Triple
T5992134
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ghomalaʼ |
E133374
|
entity |
| Predicate | subfamily |
P4180
|
FINISHED |
| Object |
Grassfields Bantu
Grassfields Bantu is a subgroup of Bantu languages spoken primarily in the western highlands of Cameroon, known for its rich linguistic diversity and complex tonal systems.
|
E562007
|
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: Grassfields Bantu | Statement: [Ghomalaʼ, subfamily, Grassfields Bantu]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Grassfields Bantu Context triple: [Ghomalaʼ, subfamily, Grassfields Bantu]
-
A.
Central Bantu
Central Bantu refers to a major subgroup of Bantu languages spoken primarily in central Africa, closely related linguistically and historically to the Southern Bantu languages.
-
B.
Eastern Bantu
Eastern Bantu is a major subgroup of the Bantu languages spoken primarily in eastern and parts of central and southern Africa, encompassing numerous related languages and dialects.
-
C.
Southern Bantu
Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
-
D.
Southwest Bantu
Southwest Bantu is a subgroup of the Bantu language family comprising closely related languages spoken primarily in southwestern Africa.
-
E.
Northwest Bantu
Northwest Bantu is a subgroup of Bantu languages spoken in parts of Central and West-Central Africa, encompassing languages such as Fang.
- 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: Grassfields Bantu Triple: [Ghomalaʼ, subfamily, Grassfields Bantu]
Generated description
Grassfields Bantu is a subgroup of Bantu languages spoken primarily in the western highlands of Cameroon, known for its rich linguistic diversity and complex tonal systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Grassfields Bantu Target entity description: Grassfields Bantu is a subgroup of Bantu languages spoken primarily in the western highlands of Cameroon, known for its rich linguistic diversity and complex tonal systems.
-
A.
Central Bantu
Central Bantu refers to a major subgroup of Bantu languages spoken primarily in central Africa, closely related linguistically and historically to the Southern Bantu languages.
-
B.
Eastern Bantu
Eastern Bantu is a major subgroup of the Bantu languages spoken primarily in eastern and parts of central and southern Africa, encompassing numerous related languages and dialects.
-
C.
Southern Bantu
Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
-
D.
Grassfields
chosen
Grassfields is a highland region of western Cameroon known for its diverse Bantu and Grassfields Bantu ethnic groups, rich traditional kingdoms, and vibrant cultural heritage.
-
E.
Southwest Bantu
Southwest Bantu is a subgroup of the Bantu language family comprising closely related languages spoken primarily in southwestern Africa.
- 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_69c0087010d081908bb8142342d63330 |
completed | March 22, 2026, 3:19 p.m. |
| NER | Named-entity recognition | batch_69c04e8fd030819095a4f3b3d425ec21 |
completed | March 22, 2026, 8:18 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c10861c0bc8190b6290d7363f4264a |
completed | March 23, 2026, 9:31 a.m. |
| NEDg | Description generation | batch_69c10c44b6408190be8bc1d96e0db2e4 |
completed | March 23, 2026, 9:47 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c10cd7c1c8819085ec8bee7f42afc4 |
completed | March 23, 2026, 9:50 a.m. |
Created at: March 22, 2026, 4:05 p.m.