Triple
T14576535
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Proto–Benue–Congo language |
E342066
|
entity |
| Predicate | hasDescendant |
P3654
|
FINISHED |
| Object |
Mbam languages
The Mbam languages are a group of closely related Bantu languages spoken primarily in central Cameroon, named after the Mbam River region where they are concentrated.
|
E1106092
|
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 languages | Statement: [Proto–Benue–Congo language, hasDescendant, Mbam languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mbam languages Context triple: [Proto–Benue–Congo language, hasDescendant, Mbam languages]
-
A.
Mbam–Nkam languages
The Mbam–Nkam languages are a subgroup of the Grassfields branch of Bantu-related languages spoken in western Cameroon.
-
B.
Mbum languages
The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
-
C.
Mamfe languages
The Mamfe languages are a small group of closely related Niger-Congo languages spoken primarily in the Mamfe region of southwestern Cameroon.
-
D.
Mabia languages
Mabia languages are a group of closely related Gur languages spoken primarily in northern Ghana and surrounding regions of West Africa.
-
E.
Sere–Mba languages
The Sere–Mba languages are a subgroup of Ubangian languages spoken in parts of Central Africa, characterized by shared phonological and grammatical features that distinguish them within the Niger–Congo family.
- 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 languages Triple: [Proto–Benue–Congo language, hasDescendant, Mbam languages]
Generated description
The Mbam languages are a group of closely related Bantu languages spoken primarily in central Cameroon, named after the Mbam River region where they are concentrated.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mbam languages Target entity description: The Mbam languages are a group of closely related Bantu languages spoken primarily in central Cameroon, named after the Mbam River region where they are concentrated.
-
A.
Mbam–Nkam languages
The Mbam–Nkam languages are a subgroup of the Grassfields branch of Bantu-related languages spoken in western Cameroon.
-
B.
Mbum languages
The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
-
C.
Mamfe languages
The Mamfe languages are a small group of closely related Niger-Congo languages spoken primarily in the Mamfe region of southwestern Cameroon.
-
D.
Mabia languages
Mabia languages are a group of closely related Gur languages spoken primarily in northern Ghana and surrounding regions of West Africa.
-
E.
Sere–Mba languages
The Sere–Mba languages are a subgroup of Ubangian languages spoken in parts of Central Africa, characterized by shared phonological and grammatical features that distinguish them within the Niger–Congo family.
- 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_69d822dcc6248190bed689984bceb0e2 |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69deb3f5ec448190b2ef887fdf7b633e |
completed | April 14, 2026, 9:39 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd8ace7da48190880a736ead5c4055 |
completed | May 8, 2026, 7:03 a.m. |
| NEDg | Description generation | batch_69fd8bb3c1188190b158d30e9c962911 |
completed | May 8, 2026, 7:07 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd8c6e7d448190835f87e27c998623 |
completed | May 8, 2026, 7:10 a.m. |
Created at: April 10, 2026, 1:24 a.m.