Triple
T6700715
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tswa language |
E152870
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
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.
|
E614290
|
NE FINISHED |
How this triple was built (4 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: Tswa-Ronga group | Statement: [Tswa language, partOf, Tswa-Ronga group]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tswa-Ronga group Context triple: [Tswa language, partOf, Tswa-Ronga group]
-
A.
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.
-
B.
Makua group
The Makua group is a cluster of closely related Bantu-speaking ethnic communities primarily inhabiting northern Mozambique and parts of neighboring countries in southeastern Africa.
-
C.
Lunda people
The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
-
D.
Ovimbundu people
The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
-
E.
Tanga group
The Tanga group is a small archipelago of volcanic islands located off the east coast of New Ireland in Papua New Guinea, known for its traditional cultures and marine biodiversity.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Tswa-Ronga group Triple: [Tswa language, partOf, Tswa-Ronga group]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Tswa-Ronga group Target entity description: 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.
-
A.
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.
-
B.
Makua group
The Makua group is a cluster of closely related Bantu-speaking ethnic communities primarily inhabiting northern Mozambique and parts of neighboring countries in southeastern Africa.
-
C.
Lunda people
The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
-
D.
Ovimbundu people
The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
-
E.
Tanga group
The Tanga group is a small archipelago of volcanic islands located off the east coast of New Ireland in Papua New Guinea, known for its traditional cultures and marine biodiversity.
- F. None of above. chosen
Provenance (5 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_69c68807adbc8190b8632df42b39eda0 |
completed | March 27, 2026, 1:37 p.m. |
| NER | Named-entity recognition | batch_69c6d0e4a1848190997520ddd7808cc6 |
completed | March 27, 2026, 6:48 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c70081395c8190921636db5cfa096a |
completed | March 27, 2026, 10:11 p.m. |
| NEDg | Description generation | batch_69c704f464f88190be8163b2dfd32bcf |
completed | March 27, 2026, 10:30 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c705db3098819083ce9a93e429b758 |
completed | March 27, 2026, 10:34 p.m. |
Created at: March 27, 2026, 2:05 p.m.