Triple
T1187849
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Southern Bantu |
E25286
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Tswa–Ronga group
The Tswa–Ronga group is a cluster of closely related Southern Bantu-speaking peoples and languages found primarily in southern Africa, including the Tsonga and Ronga communities.
|
E25286
|
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: [Southern Bantu, hasSubgroup, Tswa–Ronga group]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tswa–Ronga group Context triple: [Southern Bantu, hasSubgroup, Tswa–Ronga group]
-
A.
Kiliwa people
The Kiliwa people are an Indigenous group native to northern Baja California, Mexico, known for their distinct language, traditional hunting-gathering lifestyle, and rich ceremonial practices.
-
B.
Sukuma people
The Sukuma people are the largest ethnic group in Tanzania, traditionally agro-pastoralists known for their rich dance, music, and cultural heritage centered around the Lake Victoria region.
-
C.
Ndowe people
The Ndowe people are a coastal Bantu ethnic group of Equatorial Guinea known for their fishing traditions, maritime culture, and historical interactions with European colonizers.
-
D.
Southern Bantu
Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
-
E.
Lozi
Lozi is a Bantu language spoken primarily by the Lozi people in western Zambia and surrounding regions of southern Africa.
- 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: [Southern Bantu, hasSubgroup, Tswa–Ronga group]
Generated description
The Tswa–Ronga group is a cluster of closely related Southern Bantu-speaking peoples and languages found primarily in southern Africa, including the Tsonga and Ronga communities.
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 cluster of closely related Southern Bantu-speaking peoples and languages found primarily in southern Africa, including the Tsonga and Ronga communities.
-
A.
Kiliwa people
The Kiliwa people are an Indigenous group native to northern Baja California, Mexico, known for their distinct language, traditional hunting-gathering lifestyle, and rich ceremonial practices.
-
B.
Sukuma people
The Sukuma people are the largest ethnic group in Tanzania, traditionally agro-pastoralists known for their rich dance, music, and cultural heritage centered around the Lake Victoria region.
-
C.
Ndowe people
The Ndowe people are a coastal Bantu ethnic group of Equatorial Guinea known for their fishing traditions, maritime culture, and historical interactions with European colonizers.
-
D.
Southern Bantu
chosen
Southern Bantu is a major branch of the Bantu language family comprising numerous closely related languages spoken primarily in the southern regions of Africa.
-
E.
Lozi
Lozi is a Bantu language spoken primarily by the Lozi people in western Zambia and surrounding regions of southern Africa.
- F. None of above.
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_69a49427d98881908646d6c63b8cea1e |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bd568cf481908d10cf19a3ce28f3 |
completed | March 1, 2026, 10:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac764a5f508190a54c8f01cf0b0d11 |
completed | March 7, 2026, 7:02 p.m. |
| NEDg | Description generation | batch_69ac76c0863c81909c68208709e4767b |
completed | March 7, 2026, 7:04 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac778551f88190ac041d80e41d209d |
completed | March 7, 2026, 7:07 p.m. |
Created at: March 1, 2026, 7:45 p.m.