Triple
T199598
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Ndebele |
E4072
|
entity |
| Predicate | subclassOf |
P1244
|
FINISHED |
| Object |
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.
|
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: Nguni languages | Statement: [Northern Ndebele, subclassOf, Nguni languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nguni languages Context triple: [Northern Ndebele, subclassOf, Nguni languages]
-
A.
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.
-
B.
Khoisan languages
Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern Africa.
-
C.
Niger–Congo languages
The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
-
D.
Northern Ndebele
Northern Ndebele is a Bantu language of the Nguni group spoken primarily in southwestern Zimbabwe and closely related to Zulu.
-
E.
Nilo-Saharan languages
Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern 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: Nguni languages Triple: [Northern Ndebele, subclassOf, Nguni languages]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nguni languages Target entity description: 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.
-
A.
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.
-
B.
Khoisan languages
Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern Africa.
-
C.
Niger–Congo languages
The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
-
D.
Northern Ndebele
Northern Ndebele is a Bantu language of the Nguni group spoken primarily in southwestern Zimbabwe and closely related to Zulu.
-
E.
Nilo-Saharan languages
Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
- 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_69a254bca59881909a15e1496f1508c7 |
completed | Feb. 28, 2026, 2:36 a.m. |
| NER | Named-entity recognition | batch_69a25bcc6dc88190b8c24b485588dfe4 |
completed | Feb. 28, 2026, 3:06 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a3232f11a08190ad532c68d9e8e2da |
completed | Feb. 28, 2026, 5:17 p.m. |
| NEDg | Description generation | batch_69a3244be2b48190a44c07f04ddc623d |
completed | Feb. 28, 2026, 5:22 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69a324b5516c8190bda5ecb3c4c0d370 |
completed | Feb. 28, 2026, 5:24 p.m. |
Created at: Feb. 28, 2026, 2:44 a.m.