Triple
T7574622
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fipa |
E179329
|
entity |
| Predicate | ethnolinguisticGroup |
P3349
|
FINISHED |
| Object | Fipa–Mambwe group |
E188809
|
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: Fipa–Mambwe group | Statement: [Fipa, ethnolinguisticGroup, Fipa–Mambwe group]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Fipa–Mambwe group Context triple: [Fipa, ethnolinguisticGroup, Fipa–Mambwe group]
-
A.
Tswa-Ronga group
The Tswa-Ronga group is a closely related cluster of Bantu languages spoken primarily in southern Mozambique and neighboring regions, encompassing varieties such as Tswa, Ronga, and Tsonga.
-
B.
Bemba people
The Bemba people are a major Bantu ethnic group of central and northern Zambia, known for their matrilineal social structure, rich oral traditions, and historical Bemba Kingdom.
-
C.
Undugu group
The Undugu group was a regional cooperative framework among Nile Basin countries that laid early groundwork for collaborative management and development of the river’s shared water resources.
-
D.
Impuzamugambi militia
The Impuzamugambi militia was an extremist Hutu paramilitary group in Rwanda that played a central role in organizing and carrying out mass killings of Tutsi and moderate Hutu during the 1994 genocide.
-
E.
Mambwe people
chosen
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
- 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_69c69f316e50819081a271c85c06f918 |
completed | March 27, 2026, 3:16 p.m. |
| NER | Named-entity recognition | batch_69c6f948e1e08190ad807292365a0c27 |
completed | March 27, 2026, 9:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c856edb2088190939cee9c5a419c11 |
completed | March 28, 2026, 10:32 p.m. |
Created at: March 27, 2026, 3:51 p.m.