Triple
T2466787
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Adamawa–Ubangi languages |
E55269
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Adamawa languages
Adamawa languages are a diverse group of lesser-known Niger-Congo languages spoken primarily in parts of Nigeria, Cameroon, Chad, and the Central African Republic.
|
E55269
|
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: Adamawa languages | Statement: [Adamawa–Ubangi languages, hasSubgroup, Adamawa languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Adamawa languages Context triple: [Adamawa–Ubangi languages, hasSubgroup, Adamawa 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.
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.
-
C.
Ubangian languages
The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
-
D.
Teke–Mbede languages
The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
-
E.
Nilotic languages
Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
- 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: Adamawa languages Triple: [Adamawa–Ubangi languages, hasSubgroup, Adamawa languages]
Generated description
Adamawa languages are a diverse group of lesser-known Niger-Congo languages spoken primarily in parts of Nigeria, Cameroon, Chad, and the Central African Republic.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Adamawa languages Target entity description: Adamawa languages are a diverse group of lesser-known Niger-Congo languages spoken primarily in parts of Nigeria, Cameroon, Chad, and the Central African Republic.
-
A.
Adamawa–Ubangi languages
chosen
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.
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.
-
C.
Ubangian languages
The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
-
D.
Teke–Mbede languages
The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
-
E.
Nilotic languages
Nilotic languages are a branch of the Nilo-Saharan language family spoken primarily along the Nile Valley and surrounding regions of East and Central Africa by various pastoralist and agricultural communities.
- 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_69ab49e3622c8190ad22afa2c4fbb807 |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abd13310a8819095fd70672f933aa3 |
completed | March 7, 2026, 7:18 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af179ccbd081908b7cff0052597e85 |
completed | March 9, 2026, 6:55 p.m. |
| NEDg | Description generation | batch_69af1909dd588190b0311d0464ad4cda |
completed | March 9, 2026, 7:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69af19e240148190be7645e1813e0bae |
completed | March 9, 2026, 7:05 p.m. |
Created at: March 6, 2026, 9:44 p.m.