Triple
T9191038
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | East African languages |
E220588
|
entity |
| Predicate | hasMajorFamily |
P49773
|
FINISHED |
| Object | Bantu languages |
E25285
|
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: Bantu languages | Statement: [East African languages, hasMajorFamily, Bantu languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bantu languages Context triple: [East African languages, hasMajorFamily, Bantu languages]
-
A.
Bantu languages
chosen
Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
-
B.
Bantu E languages
Bantu E languages are a subgroup of Bantu languages spoken primarily in parts of Central and East Africa, known for their shared grammatical and phonological features within the wider Southern Bantoid family.
-
C.
Bantu H languages
Bantu H languages are a subgroup of Bantu languages spoken primarily in parts of Central and Southern Africa, characterized by shared phonological and grammatical features within the wider Southern Bantoid family.
-
D.
Nguni languages
The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
-
E.
Bantu P languages
Bantu P languages are a subgroup of the Bantu language family spoken primarily in parts of Central and Southern Africa, characterized by shared phonological and grammatical features within the Southern Bantoid branch.
- 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: hasMajorFamily Context triple: [East African languages, hasMajorFamily, Bantu languages]
-
A.
hasFamilyHead
Indicates that one entity serves as the primary head or leader of another entity’s family unit.
-
B.
majorFamily
Indicates that one entity belongs to or is a primary member of the same family group or lineage as another entity.
-
C.
hasMajorPartyFamily
Indicates that an entity belongs to, is associated with, or is classified under a particular major party family within a political or organizational context.
-
D.
hasFamilyBranch
chosen
Indicates that one entity is a subdivision, offshoot, or branch within the broader family group or lineage of another entity.
-
E.
hasRepresentativeFamily
Indicates that an entity is associated with a particular family that serves as its representative or characteristic example.
- 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_69ca83e7ba70819088b74866d9da2c30 |
completed | March 30, 2026, 2:08 p.m. |
| NER | Named-entity recognition | batch_69ccd5bf25c081909e651b67ef8ecc33 |
completed | April 1, 2026, 8:22 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d05c272f508190aade1769c88cf16d |
completed | April 4, 2026, 12:32 a.m. |
| PD | Predicate disambiguation | batch_69cc66090e5881908889dc1213815626 |
completed | April 1, 2026, 12:25 a.m. |
Created at: March 30, 2026, 7:24 p.m.