Target entity description: The Samba Leko language is a Central Chadic language spoken primarily in parts of Cameroon and Nigeria by the Samba Leko people.
  • A. Logba language
    The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
  • B. Kambaata language
    The Kambaata language is a Cushitic language of the Afroasiatic family spoken primarily by the Kambaata people in southern Ethiopia.
  • C. Sambal language
    The Sambal language is an Austronesian language spoken by the Sambal people of western Luzon in the Philippines, particularly in the Zambales region.
  • D. Sango language
    Sango is a Central African lingua franca and national language of the Central African Republic, originating as a Ngbandi-based trade language and now used widely in government, education, and daily communication.
  • E. Saho language
    The Saho language is an Afroasiatic Cushitic language spoken primarily by the Saho people in Eritrea and northern Ethiopia.
  • 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_69d6aacdbc6c8190af6dc3d5f5d22836 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d80019d3d48190a2f473deb6eae33a completed April 9, 2026, 7:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69e58cd74280819092f8c420630f4889 completed April 20, 2026, 2:17 a.m.
NEDg Description generation batch_69e59774e6648190a38b2515a83c2e0c completed April 20, 2026, 3:03 a.m.
NED2 Entity disambiguation (via description) batch_69e5a3abf24481908fb71f4ef6b13532 completed April 20, 2026, 3:55 a.m.
Created at: April 8, 2026, 9:34 p.m.