Triple
T6474911
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Bantoid |
E146047
|
entity |
| Predicate | hasSubgroup |
P747
|
FINISHED |
| Object |
Tivoid languages
Tivoid languages are a small group of closely related Niger-Congo languages spoken primarily in the Nigeria–Cameroon border region.
|
E596044
|
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: Tivoid languages | Statement: [Northern Bantoid, hasSubgroup, Tivoid languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tivoid languages Context triple: [Northern Bantoid, hasSubgroup, Tivoid languages]
-
A.
Idomoid languages
Idomoid languages are a small group of closely related Niger-Congo languages spoken primarily in central Nigeria, notably including Idoma and its varieties.
-
B.
Defoid languages
Defoid languages are a subgroup of the Benue–Congo branch of the Niger-Congo language family, including Yoruba and related languages spoken primarily in West Africa.
-
C.
Nupoid languages
Nupoid languages are a subgroup of the Volta–Niger branch of the Niger–Congo language family spoken primarily in central Nigeria, including the Nupe language and its close relatives.
-
D.
Tamanic languages
The Tamanic languages are a small subgroup of the Austronesian language family spoken in parts of Borneo, known for their close relationship to other South Sulawesi–linked languages despite their geographic separation.
-
E.
Bantoid languages
The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan 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: Tivoid languages Triple: [Northern Bantoid, hasSubgroup, Tivoid languages]
Generated description
Tivoid languages are a small group of closely related Niger-Congo languages spoken primarily in the Nigeria–Cameroon border region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Tivoid languages Target entity description: Tivoid languages are a small group of closely related Niger-Congo languages spoken primarily in the Nigeria–Cameroon border region.
-
A.
Idomoid languages
Idomoid languages are a small group of closely related Niger-Congo languages spoken primarily in central Nigeria, notably including Idoma and its varieties.
-
B.
Defoid languages
Defoid languages are a subgroup of the Benue–Congo branch of the Niger-Congo language family, including Yoruba and related languages spoken primarily in West Africa.
-
C.
Nupoid languages
Nupoid languages are a subgroup of the Volta–Niger branch of the Niger–Congo language family spoken primarily in central Nigeria, including the Nupe language and its close relatives.
-
D.
Tamanic languages
The Tamanic languages are a small subgroup of the Austronesian language family spoken in parts of Borneo, known for their close relationship to other South Sulawesi–linked languages despite their geographic separation.
-
E.
Bantoid languages
The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan 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_69c008fec7408190af7b146dc63d9750 |
completed | March 22, 2026, 3:21 p.m. |
| NER | Named-entity recognition | batch_69c06a341360819082f2b5496a1a68b0 |
completed | March 22, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c653a595b881909e5d3cb781ad5ad4 |
completed | March 27, 2026, 9:53 a.m. |
| NEDg | Description generation | batch_69c6553c17bc81908719ecc7db9e3960 |
completed | March 27, 2026, 10 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c655f4ee5c81909620e732b72ee694 |
completed | March 27, 2026, 10:03 a.m. |
Created at: March 22, 2026, 4:50 p.m.