Triple

T11302747
Position Surface form Disambiguated ID Type / Status
Subject Southern Gur languages E267635 entity
Predicate hasLanguage P15 FINISHED
Object Talni language
The Talni language is a lesser-known Niger-Congo language of the Southern Gur branch, spoken by a small community in West Africa.
E917998 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: Talni language | Statement: [Southern Gur languages, hasLanguage, Talni language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Talni language
Context triple: [Southern Gur languages, hasLanguage, Talni language]
  • A. Tal language
    Tal language is a minor Chadic language spoken in central Nigeria, belonging to the Angas–Sura subgroup of the West Chadic branch of the Afroasiatic language family.
  • B. Tavgi language
    Tavgi language is an endangered Samoyedic language of the Uralic family traditionally spoken by the Nganasan people of the Siberian Arctic.
  • C. Nitinaht language
    The Nitinaht language is a Southern Wakashan Indigenous language spoken by the Ditidaht (Nitinaht) people of Vancouver Island in British Columbia, Canada.
  • D. Talodi languages
    The Talodi languages are a small group of closely related Niger–Congo languages spoken mainly in the Nuba Mountains of Sudan.
  • E. Tanema language
    Tanema is a nearly extinct Oceanic language once spoken on Vanikoro Island in the Temotu Province of the Solomon Islands.
  • 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: Talni language
Triple: [Southern Gur languages, hasLanguage, Talni language]
Generated description
The Talni language is a lesser-known Niger-Congo language of the Southern Gur branch, spoken by a small community in West Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Talni language
Target entity description: The Talni language is a lesser-known Niger-Congo language of the Southern Gur branch, spoken by a small community in West Africa.
  • A. Tal language
    Tal language is a minor Chadic language spoken in central Nigeria, belonging to the Angas–Sura subgroup of the West Chadic branch of the Afroasiatic language family.
  • B. Tavgi language
    Tavgi language is an endangered Samoyedic language of the Uralic family traditionally spoken by the Nganasan people of the Siberian Arctic.
  • C. Nitinaht language
    The Nitinaht language is a Southern Wakashan Indigenous language spoken by the Ditidaht (Nitinaht) people of Vancouver Island in British Columbia, Canada.
  • D. Talodi languages
    The Talodi languages are a small group of closely related Niger–Congo languages spoken mainly in the Nuba Mountains of Sudan.
  • E. Tanema language
    Tanema is a nearly extinct Oceanic language once spoken on Vanikoro Island in the Temotu Province of the Solomon Islands.
  • 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_69d6aac993a08190a6f36445ebaf9a43 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e9a5c3788190ba54eda514b97903 completed April 9, 2026, 6:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69e50a57366081908a05fc52c5d4074c completed April 19, 2026, 5:01 p.m.
NEDg Description generation batch_69e510f9edb4819097e9fa1ce85504ed completed April 19, 2026, 5:29 p.m.
NED2 Entity disambiguation (via description) batch_69e516ac8dec81909c9c1eece372189e completed April 19, 2026, 5:53 p.m.
Created at: April 8, 2026, 9:32 p.m.