Triple

T424536
Position Surface form Disambiguated ID Type / Status
Subject Niger–Congo languages E8177 entity
Predicate majorSubgroup P4297 FINISHED
Object Gur languages
Gur languages are a large branch of the Niger–Congo language family spoken primarily in West Africa, especially in countries such as Burkina Faso, Ghana, Togo, and Ivory Coast.
E53600 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: Gur languages | Statement: [Niger–Congo languages, majorSubgroup, Gur languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gur languages
Context triple: [Niger–Congo languages, majorSubgroup, Gur languages]
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Gumuz languages
    Gumuz languages are a small group of closely related, under-documented languages spoken primarily by the Gumuz people in parts of Ethiopia and Sudan.
  • C. Sabellic languages
    The Sabellic languages are an extinct group of closely related Italic languages once spoken in central and southern Italy, distinct from Latin and including varieties such as Oscan and Umbrian.
  • D. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • E. Luwic languages
    Luwic languages are a branch of the Anatolian group of Indo-European languages, including Luwian and related tongues once spoken in ancient Anatolia (modern-day Turkey).
  • 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: Gur languages
Triple: [Niger–Congo languages, majorSubgroup, Gur languages]
Generated description
Gur languages are a large branch of the Niger–Congo language family spoken primarily in West Africa, especially in countries such as Burkina Faso, Ghana, Togo, and Ivory Coast.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gur languages
Target entity description: Gur languages are a large branch of the Niger–Congo language family spoken primarily in West Africa, especially in countries such as Burkina Faso, Ghana, Togo, and Ivory Coast.
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Gumuz languages
    Gumuz languages are a small group of closely related, under-documented languages spoken primarily by the Gumuz people in parts of Ethiopia and Sudan.
  • C. Sabellic languages
    The Sabellic languages are an extinct group of closely related Italic languages once spoken in central and southern Italy, distinct from Latin and including varieties such as Oscan and Umbrian.
  • D. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • E. Luwic languages
    Luwic languages are a branch of the Anatolian group of Indo-European languages, including Luwian and related tongues once spoken in ancient Anatolia (modern-day Turkey).
  • 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_69a2e7f1d1bc81909cf2dc9754a3c334 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2f01be4108190b4c13346afd95a03 completed Feb. 28, 2026, 1:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69a42a17403081909bcbbc0fdfdc25dc completed March 1, 2026, 11:59 a.m.
NEDg Description generation batch_69a42a8b49b88190864aa55f49916a87 completed March 1, 2026, 12:01 p.m.
NED2 Entity disambiguation (via description) batch_69a42b030ccc819086ae0c96ca1ba4a8 completed March 1, 2026, 12:03 p.m.
Created at: Feb. 28, 2026, 1:11 p.m.