Triple
T1340557
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bambara |
E28452
|
entity |
| Predicate | branchOf |
P479
|
FINISHED |
| Object | Manding languages |
E54190
|
NE FINISHED |
How this triple was built (2 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: Manding languages | Statement: [Bambara, branchOf, Manding languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Manding languages Context triple: [Bambara, branchOf, Manding languages]
-
A.
Mande languages
chosen
The Mande languages are a branch of West African languages spoken primarily in countries such as Mali, Guinea, and Sierra Leone, known for including major languages like Bambara, Mandinka, and Soninke.
-
B.
Gbe languages
The Gbe languages are a cluster of closely related Niger-Congo languages spoken primarily in southeastern Ghana, Togo, Benin, and southwestern Nigeria, including well-known varieties such as Ewe and Fon.
-
C.
Benue–Congo languages
The Benue–Congo languages are a large and diverse branch of African languages that include the widespread Bantu family and are spoken across much of sub-Saharan Africa.
-
D.
Songhay languages
The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
-
E.
West African languages
West African languages are a diverse group of Niger-Congo and other language families spoken across West Africa that have significantly influenced the vocabulary, grammar, and phonology of many Atlantic and Caribbean creoles.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a49854eb3481908c7d56b2e449a290 |
completed | March 1, 2026, 7:49 p.m. |
| NER | Named-entity recognition | batch_69a4c21490488190b4281a16c87677d1 |
completed | March 1, 2026, 10:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad014e33488190b50469c727b32639 |
completed | March 8, 2026, 4:55 a.m. |
Created at: March 1, 2026, 7:56 p.m.