Triple
T8004214
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bantu K languages |
E186323
|
entity |
| Predicate | hasISOIdentifier |
P189
|
FINISHED |
| Object |
ISO 639-5: bnt
ISO 639-5: bnt is the collective code used to represent the Bantu languages as a group within the ISO 639-5 language classification system.
|
E704315
|
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: ISO 639-5: bnt | Statement: [Bantu K languages, hasISOIdentifier, ISO 639-5: bnt]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: ISO 639-5: bnt Context triple: [Bantu K languages, hasISOIdentifier, ISO 639-5: bnt]
-
A.
Bungin language
The Bungin language is an Austronesian language spoken by the Bungin people of South Sulawesi, Indonesia, and is part of the Massenrempulu subgroup.
-
B.
Bugotu language
The Bugotu language is an Oceanic language spoken by the Bugotu people of Santa Isabel Island in the Solomon Islands.
-
C.
Berta languages
The Berta languages are a small group of closely related languages spoken primarily by the Berta people in the border regions of Sudan and Ethiopia, often classified within the proposed Nilo-Saharan language family.
-
D.
Bambam language
The Bambam language is an Austronesian language spoken in parts of South Sulawesi, Indonesia, known for its place within the region’s diverse indigenous linguistic landscape.
-
E.
Bini language
Bini language is an Edoid language of southern Nigeria, primarily spoken by the Edo (Bini) people around Benin City.
- 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: ISO 639-5: bnt Triple: [Bantu K languages, hasISOIdentifier, ISO 639-5: bnt]
Generated description
ISO 639-5: bnt is the collective code used to represent the Bantu languages as a group within the ISO 639-5 language classification system.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: ISO 639-5: bnt Target entity description: ISO 639-5: bnt is the collective code used to represent the Bantu languages as a group within the ISO 639-5 language classification system.
-
A.
Bungin language
The Bungin language is an Austronesian language spoken by the Bungin people of South Sulawesi, Indonesia, and is part of the Massenrempulu subgroup.
-
B.
Bugotu language
The Bugotu language is an Oceanic language spoken by the Bugotu people of Santa Isabel Island in the Solomon Islands.
-
C.
Berta languages
The Berta languages are a small group of closely related languages spoken primarily by the Berta people in the border regions of Sudan and Ethiopia, often classified within the proposed Nilo-Saharan language family.
-
D.
Bambam language
The Bambam language is an Austronesian language spoken in parts of South Sulawesi, Indonesia, known for its place within the region’s diverse indigenous linguistic landscape.
-
E.
Bini language
Bini language is an Edoid language of southern Nigeria, primarily spoken by the Edo (Bini) people around Benin City.
- 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_69ca82aaaf24819084b94d18f699ba53 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb3cf5fb588190ada4ec7d8087619c |
completed | March 31, 2026, 3:18 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cbe127afe0819092d5ad0c430fadc4 |
completed | March 31, 2026, 2:58 p.m. |
| NEDg | Description generation | batch_69cbe441b76881909efa791b74316088 |
completed | March 31, 2026, 3:12 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cc34749ae08190a1d30919a0594bfd |
completed | March 31, 2026, 8:54 p.m. |
Created at: March 30, 2026, 5:18 p.m.