Triple
T23476670
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tonga language (Malawi) |
E570281
|
entity |
| Predicate | spokenInDistrict |
P8343
|
FINISHED |
| Object | Nkhata Bay District |
—
|
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: Nkhata Bay District | Statement: [Tonga language (Malawi), spokenInDistrict, Nkhata Bay District]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nkhata Bay District Context triple: [Tonga language (Malawi), spokenInDistrict, Nkhata Bay District]
-
A.
Makoni District
Makoni District is an administrative district in eastern Zimbabwe known for its agricultural activities and location within Manicaland Province.
-
B.
Namisindwa District
Namisindwa District is a rural administrative district in eastern Uganda, located along the country’s border with Kenya.
-
C.
Namwala District
Namwala District is an administrative district in Zambia known for its predominantly Ila-speaking cattle-herding communities and location along the Kafue River floodplains.
-
D.
Namayingo District
Namayingo District is an administrative district in eastern Uganda, located along the shores of Lake Victoria and known for its fishing and island communities.
-
E.
Mkushi District
Mkushi District is an administrative district in Zambia known for its commercial farming activities, particularly large-scale agriculture and cattle ranching.
- 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: Nkhata Bay District Target entity description: Nkhata Bay District is a lakeside district in northern Malawi known for its diverse ethnic communities, tourism along Lake Malawi, and use of the Tonga language.
-
A.
Makoni District
Makoni District is an administrative district in eastern Zimbabwe known for its agricultural activities and location within Manicaland Province.
-
B.
Namisindwa District
Namisindwa District is a rural administrative district in eastern Uganda, located along the country’s border with Kenya.
-
C.
Namwala District
Namwala District is an administrative district in Zambia known for its predominantly Ila-speaking cattle-herding communities and location along the Kafue River floodplains.
-
D.
Namayingo District
Namayingo District is an administrative district in eastern Uganda, located along the shores of Lake Victoria and known for its fishing and island communities.
-
E.
Mkushi District
Mkushi District is an administrative district in Zambia known for its commercial farming activities, particularly large-scale agriculture and cattle ranching.
- F. None of above. chosen
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.