Triple
T12040105
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bangala |
E286636
|
entity |
| Predicate | languageGroup |
P3349
|
FINISHED |
| Object |
Ngala–Lingala group
The Ngala–Lingala group is a cluster of closely related Bantu languages and dialects of Central Africa, including Lingala and Bangala, spoken primarily in the Congo River region.
|
E962197
|
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: Ngala–Lingala group | Statement: [Bangala, languageGroup, Ngala–Lingala group]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ngala–Lingala group Context triple: [Bangala, languageGroup, Ngala–Lingala group]
-
A.
Nyoro–Ganda language group
The Nyoro–Ganda language group is a cluster of closely related Bantu languages spoken primarily in Uganda, including varieties such as Runyankole, Runyoro, and Luganda.
-
B.
Kongo languages
Kongo languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo, Angola, and the Republic of the Congo, known for including the widely used Kikongo.
-
C.
Luba languages
The Luba languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo by the Luba people and neighboring communities.
-
D.
Kwango-Kwilu languages
The Kwango-Kwilu languages are a subgroup of Bantu languages spoken primarily in the Kwango and Kwilu river regions of the Democratic Republic of the Congo and neighboring areas.
-
E.
Sena–Nyanja languages
The Sena–Nyanja languages are a group of closely related Bantu languages spoken primarily in parts of Malawi, Mozambique, and neighboring regions of southeastern 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: Ngala–Lingala group Triple: [Bangala, languageGroup, Ngala–Lingala group]
Generated description
The Ngala–Lingala group is a cluster of closely related Bantu languages and dialects of Central Africa, including Lingala and Bangala, spoken primarily in the Congo River region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ngala–Lingala group Target entity description: The Ngala–Lingala group is a cluster of closely related Bantu languages and dialects of Central Africa, including Lingala and Bangala, spoken primarily in the Congo River region.
-
A.
Nyoro–Ganda language group
The Nyoro–Ganda language group is a cluster of closely related Bantu languages spoken primarily in Uganda, including varieties such as Runyankole, Runyoro, and Luganda.
-
B.
Kongo languages
Kongo languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo, Angola, and the Republic of the Congo, known for including the widely used Kikongo.
-
C.
Luba languages
The Luba languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo by the Luba people and neighboring communities.
-
D.
Kwango-Kwilu languages
The Kwango-Kwilu languages are a subgroup of Bantu languages spoken primarily in the Kwango and Kwilu river regions of the Democratic Republic of the Congo and neighboring areas.
-
E.
Sena–Nyanja languages
The Sena–Nyanja languages are a group of closely related Bantu languages spoken primarily in parts of Malawi, Mozambique, and neighboring regions of southeastern 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_69d6ab4669e48190b59246358b0383ab |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d9040c1a6c8190aea1388e82dd8f5a |
completed | April 10, 2026, 2:07 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f49d9937a08190b2f606a1e55733b5 |
completed | May 1, 2026, 12:33 p.m. |
| NEDg | Description generation | batch_69f53d9460bc8190869f2b7d095d98cb |
completed | May 1, 2026, 11:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f564ed64008190bfbeaf0991a7c2b8 |
completed | May 2, 2026, 2:43 a.m. |
Created at: April 8, 2026, 9:47 p.m.