Triple
T11469118
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tuu languages |
E271854
|
entity |
| Predicate | memberLanguage |
P7390
|
FINISHED |
| Object |
ǃKwi languages
The ǃKwi languages are a subgroup of southern African Tuu (formerly “Khoisan”) languages, traditionally spoken by hunter-gatherer communities and noted for their extensive click consonant systems.
|
E927243
|
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: ǃKwi languages | Statement: [Tuu languages, memberLanguage, ǃKwi languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: ǃKwi languages Context triple: [Tuu languages, memberLanguage, ǃKwi languages]
-
A.
Nyungic languages
Nyungic languages are a subgroup of Australian Aboriginal languages traditionally spoken in southwestern Western Australia, often associated with the Noongar people and related varieties.
-
B.
Khoe–Kwadi language family
The Khoe–Kwadi language family is a proposed grouping of southern African languages that links the Khoe languages with the extinct Kwadi language, suggesting a broader historical relationship among non-Bantu languages in the region.
-
C.
Kwa languages
Kwa languages are a major branch of the Niger-Congo language family spoken primarily in southern West Africa, including parts of Ghana, Côte d’Ivoire, Togo, and Benin.
-
D.
Ngemba languages
The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
-
E.
Tsogo languages
The Tsogo languages are a small group of closely related Bantu languages spoken primarily in Gabon in Central 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: ǃKwi languages Triple: [Tuu languages, memberLanguage, ǃKwi languages]
Generated description
The ǃKwi languages are a subgroup of southern African Tuu (formerly “Khoisan”) languages, traditionally spoken by hunter-gatherer communities and noted for their extensive click consonant systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: ǃKwi languages Target entity description: The ǃKwi languages are a subgroup of southern African Tuu (formerly “Khoisan”) languages, traditionally spoken by hunter-gatherer communities and noted for their extensive click consonant systems.
-
A.
Nyungic languages
Nyungic languages are a subgroup of Australian Aboriginal languages traditionally spoken in southwestern Western Australia, often associated with the Noongar people and related varieties.
-
B.
Khoe–Kwadi language family
The Khoe–Kwadi language family is a proposed grouping of southern African languages that links the Khoe languages with the extinct Kwadi language, suggesting a broader historical relationship among non-Bantu languages in the region.
-
C.
Kwa languages
Kwa languages are a major branch of the Niger-Congo language family spoken primarily in southern West Africa, including parts of Ghana, Côte d’Ivoire, Togo, and Benin.
-
D.
Ngemba languages
The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
-
E.
Tsogo languages
The Tsogo languages are a small group of closely related Bantu languages spoken primarily in Gabon in Central 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_69d6aae0c8d881908a5a360c0be3242e |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d822f74144819094479690c8151073 |
completed | April 9, 2026, 10:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e5e94ea4748190b375e644b2f1a46c |
completed | April 20, 2026, 8:52 a.m. |
| NEDg | Description generation | batch_69e5f15a50b881908d0930021833ae74 |
completed | April 20, 2026, 9:26 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e5f88f16748190826a7fc5d27019d7 |
completed | April 20, 2026, 9:57 a.m. |
Created at: April 8, 2026, 9:35 p.m.