Triple
T23476659
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tonga language (Malawi) |
E570281
|
entity |
| Predicate | subgroup |
P10
|
FINISHED |
| Object | Nyasa Bantu languages |
—
|
NE NERFINISHED |
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: Nyasa Bantu languages | Statement: [Tonga language (Malawi), subgroup, Nyasa Bantu languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nyasa Bantu languages Context triple: [Tonga language (Malawi), subgroup, Nyasa Bantu languages]
-
A.
Sena–Nyanja languages
The Sena–Nyanja languages are a group of closely related Bantu languages spoken primarily in parts of Malawi, Mozambique, and neighboring regions of southeastern Africa.
-
B.
Kwango-Kwilu languages
The Kwango-Kwilu languages are a subgroup of Bantu languages spoken primarily in the Kwango and Kwilu river regions of the Democratic Republic of the Congo and neighboring areas.
-
C.
Luba languages
The Luba languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo by the Luba people and neighboring communities.
-
D.
Central Bantu languages
Central Bantu languages are a major subgroup of the Bantu language family spoken primarily in central Africa, encompassing numerous closely related languages with shared linguistic features.
-
E.
Mbuti languages
The Mbuti languages are a group of Central African Pygmy languages spoken by the Mbuti hunter-gatherer communities, characterized by heavy borrowing from neighboring Bantu and Central Sudanic languages and by their close association with forest-based cultures.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nyasa Bantu languages Target entity description: The Nyasa Bantu languages are a group of closely related Bantu languages spoken primarily around Lake Malawi in southeastern Africa, including varieties in Malawi, Mozambique, and Tanzania.
-
A.
Sena–Nyanja languages
chosen
The Sena–Nyanja languages are a group of closely related Bantu languages spoken primarily in parts of Malawi, Mozambique, and neighboring regions of southeastern Africa.
-
B.
Kwango-Kwilu languages
The Kwango-Kwilu languages are a subgroup of Bantu languages spoken primarily in the Kwango and Kwilu river regions of the Democratic Republic of the Congo and neighboring areas.
-
C.
Luba languages
The Luba languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo by the Luba people and neighboring communities.
-
D.
Central Bantu languages
Central Bantu languages are a major subgroup of the Bantu language family spoken primarily in central Africa, encompassing numerous closely related languages with shared linguistic features.
-
E.
Mbuti languages
The Mbuti languages are a group of Central African Pygmy languages spoken by the Mbuti hunter-gatherer communities, characterized by heavy borrowing from neighboring Bantu and Central Sudanic languages and by their close association with forest-based cultures.
- F. None of above.
Provenance (2 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_69e245af8a88819084f2704f6d265a92 |
completed | April 17, 2026, 2:37 p.m. |
| NER | Named-entity recognition | batch_69f1a74cf57081909d2b90a806d68c08 |
completed | April 29, 2026, 6:38 a.m. |
Created at: April 17, 2026, 6:01 p.m.