Triple

T14857887
Position Surface form Disambiguated ID Type / Status
Subject Maninka E349406 entity
Predicate hasAssociatedScript P110124 FINISHED
Object N’Ko
N’Ko is a writing system devised in the 20th century for Manding languages of West Africa, notable for its right-to-left script and role in promoting literacy and cultural identity.
E1124120 NE FINISHED

How this triple was built (5 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: N’Ko | Statement: [Maninka, hasAssociatedScript, N’Ko]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: N’Ko
Context triple: [Maninka, hasAssociatedScript, N’Ko]
  • A. Koyraboro Senni language
    The Koyraboro Senni language is a Songhay language spoken primarily along the Niger River in Mali, notably around the city of Gao.
  • B. Dioula
    Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
  • C. Bambara
    Bambara is a major Mande language widely spoken in Mali and neighboring West African countries, serving as a key lingua franca in the region.
  • D. Tamasheq
    Tamasheq is a Berber language spoken by the Tuareg people of the central Sahara region.
  • E. Guéré language
    The Guéré language is a Kru language spoken primarily by the Guéré (Wè) people of western Côte d'Ivoire and eastern Liberia.
  • 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: N’Ko
Triple: [Maninka, hasAssociatedScript, N’Ko]
Generated description
N’Ko is a writing system devised in the 20th century for Manding languages of West Africa, notable for its right-to-left script and role in promoting literacy and cultural identity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: N’Ko
Target entity description: N’Ko is a writing system devised in the 20th century for Manding languages of West Africa, notable for its right-to-left script and role in promoting literacy and cultural identity.
  • A. Koyraboro Senni language
    The Koyraboro Senni language is a Songhay language spoken primarily along the Niger River in Mali, notably around the city of Gao.
  • B. Dioula
    Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
  • C. Bambara
    Bambara is a major Mande language widely spoken in Mali and neighboring West African countries, serving as a key lingua franca in the region.
  • D. Tamasheq
    Tamasheq is a Berber language spoken by the Tuareg people of the central Sahara region.
  • E. Guéré language
    The Guéré language is a Kru language spoken primarily by the Guéré (Wè) people of western Côte d'Ivoire and eastern Liberia.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasAssociatedScript
Context triple: [Maninka, hasAssociatedScript, N’Ko]
  • A. containsScript
    Indicates that one entity includes or embeds the script of another entity within it.
  • B. hasScriptCode chosen
    Indicates that an entity is associated with a particular writing system identified by a specific script code.
  • C. hasScriptStatus
    Indicates that an entity has a particular script-related state or condition, such as whether a script is present, active, or in a given status.
  • D. hasScriptTool
    Indicates that an entity uses, is associated with, or is supported by a particular scripting tool or scripting environment.
  • E. hasScriptRegulator
    Indicates that an entity has an associated mechanism or component that controls or governs its script or scripting behavior.
  • F. None of above.

Provenance (6 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_69d822ed7e1881909b90fca143ad7e34 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69ded44598e48190b759a05ed2d9ecaf completed April 14, 2026, 11:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe650a43bc8190b836fe690d2a3c71 completed May 8, 2026, 10:34 p.m.
NEDg Description generation batch_69fe66a5f3a88190827c6c9247323153 completed May 8, 2026, 10:41 p.m.
NED2 Entity disambiguation (via description) batch_69fe6736ff34819098524e4401a414aa completed May 8, 2026, 10:44 p.m.
PD Predicate disambiguation batch_69de8c1798c08190b433e9ad21e41a42 completed April 14, 2026, 6:48 p.m.
Created at: April 10, 2026, 1:54 a.m.