Triple
T2811946
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mande languages |
E54190
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Central Mande languages
Central Mande languages are a primary subgroup of the Mande branch of the Niger-Congo language family, spoken mainly in West Africa and including several major regional languages.
|
E54190
|
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: Central Mande languages | Statement: [Mande languages, hasSubgroup, Central Mande languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Central Mande languages Context triple: [Mande languages, hasSubgroup, Central Mande languages]
-
A.
Mande languages
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.
Teke–Mbede languages
The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
-
C.
Potou–Tano languages
The Potou–Tano languages are a major branch of the Kwa language family spoken primarily in West Africa, including several important languages of Ghana and neighboring countries.
-
D.
Senegambian languages
Senegambian languages are a branch of the Niger-Congo language family spoken in the Senegambia region of West Africa, known for features such as extensive noun class systems and shared phonological traits.
-
E.
Senufo languages
Senufo languages are a group of closely related Niger-Congo languages spoken primarily in northern Côte d’Ivoire, Mali, and Burkina Faso by the Senufo people.
- 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: Central Mande languages Triple: [Mande languages, hasSubgroup, Central Mande languages]
Generated description
Central Mande languages are a primary subgroup of the Mande branch of the Niger-Congo language family, spoken mainly in West Africa and including several major regional languages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Central Mande languages Target entity description: Central Mande languages are a primary subgroup of the Mande branch of the Niger-Congo language family, spoken mainly in West Africa and including several major regional 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.
Teke–Mbede languages
The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
-
C.
Potou–Tano languages
The Potou–Tano languages are a major branch of the Kwa language family spoken primarily in West Africa, including several important languages of Ghana and neighboring countries.
-
D.
Senegambian languages
Senegambian languages are a branch of the Niger-Congo language family spoken in the Senegambia region of West Africa, known for features such as extensive noun class systems and shared phonological traits.
-
E.
Senufo languages
Senufo languages are a group of closely related Niger-Congo languages spoken primarily in northern Côte d’Ivoire, Mali, and Burkina Faso by the Senufo people.
- F. None of above.
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_69ab49de0af08190b3da69683be1e728 |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abde354a5881908cd3d545f7dda81c |
completed | March 7, 2026, 8:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afce9a76388190a5dce756de2eb59f |
completed | March 10, 2026, 7:56 a.m. |
| NEDg | Description generation | batch_69afd0b179ac8190a260003b9a457180 |
completed | March 10, 2026, 8:05 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69afd10b07748190935cce94cd9b2a13 |
completed | March 10, 2026, 8:06 a.m. |
Created at: March 6, 2026, 9:59 p.m.