Triple
T6640172
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Grassfields languages |
E150566
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Mbam–Nkam languages
The Mbam–Nkam languages are a subgroup of the Grassfields branch of Bantu-related languages spoken in western Cameroon.
|
E608320
|
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: Mbam–Nkam languages | Statement: [Grassfields languages, hasSubgroup, Mbam–Nkam languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mbam–Nkam languages Context triple: [Grassfields languages, hasSubgroup, Mbam–Nkam languages]
-
A.
Adamawa–Ubangi languages
Adamawa–Ubangi languages are a diverse branch of the Niger–Congo language family spoken primarily in central Africa, including parts of Nigeria, Cameroon, the Central African Republic, and surrounding regions.
-
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.
Bena–Mboi languages
The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
-
D.
Ogoni languages
Ogoni languages are a small group of closely related Niger-Congo languages spoken by the Ogoni people in the Niger Delta region of southern Nigeria.
-
E.
Igboid languages
Igboid languages are a group of closely related Niger-Congo languages spoken primarily in southeastern Nigeria, including Igbo and several smaller regional varieties.
- 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: Mbam–Nkam languages Triple: [Grassfields languages, hasSubgroup, Mbam–Nkam languages]
Generated description
The Mbam–Nkam languages are a subgroup of the Grassfields branch of Bantu-related languages spoken in western Cameroon.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mbam–Nkam languages Target entity description: The Mbam–Nkam languages are a subgroup of the Grassfields branch of Bantu-related languages spoken in western Cameroon.
-
A.
Adamawa–Ubangi languages
Adamawa–Ubangi languages are a diverse branch of the Niger–Congo language family spoken primarily in central Africa, including parts of Nigeria, Cameroon, the Central African Republic, and surrounding regions.
-
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.
Bena–Mboi languages
The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
-
D.
Ogoni languages
Ogoni languages are a small group of closely related Niger-Congo languages spoken by the Ogoni people in the Niger Delta region of southern Nigeria.
-
E.
Igboid languages
Igboid languages are a group of closely related Niger-Congo languages spoken primarily in southeastern Nigeria, including Igbo and several smaller regional varieties.
- F. None of above. chosen
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_69c687f0ceb08190bf40807bfc605fa5 |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6aff1fe8081908c32db341b0fb354 |
completed | March 27, 2026, 4:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c6e455edb88190983f74f39e55665c |
completed | March 27, 2026, 8:11 p.m. |
| NEDg | Description generation | batch_69c6e8584bd08190bb45747aca6e9327 |
completed | March 27, 2026, 8:28 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c6e8dcc9bc819099ba39f67677195b |
completed | March 27, 2026, 8:30 p.m. |
Created at: March 27, 2026, 2 p.m.