Triple
T9162052
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ga-Dangme people |
E219846
|
entity |
| Predicate | linguisticPhylum |
P76549
|
FINISHED |
| Object | Niger-Congo languages |
E8177
|
NE FINISHED |
How this triple was built (3 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: Niger-Congo languages | Statement: [Ga-Dangme people, linguisticPhylum, Niger-Congo languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Niger-Congo languages Context triple: [Ga-Dangme people, linguisticPhylum, Niger-Congo languages]
-
A.
Niger–Congo languages
chosen
The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
-
B.
Benue–Congo languages
The Benue–Congo languages are a large and diverse branch of African languages that include the widespread Bantu family and are spoken across much of sub-Saharan Africa.
-
C.
Proto–Benue–Congo language
Proto–Benue–Congo language is the reconstructed common ancestor of the Benue–Congo branch of the Niger–Congo language family, hypothesized through comparative linguistic methods.
-
D.
Atlantic–Congo languages
Atlantic–Congo languages are a major branch of the Niger–Congo language family, encompassing hundreds of related languages spoken widely across sub-Saharan Africa.
-
E.
Proto-Niger–Congo
Proto-Niger–Congo is the reconstructed common ancestor of the Niger–Congo language family, from which many languages across sub-Saharan Africa are believed to have descended.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: linguisticPhylum Context triple: [Ga-Dangme people, linguisticPhylum, Niger-Congo languages]
-
A.
hasLanguagePhylum
chosen
Indicates that a language belongs to or is classified within a particular language phylum.
-
B.
ancientLanguageFamily
Indicates that one language belongs to or descends from a historically ancient family of related languages.
-
C.
linguisticClassification
Indicates the relationship by which an entity is categorized according to its language or linguistic type.
-
D.
linguisticSubgroup
Indicates that one linguistic group forms a subordinate or specialized subset within a larger linguistic group or family.
-
E.
inLanguageFamily
Indicates that two languages belong to the same linguistic family or classification.
- F. None of above.
Provenance (4 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_69ca83e3633c81908688a9fa2306ba99 |
completed | March 30, 2026, 2:08 p.m. |
| NER | Named-entity recognition | batch_69ccaa2c1a9881909b7100b6e436386d |
completed | April 1, 2026, 5:16 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d054770a0c819095cf0a7cc8d1a057 |
completed | April 3, 2026, 11:59 p.m. |
| PD | Predicate disambiguation | batch_69cc6605c6808190a30d92da006206ac |
completed | April 1, 2026, 12:25 a.m. |
Created at: March 30, 2026, 7:21 p.m.