Triple
T6120502
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tonga languages (southern Africa) |
E136469
|
entity |
| Predicate | region |
P40
|
FINISHED |
| Object | southern Zambia |
E254479
|
NE FINISHED |
How this triple was built (2 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: southern Zambia | Statement: [Tonga languages (southern Africa), region, southern Zambia]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: southern Zambia Context triple: [Tonga languages (southern Africa), region, southern Zambia]
-
A.
Southern Province, Zambia
chosen
Southern Province, Zambia is a region in southern Zambia known for its tourism hub Livingstone and its proximity to Victoria Falls on the Zambezi River.
-
B.
Eastern Province, Zambia
Eastern Province, Zambia is a largely rural region in the east of Zambia known for its wildlife-rich landscapes, including the renowned South Luangwa National Park, and its predominantly agricultural economy.
-
C.
Western Province, Zambia
Western Province, Zambia is a largely rural region in western Zambia known for its vast floodplains, traditional Lozi culture, and proximity to major wildlife areas such as Kafue National Park.
-
D.
Central Province, Zambia
Central Province, Zambia is an inland administrative region in central Zambia known for its mix of agricultural areas, mining activities, and major wildlife attractions such as Kafue National Park.
-
E.
Southern Malawi
Southern Malawi is a predominantly rural region of Malawi known for its diverse ethnic communities, including the Lomwe people, and its mix of highland plateaus, fertile agricultural areas, and growing urban centers such as Blantyre.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69c0089f851c81909e5e189a617dcff6 |
completed | March 22, 2026, 3:19 p.m. |
| NER | Named-entity recognition | batch_69c05bef8dc08190b917ad7209188c62 |
completed | March 22, 2026, 9:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c135a5c428819090066ad785296736 |
completed | March 23, 2026, 12:44 p.m. |
Created at: March 22, 2026, 4:14 p.m.