Triple
T1198799
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nguni languages |
E25728
|
entity |
| Predicate | areDividedInto |
P747
|
FINISHED |
| Object |
Zunda Nguni languages
Zunda Nguni languages are a subgroup of Southern Bantu languages that includes major tongues like Zulu and Xhosa, spoken primarily in South Africa and neighboring regions.
|
E25728
|
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: Zunda Nguni languages | Statement: [Nguni languages, areDividedInto, Zunda Nguni languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Zunda Nguni languages Context triple: [Nguni languages, areDividedInto, Zunda Nguni languages]
-
A.
Nguni languages
The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
-
B.
Southern Bantu languages
Southern Bantu languages are a major branch of the Bantu language family spoken primarily in southern Africa, including well-known languages such as Zulu, Xhosa, and Shona.
-
C.
Bantu languages
Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
-
D.
Tswa–Ronga languages
The Tswa–Ronga languages are a closely related group of Bantu languages spoken primarily in southern Africa, including varieties such as Tsonga and Ronga.
-
E.
Western Bantu languages
Western Bantu languages are a major geographic and linguistic subgroup of the Bantu family spoken primarily in western Central Africa, including parts of countries such as Angola, Gabon, and the Republic of the Congo.
- 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: Zunda Nguni languages Triple: [Nguni languages, areDividedInto, Zunda Nguni languages]
Generated description
Zunda Nguni languages are a subgroup of Southern Bantu languages that includes major tongues like Zulu and Xhosa, spoken primarily in South Africa and neighboring regions.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Zunda Nguni languages Target entity description: Zunda Nguni languages are a subgroup of Southern Bantu languages that includes major tongues like Zulu and Xhosa, spoken primarily in South Africa and neighboring regions.
-
A.
Nguni languages
chosen
The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
-
B.
Southern Bantu languages
Southern Bantu languages are a major branch of the Bantu language family spoken primarily in southern Africa, including well-known languages such as Zulu, Xhosa, and Shona.
-
C.
Bantu languages
Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
-
D.
Tswa–Ronga languages
The Tswa–Ronga languages are a closely related group of Bantu languages spoken primarily in southern Africa, including varieties such as Tsonga and Ronga.
-
E.
Western Bantu languages
Western Bantu languages are a major geographic and linguistic subgroup of the Bantu family spoken primarily in western Central Africa, including parts of countries such as Angola, Gabon, and the Republic of the Congo.
- 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_69a49429f5ec8190a6a205eb0ae81e5e |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bd9c013c8190822d44d465d60fdb |
completed | March 1, 2026, 10:28 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad308179bc81909716b3acb9d59ea1 |
completed | March 8, 2026, 8:17 a.m. |
| NEDg | Description generation | batch_69ad31dcdef0819093276857b247ecea |
completed | March 8, 2026, 8:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad32f287008190b66c9e626a0f39f1 |
completed | March 8, 2026, 8:27 a.m. |
Created at: March 1, 2026, 7:46 p.m.