Triple
T6771777
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Direction Nationale des Langues Nationales du Mali |
E155060
|
entity |
| Predicate | worksOnLanguage |
P18404
|
FINISHED |
| Object | Bambara |
E28452
|
NE FINISHED |
How this triple was built (3 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: Bambara | Statement: [Direction Nationale des Langues Nationales du Mali, worksOnLanguage, Bambara]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bambara Context triple: [Direction Nationale des Langues Nationales du Mali, worksOnLanguage, Bambara]
-
A.
Bambara
chosen
Bambara is a major Mande language widely spoken in Mali and neighboring West African countries, serving as a key lingua franca in the region.
-
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.
Ga-Adangbe
The Ga-Adangbe are an ethnic group of southeastern Ghana, centered around the Greater Accra region, known for their coastal trading history, distinctive language cluster, and rich festivals such as Homowo.
-
D.
Mande
Mande is a major branch of the Niger-Congo language family comprising numerous related languages spoken across West Africa, particularly in countries like Mali, Guinea, and Sierra Leone.
-
E.
Bambara people
The Bambara people are a major Mande ethnic group of West Africa, primarily in Mali, known for their rich agricultural traditions, distinctive language, and influential cultural and artistic heritage.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: worksOnLanguage Context triple: [Direction Nationale des Langues Nationales du Mali, worksOnLanguage, Bambara]
-
A.
usesWorkingLanguagesOf
Indicates that one entity employs or operates using the working languages associated with another entity.
-
B.
hasWorkedInLanguage
Indicates that an entity has performed work or professional activities using a particular language.
-
C.
isWorkingLanguageOf
chosen
Indicates that a particular language is officially used as a medium of work, communication, or operation within a specified organization, institution, or context.
-
D.
writesLanguage
Indicates that an entity produces written content in a particular language.
-
E.
isLanguageOf
Indicates that a particular language is used as the official or primary language associated with a given entity (such as a person, document, or region).
- F. None of above.
Provenance (4 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_69c68812ef7c819099369f51febb725c |
completed | March 27, 2026, 1:37 p.m. |
| NER | Named-entity recognition | batch_69c6d2496fa08190895d8b625fb0d699 |
completed | March 27, 2026, 6:54 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c72f8c0a3481909f33d2252cc1860c |
completed | March 28, 2026, 1:31 a.m. |
| PD | Predicate disambiguation | batch_69c6d094105881909c5806eb4afa6306 |
completed | March 27, 2026, 6:46 p.m. |
Created at: March 27, 2026, 2:13 p.m.