Triple
T1187834
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Southern Bantu |
E25286
|
entity |
| Predicate | hasMemberLanguage |
P7390
|
FINISHED |
| Object |
Kavango languages
The Kavango languages are a group of closely related Bantu languages spoken primarily along the Kavango River region of Namibia and Angola.
|
E153135
|
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: Kavango languages | Statement: [Southern Bantu, hasMemberLanguage, Kavango languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kavango languages Context triple: [Southern Bantu, hasMemberLanguage, Kavango languages]
-
A.
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.
-
B.
Laiyolo–Kaili languages
The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
-
C.
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.
-
D.
Adamawa–Ubangi languages
Adamawa–Ubangi languages are a diverse branch of the Niger–Congo language family spoken primarily in central Africa, including parts of Nigeria, Cameroon, the Central African Republic, and surrounding regions.
-
E.
Sabaki languages
The Sabaki languages are a subgroup of Bantu languages spoken along the East African coast and nearby regions, including well-known varieties such as Swahili.
- 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: Kavango languages Triple: [Southern Bantu, hasMemberLanguage, Kavango languages]
Generated description
The Kavango languages are a group of closely related Bantu languages spoken primarily along the Kavango River region of Namibia and Angola.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kavango languages Target entity description: The Kavango languages are a group of closely related Bantu languages spoken primarily along the Kavango River region of Namibia and Angola.
-
A.
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.
-
B.
Laiyolo–Kaili languages
The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
-
C.
Southern Bantu languages
chosen
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.
-
D.
Adamawa–Ubangi languages
Adamawa–Ubangi languages are a diverse branch of the Niger–Congo language family spoken primarily in central Africa, including parts of Nigeria, Cameroon, the Central African Republic, and surrounding regions.
-
E.
Sabaki languages
The Sabaki languages are a subgroup of Bantu languages spoken along the East African coast and nearby regions, including well-known varieties such as Swahili.
- 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_69ace55382c88190b838478f3c178c2d |
completed | March 8, 2026, 2:56 a.m. |
| NEDg | Description generation | batch_69ace5fb515081908acadef0303b8f6e |
completed | March 8, 2026, 2:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ace9ba4b3481908d03636d8f72d04c |
completed | March 8, 2026, 3:15 a.m. |
Created at: March 1, 2026, 7:45 p.m.